From 2d5ae35a8517aa480049d37600a531d0eb6d85b8 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 6 Nov 2025 12:38:47 -0800
Subject: [PATCH 001/178] Show all callbacks on UI

---
 litellm/proxy/proxy_server.py                 | 123 ++++---
 tests/proxy_unit_tests/test_proxy_server.py   | 163 ++++++++
 .../src/components/settings.test.tsx          | 136 +++++++
 .../src/components/settings.tsx               | 348 ++++++++++--------
 4 files changed, 548 insertions(+), 222 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/settings.test.tsx

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index bed3d218df4..4a0d39f4518 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9572,8 +9572,61 @@ async def get_config():  # noqa: PLR0915
         _general_settings = config_data.get("general_settings", {})
         environment_variables = config_data.get("environment_variables", {})
 
-        # check if "langfuse" in litellm_settings
+        # Helper function to process callbacks and get environment variables
+        def process_callback(_callback: str, callback_type: str) -> dict:
+            """Process a single callback and return its data with environment variables"""
+            if _callback == "langfuse" or _callback == "langfuse_otel":
+                env_vars = [
+                    "LANGFUSE_PUBLIC_KEY",
+                    "LANGFUSE_SECRET_KEY",
+                    "LANGFUSE_HOST",
+                ]
+            elif _callback == "openmeter":
+                env_vars = [
+                    "OPENMETER_API_KEY",
+                ]
+            elif _callback == "braintrust":
+                env_vars = [
+                    "BRAINTRUST_API_KEY",
+                    "BRAINTRUST_API_BASE",
+                ]
+            elif _callback == "traceloop":
+                env_vars = ["TRACELOOP_API_KEY"]
+            elif _callback == "custom_callback_api":
+                env_vars = ["GENERIC_LOGGER_ENDPOINT"]
+            elif _callback == "otel":
+                env_vars = ["OTEL_EXPORTER", "OTEL_ENDPOINT", "OTEL_HEADERS"]
+            elif _callback == "langsmith":
+                env_vars = [
+                    "LANGSMITH_API_KEY",
+                    "LANGSMITH_PROJECT",
+                    "LANGSMITH_DEFAULT_RUN_NAME",
+                ]
+            else:
+                env_vars = []
+
+            env_vars_dict = {}
+            for _var in env_vars:
+                env_variable = environment_variables.get(_var, None)
+                if env_variable is None:
+                    env_vars_dict[_var] = None
+                else:
+                    # decode + decrypt the value
+                    decrypted_value = decrypt_value_helper(
+                        value=env_variable, key=_var
+                    )
+                    env_vars_dict[_var] = decrypted_value
+
+            return {
+                "name": _callback,
+                "variables": env_vars_dict,
+                "type": callback_type
+            }
+
         _success_callbacks = _litellm_settings.get("success_callback", [])
+        _failure_callbacks = _litellm_settings.get("failure_callback", [])
+        _generic_callbacks = _litellm_settings.get("callbacks", [])
+        
         _data_to_return = []
         """
         [
@@ -9584,70 +9637,20 @@ async def get_config():  # noqa: PLR0915
                     "LANGFUSE_SECRET_KEY": "value",
                     "LANGFUSE_HOST": "value"
                 },
+                "type": "success"
             }
         ]
 
         """
+        
         for _callback in _success_callbacks:
-            if _callback != "langfuse":
-                if _callback == "openmeter":
-                    env_vars = [
-                        "OPENMETER_API_KEY",
-                    ]
-                elif _callback == "braintrust":
-                    env_vars = [
-                        "BRAINTRUST_API_KEY",
-                        "BRAINTRUST_API_BASE",
-                    ]
-                elif _callback == "traceloop":
-                    env_vars = ["TRACELOOP_API_KEY"]
-                elif _callback == "custom_callback_api":
-                    env_vars = ["GENERIC_LOGGER_ENDPOINT"]
-                elif _callback == "otel":
-                    env_vars = ["OTEL_EXPORTER", "OTEL_ENDPOINT", "OTEL_HEADERS"]
-                elif _callback == "langsmith":
-                    env_vars = [
-                        "LANGSMITH_API_KEY",
-                        "LANGSMITH_PROJECT",
-                        "LANGSMITH_DEFAULT_RUN_NAME",
-                    ]
-                else:
-                    env_vars = []
-
-                env_vars_dict = {}
-                for _var in env_vars:
-                    env_variable = environment_variables.get(_var, None)
-                    if env_variable is None:
-                        env_vars_dict[_var] = None
-                    else:
-                        # decode + decrypt the value
-                        decrypted_value = decrypt_value_helper(
-                            value=env_variable, key=_var
-                        )
-                        env_vars_dict[_var] = decrypted_value
-
-                _data_to_return.append({"name": _callback, "variables": env_vars_dict})
-            elif _callback == "langfuse":
-                _langfuse_vars = [
-                    "LANGFUSE_PUBLIC_KEY",
-                    "LANGFUSE_SECRET_KEY",
-                    "LANGFUSE_HOST",
-                ]
-                _langfuse_env_vars = {}
-                for _var in _langfuse_vars:
-                    env_variable = environment_variables.get(_var, None)
-                    if env_variable is None:
-                        _langfuse_env_vars[_var] = None
-                    else:
-                        # decode + decrypt the value
-                        decrypted_value = decrypt_value_helper(
-                            value=env_variable, key=_var
-                        )
-                        _langfuse_env_vars[_var] = decrypted_value
-
-                _data_to_return.append(
-                    {"name": _callback, "variables": _langfuse_env_vars}
-                )
+            _data_to_return.append(process_callback(_callback, "success"))
+        
+        for _callback in _failure_callbacks:
+            _data_to_return.append(process_callback(_callback, "failure"))
+        
+        for _callback in _generic_callbacks:
+            _data_to_return.append(process_callback(_callback, "generic"))
 
         # Check if slack alerting is on
         _alerting = _general_settings.get("alerting", [])
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index 1f4bf806c16..3aeb8a840c9 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -2371,3 +2371,166 @@ def test_non_root_ui_path_logic(monkeypatch, tmp_path, ui_exists, ui_has_content
         error_calls = [call[0][0] for call in mock_logger.error.call_args_list]
         assert any("Path exists:" in call for call in error_calls)
         assert mock_logger.info.call_count == 0
+
+
+@pytest.mark.asyncio
+async def test_get_config_callbacks_with_all_types(client_no_auth):
+    """
+    Test that /get/config/callbacks returns all three callback types:
+    - success_callback with type="success"
+    - failure_callback with type="failure"  
+    - callbacks (generic) with type="generic"
+    """
+    from litellm.proxy.proxy_server import ProxyConfig
+    
+    # Create a mock config with all three callback types
+    mock_config_data = {
+        "litellm_settings": {
+            "success_callback": ["langfuse", "braintrust"],
+            "failure_callback": ["sentry"],
+            "callbacks": ["otel", "langsmith"]
+        },
+        "environment_variables": {
+            "LANGFUSE_PUBLIC_KEY": "test-public-key",
+            "LANGFUSE_SECRET_KEY": "test-secret-key",
+            "LANGFUSE_HOST": "https://test.langfuse.com",
+            "BRAINTRUST_API_KEY": "test-braintrust-key",
+            "OTEL_EXPORTER": "otlp",
+            "OTEL_ENDPOINT": "http://localhost:4317",
+            "LANGSMITH_API_KEY": "test-langsmith-key",
+        },
+        "general_settings": {}
+    }
+    
+    proxy_config = getattr(litellm.proxy.proxy_server, "proxy_config")
+    
+    with patch.object(
+        proxy_config, "get_config", new=AsyncMock(return_value=mock_config_data)
+    ), patch(
+        "litellm.proxy.proxy_server.decrypt_value_helper",
+        side_effect=lambda value, key=None: value
+    ):
+        response = client_no_auth.get("/get/config/callbacks")
+        
+        assert response.status_code == 200
+        result = response.json()
+        
+        # Verify response structure
+        assert "status" in result
+        assert result["status"] == "success"
+        assert "callbacks" in result
+        
+        callbacks = result["callbacks"]
+        
+        # Verify we have all 5 callbacks (2 success + 1 failure + 2 generic)
+        assert len(callbacks) == 5
+        
+        # Group callbacks by type
+        success_callbacks = [cb for cb in callbacks if cb.get("type") == "success"]
+        failure_callbacks = [cb for cb in callbacks if cb.get("type") == "failure"]
+        generic_callbacks = [cb for cb in callbacks if cb.get("type") == "generic"]
+        
+        # Verify all callbacks have required fields
+        for callback in callbacks:
+            assert "name" in callback
+            assert "variables" in callback
+            assert "type" in callback
+            assert callback["type"] in ["success", "failure", "generic"]
+        
+        # Verify success callbacks
+        assert len(success_callbacks) == 2
+        success_names = [cb["name"] for cb in success_callbacks]
+        assert "langfuse" in success_names
+        assert "braintrust" in success_names
+        
+        # Verify failure callbacks
+        assert len(failure_callbacks) == 1
+        assert failure_callbacks[0]["name"] == "sentry"
+        
+        # Verify generic callbacks
+        assert len(generic_callbacks) == 2
+        generic_names = [cb["name"] for cb in generic_callbacks]
+        assert "otel" in generic_names
+        assert "langsmith" in generic_names
+
+
+@pytest.mark.asyncio
+async def test_get_config_callbacks_environment_variables(client_no_auth):
+    """
+    Test that /get/config/callbacks correctly includes environment variables
+    for each callback type with proper decryption.
+    """
+    from litellm.proxy.proxy_server import ProxyConfig
+    
+    # Create a mock config with callbacks and their env vars
+    mock_config_data = {
+        "litellm_settings": {
+            "success_callback": ["langfuse"],
+            "failure_callback": [],
+            "callbacks": ["otel"]
+        },
+        "environment_variables": {
+            "LANGFUSE_PUBLIC_KEY": "encrypted-public-key",
+            "LANGFUSE_SECRET_KEY": "encrypted-secret-key",
+            "LANGFUSE_HOST": "https://cloud.langfuse.com",
+            "OTEL_EXPORTER": "otlp",
+            "OTEL_ENDPOINT": "http://localhost:4317",
+            "OTEL_HEADERS": "key=value",
+        },
+        "general_settings": {}
+    }
+    
+    # Mock decrypt to prepend "decrypted-" to values
+    def mock_decrypt(value, key=None):
+        if value and isinstance(value, str) and "encrypted" in value:
+            return f"decrypted-{value}"
+        return value
+    
+    proxy_config = getattr(litellm.proxy.proxy_server, "proxy_config")
+    
+    with patch.object(
+        proxy_config, "get_config", new=AsyncMock(return_value=mock_config_data)
+    ), patch(
+        "litellm.proxy.proxy_server.decrypt_value_helper",
+        side_effect=mock_decrypt
+    ):
+        response = client_no_auth.get("/get/config/callbacks")
+        
+        assert response.status_code == 200
+        result = response.json()
+        
+        callbacks = result["callbacks"]
+        
+        # Find langfuse callback (success type)
+        langfuse_callback = next(
+            (cb for cb in callbacks if cb["name"] == "langfuse"), None
+        )
+        assert langfuse_callback is not None
+        assert langfuse_callback["type"] == "success"
+        assert "variables" in langfuse_callback
+        
+        # Verify langfuse env vars are present and decrypted
+        langfuse_vars = langfuse_callback["variables"]
+        assert "LANGFUSE_PUBLIC_KEY" in langfuse_vars
+        assert langfuse_vars["LANGFUSE_PUBLIC_KEY"] == "decrypted-encrypted-public-key"
+        assert "LANGFUSE_SECRET_KEY" in langfuse_vars
+        assert langfuse_vars["LANGFUSE_SECRET_KEY"] == "decrypted-encrypted-secret-key"
+        assert "LANGFUSE_HOST" in langfuse_vars
+        assert langfuse_vars["LANGFUSE_HOST"] == "https://cloud.langfuse.com"
+        
+        # Find otel callback (generic type)
+        otel_callback = next(
+            (cb for cb in callbacks if cb["name"] == "otel"), None
+        )
+        assert otel_callback is not None
+        assert otel_callback["type"] == "generic"
+        assert "variables" in otel_callback
+        
+        # Verify otel env vars are present
+        otel_vars = otel_callback["variables"]
+        assert "OTEL_EXPORTER" in otel_vars
+        assert otel_vars["OTEL_EXPORTER"] == "otlp"
+        assert "OTEL_ENDPOINT" in otel_vars
+        assert otel_vars["OTEL_ENDPOINT"] == "http://localhost:4317"
+        assert "OTEL_HEADERS" in otel_vars
+        assert otel_vars["OTEL_HEADERS"] == "key=value"
diff --git a/ui/litellm-dashboard/src/components/settings.test.tsx b/ui/litellm-dashboard/src/components/settings.test.tsx
new file mode 100644
index 00000000000..72a265eadd9
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/settings.test.tsx
@@ -0,0 +1,136 @@
+import { render, screen, fireEvent, waitFor } from "@testing-library/react";
+import { describe, expect, it, beforeAll, beforeEach, vi } from "vitest";
+import Settings from "./settings";
+import * as networking from "./networking";
+
+beforeAll(() => {
+  Object.defineProperty(window, "matchMedia", {
+    writable: true,
+    value: (query: string) => ({
+      matches: false,
+      media: query,
+      onchange: null,
+      addListener: () => {},
+      removeListener: () => {},
+      addEventListener: () => {},
+      removeEventListener: () => {},
+      dispatchEvent: () => true,
+    }),
+  });
+});
+
+const mockCallbacksData = {
+  callbacks: [
+    {
+      name: "langfuse",
+      type: "success",
+      variables: {
+        LANGFUSE_PUBLIC_KEY: "test_key",
+        LANGFUSE_SECRET_KEY: "test_secret",
+      },
+    },
+    {
+      name: "datadog",
+      type: "success",
+      variables: {
+        DD_API_KEY: "test_dd_key",
+      },
+    },
+  ],
+  available_callbacks: [
+    {
+      litellm_callback_name: "langfuse",
+      ui_callback_name: "Langfuse",
+      litellm_callback_params: ["LANGFUSE_PUBLIC_KEY", "LANGFUSE_SECRET_KEY"],
+    },
+    {
+      litellm_callback_name: "datadog",
+      ui_callback_name: "Datadog",
+      litellm_callback_params: ["DD_API_KEY"],
+    },
+  ],
+  alerts: [],
+};
+
+describe("Settings", () => {
+  it("should render the settings page", () => {
+    render(<Settings accessToken="test-token" userRole="admin" userID="test-user" premiumUser={false} />);
+  });
+});
+
+describe("Logging Callbacks Section", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("should display the list of active callbacks", async () => {
+    vi.spyOn(networking, "getCallbacksCall").mockResolvedValue(mockCallbacksData);
+
+    render(<Settings accessToken="test-token" userRole="admin" userID="test-user" premiumUser={false} />);
+
+    await waitFor(
+      () => {
+        expect(screen.getByText("langfuse")).toBeInTheDocument();
+        expect(screen.getByText("datadog")).toBeInTheDocument();
+      },
+      { timeout: 3000 },
+    );
+  });
+
+  it("should open add callback modal and display form", async () => {
+    vi.spyOn(networking, "getCallbacksCall").mockResolvedValue(mockCallbacksData);
+
+    render(<Settings accessToken="test-token" userRole="admin" userID="test-user" premiumUser={false} />);
+
+    await waitFor(() => {
+      expect(screen.getByText("langfuse")).toBeInTheDocument();
+    });
+
+    const addButton = screen.getByText("Add Callback");
+    fireEvent.click(addButton);
+
+    await waitFor(() => {
+      expect(screen.getByText("Add Logging Callback")).toBeInTheDocument();
+      expect(screen.getByText("LiteLLM Docs: Logging")).toBeInTheDocument();
+    });
+  });
+
+  it("should successfully delete a callback", async () => {
+    const getCallbacksSpy = vi.spyOn(networking, "getCallbacksCall").mockResolvedValue(mockCallbacksData);
+    const deleteCallbackSpy = vi.spyOn(networking, "deleteCallback").mockResolvedValue(undefined);
+
+    const { container } = render(
+      <Settings accessToken="test-token" userRole="admin" userID="test-user" premiumUser={false} />,
+    );
+
+    await waitFor(() => {
+      expect(screen.getByText("langfuse")).toBeInTheDocument();
+    });
+
+    const trashIcons = container.querySelectorAll("svg");
+    const trashIcon = Array.from(trashIcons).find((svg) => {
+      const parentElement = svg.parentElement;
+      return parentElement?.className.includes("text-red") || parentElement?.outerHTML.includes("red");
+    });
+
+    expect(trashIcon).toBeDefined();
+    if (trashIcon && trashIcon.parentElement) {
+      fireEvent.click(trashIcon.parentElement);
+    }
+
+    await waitFor(() => {
+      const modalText = screen.getByText((content, element) => {
+        return element?.tagName.toLowerCase() === "p" && content.includes("Are you sure you want to delete");
+      });
+      expect(modalText).toBeInTheDocument();
+    });
+
+    const deleteButton = screen.getByRole("button", { name: "Delete" });
+    fireEvent.click(deleteButton);
+
+    await waitFor(() => {
+      expect(deleteCallbackSpy).toHaveBeenCalledWith("test-token", "langfuse");
+      expect(getCallbacksSpy).toHaveBeenCalledTimes(2);
+    });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index 727c8b9b511..a275214918c 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -19,11 +19,12 @@ import {
   Tab,
   SelectItem,
   Icon,
+  Badge,
 } from "@tremor/react";
 
 import { PencilAltIcon, TrashIcon } from "@heroicons/react/outline";
 
-import { Modal, Typography, Form, Input, Select, Button as Button2 } from "antd";
+import { Modal, Typography, Form, Input, Select, Button as Button2, Tooltip } from "antd";
 import NotificationsManager from "./molecules/notifications_manager";
 import EmailSettings from "./email_settings";
 
@@ -32,10 +33,7 @@ const { Title, Paragraph } = Typography;
 import { getCallbacksCall, setCallbacksCall, serviceHealthCheck, deleteCallback } from "./networking";
 import AlertingSettings from "./alerting/alerting_settings";
 import FormItem from "antd/es/form/FormItem";
-import {
-  CALLBACK_CONFIGS,
-  getCallbackById,
-} from "./callback_info_helpers";
+import { CALLBACK_CONFIGS, getCallbackById } from "./callback_info_helpers";
 import { parseErrorMessage } from "./shared/errorUtils";
 interface SettingsPageProps {
   accessToken: string | null;
@@ -60,6 +58,7 @@ interface AlertingVariables {
 
 interface AlertingObject {
   name: string;
+  type?: "success" | "failure" | "generic";
   variables: AlertingVariables;
 }
 
@@ -216,10 +215,10 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
 
   const handleSelectedCallbackChange = (callbackName: string) => {
     setSelectedCallback(callbackName);
-    
+
     // Get the callback configuration using the new clean structure
     const callbackConfig = getCallbackById(callbackName);
-    
+
     // Get the parameters from the callback configuration
     if (callbackConfig?.dynamic_params) {
       const params = Object.keys(callbackConfig.dynamic_params);
@@ -228,7 +227,7 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
       setSelectedCallbackParams([]);
     }
   };
-  
+
   const handleSaveAlerts = async () => {
     if (!accessToken) {
       return;
@@ -416,54 +415,94 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
               <Title level={4}>Active Logging Callbacks</Title>
 
               <Grid numItems={2}>
-                <Card className="max-h-[50vh]">
+                <Card className="h-[calc(100vh-300px)] overflow-auto">
                   <Table>
                     <TableHead>
                       <TableRow>
                         <TableHeaderCell>Callback Name</TableHeaderCell>
-                        {/* <TableHeaderCell>Callback Env Vars</TableHeaderCell> */}
+                        <TableHeaderCell>Callback Type</TableHeaderCell>
+                        <TableHeaderCell>Actions</TableHeaderCell>
                       </TableRow>
                     </TableHead>
                     <TableBody>
-                      {callbacks.map((callback, index) => (
-                        <TableRow key={index} className="flex justify-between">
-                          <TableCell>
-                            <Text>{callback.name}</Text>
-                          </TableCell>
-                          <TableCell>
-                            <Grid numItems={2} className="flex justify-between">
-                              <Icon
-                                icon={PencilAltIcon}
-                                size="sm"
-                                onClick={() => {
-                                  setSelectedEditCallback(callback);
-                                  setShowEditCallback(true);
-                                }}
-                              />
-                              <Icon
-                                icon={TrashIcon}
-                                size="sm"
-                                onClick={() => handleDeleteCallback(callback.name)}
-                                className="text-red-500 hover:text-red-700 cursor-pointer"
-                              />
-                              <Button
-                                onClick={async () => {
-                                  try {
-                                    await serviceHealthCheck(accessToken, callback.name);
-                                    NotificationsManager.success("Health check triggered");
-                                  } catch (error) {
-                                    NotificationsManager.fromBackend(parseErrorMessage(error));
-                                  }
-                                }}
-                                className="ml-2"
-                                variant="secondary"
-                              >
-                                Test Callback
-                              </Button>
-                            </Grid>
-                          </TableCell>
-                        </TableRow>
-                      ))}
+                      {callbacks.map((callback, index) => {
+                        const canEdit = !callback.type || callback.type === "success";
+                        const tooltipMessage =
+                          callback.type === "failure"
+                            ? "Modifications and deletion of failure type callbacks are not yet supported in the UI"
+                            : callback.type === "generic"
+                              ? "Modifications and deletion of generic type callbacks are not yet supported in the UI"
+                              : "";
+
+                        const getBadgeColor = (type?: string) => {
+                          if (type === "success") return "green";
+                          if (type === "failure") return "red";
+                          if (type === "generic") return "blue";
+                          return "gray";
+                        };
+
+                        return (
+                          <TableRow key={index}>
+                            <TableCell>
+                              <Text>{callback.name}</Text>
+                            </TableCell>
+                            <TableCell>
+                              {callback.type ? (
+                                <Badge color={getBadgeColor(callback.type)}>{callback.type}</Badge>
+                              ) : (
+                                <Badge color="gray">success</Badge>
+                              )}
+                            </TableCell>
+                            <TableCell>
+                              <div className="flex items-center gap-2">
+                                <Tooltip title={tooltipMessage}>
+                                  <Icon
+                                    icon={PencilAltIcon}
+                                    size="sm"
+                                    onClick={() => {
+                                      if (canEdit) {
+                                        setSelectedEditCallback(callback);
+                                        setShowEditCallback(true);
+                                      }
+                                    }}
+                                    className={canEdit ? "cursor-pointer" : "opacity-40 cursor-not-allowed"}
+                                  />
+                                </Tooltip>
+                                <Tooltip title={tooltipMessage}>
+                                  <Icon
+                                    icon={TrashIcon}
+                                    size="sm"
+                                    onClick={() => {
+                                      if (canEdit) {
+                                        handleDeleteCallback(callback.name);
+                                      }
+                                    }}
+                                    className={
+                                      canEdit
+                                        ? "text-red-500 hover:text-red-700 cursor-pointer"
+                                        : "text-red-300 opacity-40 cursor-not-allowed"
+                                    }
+                                  />
+                                </Tooltip>
+                                <Button
+                                  onClick={async () => {
+                                    try {
+                                      await serviceHealthCheck(accessToken, callback.name);
+                                      NotificationsManager.success("Health check triggered");
+                                    } catch (error) {
+                                      NotificationsManager.fromBackend(parseErrorMessage(error));
+                                    }
+                                  }}
+                                  variant="secondary"
+                                  size="xs"
+                                >
+                                  Test Callback
+                                </Button>
+                              </div>
+                            </TableCell>
+                          </TableRow>
+                        );
+                      })}
                     </TableBody>
                   </Table>
                 </Card>
@@ -594,124 +633,109 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
           wrapperCol={{ span: 16 }}
           labelAlign="left"
         >
-            <FormItem
-              label="Callback"
-              name="callback"
-              rules={[{ required: true, message: "Please select a callback" }]}
+          <FormItem label="Callback" name="callback" rules={[{ required: true, message: "Please select a callback" }]}>
+            <Select
+              placeholder="Choose a logging callback..."
+              size="large"
+              className="w-full"
+              showSearch
+              filterOption={(input, option) =>
+                (option?.children?.toString() ?? "").toLowerCase().includes(input.toLowerCase())
+              }
+              onChange={(value) => {
+                handleSelectedCallbackChange(value);
+              }}
             >
-              <Select
-                placeholder="Choose a logging callback..."
-                size="large"
-                className="w-full"
-                showSearch
-                filterOption={(input, option) =>
-                  (option?.children?.toString() ?? "")
-                    .toLowerCase()
-                    .includes(input.toLowerCase())
-                }
-                onChange={(value) => {
-                  handleSelectedCallbackChange(value);
-                }}
-              >
-                                {CALLBACK_CONFIGS.map((callbackConfig) => (
-                  <SelectItem
-                    key={callbackConfig.id}
-                    value={callbackConfig.id}
-                  >
-                    <div className="flex items-center space-x-3 py-1">
-                      <div className="w-6 h-6 flex items-center justify-center">
-                        {/* eslint-disable-next-line @next/next/no-img-element */}
-                        <img
-                          src={callbackConfig.logo}
-                          alt={`${callbackConfig.displayName} logo`}
-                          className="w-6 h-6 rounded object-contain"
-                          onError={(e) => {
-                            e.currentTarget.style.display = 'none';
-                          }}
-                        />
-                      </div>
-                      <span className="font-medium text-gray-900">
-                        {callbackConfig.displayName}
-                      </span>
+              {CALLBACK_CONFIGS.map((callbackConfig) => (
+                <SelectItem key={callbackConfig.id} value={callbackConfig.id}>
+                  <div className="flex items-center space-x-3 py-1">
+                    <div className="w-6 h-6 flex items-center justify-center">
+                      {/* eslint-disable-next-line @next/next/no-img-element */}
+                      <img
+                        src={callbackConfig.logo}
+                        alt={`${callbackConfig.displayName} logo`}
+                        className="w-6 h-6 rounded object-contain"
+                        onError={(e) => {
+                          e.currentTarget.style.display = "none";
+                        }}
+                      />
                     </div>
-                  </SelectItem>
-                ))}
-              </Select>
-            </FormItem>
+                    <span className="font-medium text-gray-900">{callbackConfig.displayName}</span>
+                  </div>
+                </SelectItem>
+              ))}
+            </Select>
+          </FormItem>
 
-            {selectedCallbackParams && selectedCallbackParams.length > 0 && (
-              <div className="space-y-4 mt-6 p-4 bg-gray-50 rounded-lg border">
-                {selectedCallbackParams.map((param) => {
-                  // Get the callback configuration to look up parameter types
-                  const callbackConfig = getCallbackById(selectedCallback || '');
-                  const paramType = callbackConfig?.dynamic_params[param] || "text";
-                  
-                  const fieldLabel = param.replace(/_/g, " ").replace(/\b\w/g, l => l.toUpperCase());
-                  
-                  return (
-                    <FormItem
-                      label={
-                        <span className="text-sm font-medium text-gray-700">
-                          {fieldLabel}
-                          <span className="text-red-500 ml-1">*</span>
-                        </span>
-                      }
-                      name={param}
-                      key={param}
-                      className="mb-4"
-                      rules={[
-                        {
-                          required: true,
-                          message: `Please enter the ${fieldLabel.toLowerCase()}`,
-                        },
-                      ]}
-                    >
-                      {paramType === "password" ? (
-                        <Input.Password 
-                          size="large"
-                          placeholder={`Enter your ${fieldLabel.toLowerCase()}`}
-                          className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
-                        />
-                      ) : paramType === "number" ? (
-                        <Input 
-                          type="number" 
-                          size="large"
-                          placeholder={`Enter ${fieldLabel.toLowerCase()}`}
-                          className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
-                          min={0}
-                          max={1}
-                          step={0.1}
-                        />
-                      ) : (
-                        <Input 
-                          size="large"
-                          placeholder={`Enter your ${fieldLabel.toLowerCase()}`}
-                          className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
-                        />
-                      )}
-                    </FormItem>
-                  );
-                })}
-              </div>
-            )}
+          {selectedCallbackParams && selectedCallbackParams.length > 0 && (
+            <div className="space-y-4 mt-6 p-4 bg-gray-50 rounded-lg border">
+              {selectedCallbackParams.map((param) => {
+                // Get the callback configuration to look up parameter types
+                const callbackConfig = getCallbackById(selectedCallback || "");
+                const paramType = callbackConfig?.dynamic_params[param] || "text";
 
-            <div className="flex justify-end space-x-3 pt-6 mt-6 border-t border-gray-200">
-              <Button
-                onClick={() => {
-                  setShowAddCallbacksModal(false);
-                  setSelectedCallback(null);
-                  setSelectedCallbackParams([]);
-                  addForm.resetFields();
-                }}
-              >
-                Cancel
-              </Button>
-              <Button2
-                htmlType="submit"
-              >
-                Add Callback
-              </Button2>
+                const fieldLabel = param.replace(/_/g, " ").replace(/\b\w/g, (l) => l.toUpperCase());
+
+                return (
+                  <FormItem
+                    label={
+                      <span className="text-sm font-medium text-gray-700">
+                        {fieldLabel}
+                        <span className="text-red-500 ml-1">*</span>
+                      </span>
+                    }
+                    name={param}
+                    key={param}
+                    className="mb-4"
+                    rules={[
+                      {
+                        required: true,
+                        message: `Please enter the ${fieldLabel.toLowerCase()}`,
+                      },
+                    ]}
+                  >
+                    {paramType === "password" ? (
+                      <Input.Password
+                        size="large"
+                        placeholder={`Enter your ${fieldLabel.toLowerCase()}`}
+                        className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
+                      />
+                    ) : paramType === "number" ? (
+                      <Input
+                        type="number"
+                        size="large"
+                        placeholder={`Enter ${fieldLabel.toLowerCase()}`}
+                        className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
+                        min={0}
+                        max={1}
+                        step={0.1}
+                      />
+                    ) : (
+                      <Input
+                        size="large"
+                        placeholder={`Enter your ${fieldLabel.toLowerCase()}`}
+                        className="w-full rounded-md border-gray-300 shadow-sm focus:border-blue-500 focus:ring-blue-500"
+                      />
+                    )}
+                  </FormItem>
+                );
+              })}
             </div>
+          )}
+
+          <div className="flex justify-end space-x-3 pt-6 mt-6 border-t border-gray-200">
+            <Button
+              onClick={() => {
+                setShowAddCallbacksModal(false);
+                setSelectedCallback(null);
+                setSelectedCallbackParams([]);
+                addForm.resetFields();
+              }}
+            >
+              Cancel
+            </Button>
+            <Button2 htmlType="submit">Add Callback</Button2>
+          </div>
         </Form>
       </Modal>
 

From 0af3a51a974130009027355baa51b16750741d8b Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 6 Nov 2025 12:48:04 -0800
Subject: [PATCH 002/178] Fix tests

---
 ui/litellm-dashboard/src/components/settings.test.tsx | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/settings.test.tsx b/ui/litellm-dashboard/src/components/settings.test.tsx
index 72a265eadd9..20dadf9d2a5 100644
--- a/ui/litellm-dashboard/src/components/settings.test.tsx
+++ b/ui/litellm-dashboard/src/components/settings.test.tsx
@@ -54,6 +54,10 @@ const mockCallbacksData = {
 
 describe("Settings", () => {
   it("should render the settings page", () => {
+    vi.spyOn(networking, "alertingSettingsCall").mockResolvedValue([]);
+    vi.spyOn(networking, "getEmailEventSettings").mockResolvedValue({ settings: [] });
+    vi.spyOn(networking, "getCallbacksCall").mockResolvedValue(mockCallbacksData);
+
     render(<Settings accessToken="test-token" userRole="admin" userID="test-user" premiumUser={false} />);
   });
 });
@@ -61,6 +65,8 @@ describe("Settings", () => {
 describe("Logging Callbacks Section", () => {
   beforeEach(() => {
     vi.clearAllMocks();
+    vi.spyOn(networking, "alertingSettingsCall").mockResolvedValue([]);
+    vi.spyOn(networking, "getEmailEventSettings").mockResolvedValue({ settings: [] });
   });
 
   it("should display the list of active callbacks", async () => {

From 3a96c700b4173aca63a90283ecfce57bfc636f9d Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 7 Nov 2025 15:02:41 -0800
Subject: [PATCH 003/178] Adjusted based on comments

---
 litellm/integrations/custom_logger.py         | 38 +++++++++++++++++++
 litellm/proxy/_types.py                       |  8 ++++
 litellm/proxy/proxy_server.py                 | 37 +++---------------
 tests/local_testing/test_custom_logger.py     | 18 +++++++++
 .../src/components/settings.tsx               | 19 +++++++---
 5 files changed, 82 insertions(+), 38 deletions(-)

diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index fd8ab2bad9d..2a08408f7de 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -81,6 +81,44 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
         self.turn_off_message_logging = turn_off_message_logging
         pass
 
+    @staticmethod
+    def get_callback_env_vars(callback_name: Optional[str] = None) -> List[str]:
+        """
+        Return the environment variables associated with a given callback
+        name as defined in the proxy callback registry.
+
+        Args:
+            callback_name: The name of the callback to look up.
+
+        Returns:
+            List[str]: A list of required environment variable names.
+        """
+        if callback_name is None:
+            return []
+
+        normalized_name = callback_name.lower()
+
+        alias_map = {
+            "langfuse_otel": "langfuse",
+        }
+        lookup_name = alias_map.get(normalized_name, normalized_name)
+
+        try:
+            from litellm.proxy._types import AllCallbacks
+        except Exception:
+            return []
+
+        callbacks = AllCallbacks()
+        callback_info = getattr(callbacks, lookup_name, None)
+        if callback_info is None:
+            return []
+
+        params = getattr(callback_info, "litellm_callback_params", None)
+        if not params:
+            return []
+
+        return list(params)
+
     def log_pre_api_call(self, model, messages, kwargs):
         pass
 
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index d739727ccab..397bfc9c3b8 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2503,6 +2503,14 @@ class AllCallbacks(LiteLLMPydanticObjectBase):
         ui_callback_name="Lago Billing",
     )
 
+    traceloop: CallbackOnUI = CallbackOnUI(
+        litellm_callback_name="traceloop",
+        litellm_callback_params=[
+            "TRACELoop_API_KEY",
+        ],
+        ui_callback_name="Traceloop",
+    )   
+
 
 class SpendLogsMetadata(TypedDict):
     """
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4a0d39f4518..9a582814a55 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -153,6 +153,7 @@ from litellm.constants import (
 )
 from litellm.exceptions import RejectedRequestError
 from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import (
     _get_parent_otel_span_from_kwargs,
     get_litellm_metadata_from_kwargs,
@@ -9575,35 +9576,7 @@ async def get_config():  # noqa: PLR0915
         # Helper function to process callbacks and get environment variables
         def process_callback(_callback: str, callback_type: str) -> dict:
             """Process a single callback and return its data with environment variables"""
-            if _callback == "langfuse" or _callback == "langfuse_otel":
-                env_vars = [
-                    "LANGFUSE_PUBLIC_KEY",
-                    "LANGFUSE_SECRET_KEY",
-                    "LANGFUSE_HOST",
-                ]
-            elif _callback == "openmeter":
-                env_vars = [
-                    "OPENMETER_API_KEY",
-                ]
-            elif _callback == "braintrust":
-                env_vars = [
-                    "BRAINTRUST_API_KEY",
-                    "BRAINTRUST_API_BASE",
-                ]
-            elif _callback == "traceloop":
-                env_vars = ["TRACELOOP_API_KEY"]
-            elif _callback == "custom_callback_api":
-                env_vars = ["GENERIC_LOGGER_ENDPOINT"]
-            elif _callback == "otel":
-                env_vars = ["OTEL_EXPORTER", "OTEL_ENDPOINT", "OTEL_HEADERS"]
-            elif _callback == "langsmith":
-                env_vars = [
-                    "LANGSMITH_API_KEY",
-                    "LANGSMITH_PROJECT",
-                    "LANGSMITH_DEFAULT_RUN_NAME",
-                ]
-            else:
-                env_vars = []
+            env_vars = CustomLogger.get_callback_env_vars(_callback)
 
             env_vars_dict = {}
             for _var in env_vars:
@@ -9625,7 +9598,7 @@ async def get_config():  # noqa: PLR0915
 
         _success_callbacks = _litellm_settings.get("success_callback", [])
         _failure_callbacks = _litellm_settings.get("failure_callback", [])
-        _generic_callbacks = _litellm_settings.get("callbacks", [])
+        _success_and_failure_callbacks = _litellm_settings.get("callbacks", [])
         
         _data_to_return = []
         """
@@ -9649,8 +9622,8 @@ async def get_config():  # noqa: PLR0915
         for _callback in _failure_callbacks:
             _data_to_return.append(process_callback(_callback, "failure"))
         
-        for _callback in _generic_callbacks:
-            _data_to_return.append(process_callback(_callback, "generic"))
+        for _callback in _success_and_failure_callbacks:
+            _data_to_return.append(process_callback(_callback, "success_and_failure"))
 
         # Check if slack alerting is on
         _alerting = _general_settings.get("alerting", [])
diff --git a/tests/local_testing/test_custom_logger.py b/tests/local_testing/test_custom_logger.py
index 00e7c2d5aa1..f3dc6a0a7a4 100644
--- a/tests/local_testing/test_custom_logger.py
+++ b/tests/local_testing/test_custom_logger.py
@@ -103,6 +103,24 @@ class TmpFunction:
         )
 
 
+def test_get_callback_env_vars():
+    env_vars = CustomLogger.get_callback_env_vars("langfuse")
+    assert env_vars == [
+        "LANGFUSE_PUBLIC_KEY",
+        "LANGFUSE_SECRET_KEY",
+        "LANGFUSE_HOST",
+    ]
+
+    alias_env_vars = CustomLogger.get_callback_env_vars("langfuse_otel")
+    assert alias_env_vars == env_vars
+
+    missing_env_vars = CustomLogger.get_callback_env_vars("does_not_exist")
+    assert missing_env_vars == []
+
+    none_env_vars = CustomLogger.get_callback_env_vars(None)
+    assert none_env_vars == []
+
+
 @pytest.mark.asyncio
 async def test_async_chat_openai_stream():
     try:
diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index a275214918c..e8ac54e99dd 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -58,7 +58,7 @@ interface AlertingVariables {
 
 interface AlertingObject {
   name: string;
-  type?: "success" | "failure" | "generic";
+  type?: "success" | "failure" | "success_and_failure";
   variables: AlertingVariables;
 }
 
@@ -430,17 +430,24 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
                         const tooltipMessage =
                           callback.type === "failure"
                             ? "Modifications and deletion of failure type callbacks are not yet supported in the UI"
-                            : callback.type === "generic"
-                              ? "Modifications and deletion of generic type callbacks are not yet supported in the UI"
+                            : callback.type === "success_and_failure"
+                              ? "Modifications and deletion of success and failure type callbacks are not yet supported in the UI"
                               : "";
 
                         const getBadgeColor = (type?: string) => {
                           if (type === "success") return "green";
                           if (type === "failure") return "red";
-                          if (type === "generic") return "blue";
+                          if (type === "success_and_failure") return "blue";
                           return "gray";
                         };
 
+                        const getBadgeLabel = (type?: string) => {
+                          if (type === "success") return "Success Only";
+                          if (type === "failure") return "Failure Only";
+                          if (type === "success_and_failure") return "Success & Failure";
+                          return "Unknown";
+                        };
+
                         return (
                           <TableRow key={index}>
                             <TableCell>
@@ -448,9 +455,9 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
                             </TableCell>
                             <TableCell>
                               {callback.type ? (
-                                <Badge color={getBadgeColor(callback.type)}>{callback.type}</Badge>
+                                <Badge color={getBadgeColor(callback.type)}>{getBadgeLabel(callback.type)}</Badge>
                               ) : (
-                                <Badge color="gray">success</Badge>
+                                <Badge color="gray">Unknown</Badge>
                               )}
                             </TableCell>
                             <TableCell>

From 9be008a54b22d41d4f6727c10afe9335a6c7827a Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 8 Nov 2025 14:50:53 -0800
Subject: [PATCH 004/178] Fixed typo

---
 litellm/proxy/_types.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 397bfc9c3b8..17be7c18aab 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2506,7 +2506,7 @@ class AllCallbacks(LiteLLMPydanticObjectBase):
     traceloop: CallbackOnUI = CallbackOnUI(
         litellm_callback_name="traceloop",
         litellm_callback_params=[
-            "TRACELoop_API_KEY",
+            "TRACELOOP_API_KEY",
         ],
         ui_callback_name="Traceloop",
     )   

From 67bca6dde4aaacda4c2acadab0bb5f61aaaeaa10 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 8 Nov 2025 15:00:58 -0800
Subject: [PATCH 005/178] Fix linting

---
 litellm/proxy/proxy_server.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 9a582814a55..4acd2639d8f 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -9578,7 +9578,7 @@ async def get_config():  # noqa: PLR0915
             """Process a single callback and return its data with environment variables"""
             env_vars = CustomLogger.get_callback_env_vars(_callback)
 
-            env_vars_dict = {}
+            env_vars_dict: dict[str, str | None] = {}
             for _var in env_vars:
                 env_variable = environment_variables.get(_var, None)
                 if env_variable is None:

From 7833b3fdb4ed3d52dbf37d8f8c9c8923b6fd6386 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Mon, 10 Nov 2025 17:28:13 -0800
Subject: [PATCH 006/178] Addressing comments

---
 litellm/proxy/common_utils/callback_utils.py  | 26 ++++++++++
 litellm/proxy/proxy_server.py                 | 30 ++----------
 tests/proxy_unit_tests/test_proxy_server.py   | 26 +++++-----
 .../proxy/common_utils/test_callback_utils.py | 47 +++++++++++++++++++
 4 files changed, 90 insertions(+), 39 deletions(-)

diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py
index fb7ada8ab10..eb312612779 100644
--- a/litellm/proxy/common_utils/callback_utils.py
+++ b/litellm/proxy/common_utils/callback_utils.py
@@ -3,8 +3,12 @@ from typing import Any, Dict, List, Literal, Optional
 import litellm
 from litellm import get_secret
 from litellm._logging import verbose_proxy_logger
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.proxy._types import CommonProxyErrors, LiteLLMPromptInjectionParams
 from litellm.proxy.types_utils.utils import get_instance_fn
+from litellm.proxy.common_utils.encrypt_decrypt_utils import (
+    decrypt_value_helper,
+)
 
 blue_color_code = "\033[94m"
 reset_color_code = "\033[0m"
@@ -382,3 +386,25 @@ def get_metadata_variable_name_from_kwargs(
         - LiteLLM is now moving to using `litellm_metadata` for our metadata
         """
         return "litellm_metadata" if "litellm_metadata" in kwargs else "metadata"
+
+def process_callback(_callback: str, callback_type: str, environment_variables: dict) -> dict:
+    """Process a single callback and return its data with environment variables"""
+    env_vars = CustomLogger.get_callback_env_vars(_callback)
+
+    env_vars_dict: dict[str, str | None] = {}
+    for _var in env_vars:
+        env_variable = environment_variables.get(_var, None)
+        if env_variable is None:
+            env_vars_dict[_var] = None
+        else:
+            # decode + decrypt the value
+            decrypted_value = decrypt_value_helper(
+                value=env_variable, key=_var
+            )
+            env_vars_dict[_var] = decrypted_value
+
+    return {
+        "name": _callback,
+        "variables": env_vars_dict,
+        "type": callback_type
+    }
\ No newline at end of file
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 090757da4ad..205609a645c 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -47,6 +47,7 @@ from litellm.types.utils import (
     TokenCountResponse,
 )
 from litellm.utils import load_credentials_from_list
+from litellm.proxy.common_utils.callback_utils import process_callback
 
 if TYPE_CHECKING:
     from aiohttp import ClientSession
@@ -9582,29 +9583,6 @@ async def get_config():  # noqa: PLR0915
         _general_settings = config_data.get("general_settings", {})
         environment_variables = config_data.get("environment_variables", {})
 
-        # Helper function to process callbacks and get environment variables
-        def process_callback(_callback: str, callback_type: str) -> dict:
-            """Process a single callback and return its data with environment variables"""
-            env_vars = CustomLogger.get_callback_env_vars(_callback)
-
-            env_vars_dict: dict[str, str | None] = {}
-            for _var in env_vars:
-                env_variable = environment_variables.get(_var, None)
-                if env_variable is None:
-                    env_vars_dict[_var] = None
-                else:
-                    # decode + decrypt the value
-                    decrypted_value = decrypt_value_helper(
-                        value=env_variable, key=_var
-                    )
-                    env_vars_dict[_var] = decrypted_value
-
-            return {
-                "name": _callback,
-                "variables": env_vars_dict,
-                "type": callback_type
-            }
-
         _success_callbacks = _litellm_settings.get("success_callback", [])
         _failure_callbacks = _litellm_settings.get("failure_callback", [])
         _success_and_failure_callbacks = _litellm_settings.get("callbacks", [])
@@ -9626,13 +9604,13 @@ async def get_config():  # noqa: PLR0915
         """
         
         for _callback in _success_callbacks:
-            _data_to_return.append(process_callback(_callback, "success"))
+            _data_to_return.append(process_callback(_callback, "success", environment_variables))
         
         for _callback in _failure_callbacks:
-            _data_to_return.append(process_callback(_callback, "failure"))
+            _data_to_return.append(process_callback(_callback, "failure", environment_variables))
         
         for _callback in _success_and_failure_callbacks:
-            _data_to_return.append(process_callback(_callback, "success_and_failure"))
+            _data_to_return.append(process_callback(_callback, "success_and_failure", environment_variables))
 
         # Check if slack alerting is on
         _alerting = _general_settings.get("alerting", [])
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index 71b4503ff3c..17a6f8eb9ae 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -2409,7 +2409,7 @@ async def test_get_config_callbacks_with_all_types(client_no_auth):
     Test that /get/config/callbacks returns all three callback types:
     - success_callback with type="success"
     - failure_callback with type="failure"  
-    - callbacks (generic) with type="generic"
+    - callbacks (success_and_failure) with type="success_and_failure"
     """
     from litellm.proxy.proxy_server import ProxyConfig
     
@@ -2437,7 +2437,7 @@ async def test_get_config_callbacks_with_all_types(client_no_auth):
     with patch.object(
         proxy_config, "get_config", new=AsyncMock(return_value=mock_config_data)
     ), patch(
-        "litellm.proxy.proxy_server.decrypt_value_helper",
+        "litellm.proxy.common_utils.callback_utils.decrypt_value_helper",
         side_effect=lambda value, key=None: value
     ):
         response = client_no_auth.get("/get/config/callbacks")
@@ -2452,20 +2452,20 @@ async def test_get_config_callbacks_with_all_types(client_no_auth):
         
         callbacks = result["callbacks"]
         
-        # Verify we have all 5 callbacks (2 success + 1 failure + 2 generic)
+        # Verify we have all 5 callbacks (2 success + 1 failure + 2 success_and_failure)
         assert len(callbacks) == 5
         
         # Group callbacks by type
         success_callbacks = [cb for cb in callbacks if cb.get("type") == "success"]
         failure_callbacks = [cb for cb in callbacks if cb.get("type") == "failure"]
-        generic_callbacks = [cb for cb in callbacks if cb.get("type") == "generic"]
+        success_and_failure_callbacks = [cb for cb in callbacks if cb.get("type") == "success_and_failure"]
         
         # Verify all callbacks have required fields
         for callback in callbacks:
             assert "name" in callback
             assert "variables" in callback
             assert "type" in callback
-            assert callback["type"] in ["success", "failure", "generic"]
+            assert callback["type"] in ["success", "failure", "success_and_failure"]
         
         # Verify success callbacks
         assert len(success_callbacks) == 2
@@ -2477,11 +2477,11 @@ async def test_get_config_callbacks_with_all_types(client_no_auth):
         assert len(failure_callbacks) == 1
         assert failure_callbacks[0]["name"] == "sentry"
         
-        # Verify generic callbacks
-        assert len(generic_callbacks) == 2
-        generic_names = [cb["name"] for cb in generic_callbacks]
-        assert "otel" in generic_names
-        assert "langsmith" in generic_names
+        # Verify success_and_failure callbacks
+        assert len(success_and_failure_callbacks) == 2
+        success_and_failure_names = [cb["name"] for cb in success_and_failure_callbacks]
+        assert "otel" in success_and_failure_names
+        assert "langsmith" in success_and_failure_names
 
 
 @pytest.mark.asyncio
@@ -2521,7 +2521,7 @@ async def test_get_config_callbacks_environment_variables(client_no_auth):
     with patch.object(
         proxy_config, "get_config", new=AsyncMock(return_value=mock_config_data)
     ), patch(
-        "litellm.proxy.proxy_server.decrypt_value_helper",
+        "litellm.proxy.common_utils.callback_utils.decrypt_value_helper",
         side_effect=mock_decrypt
     ):
         response = client_no_auth.get("/get/config/callbacks")
@@ -2548,12 +2548,12 @@ async def test_get_config_callbacks_environment_variables(client_no_auth):
         assert "LANGFUSE_HOST" in langfuse_vars
         assert langfuse_vars["LANGFUSE_HOST"] == "https://cloud.langfuse.com"
         
-        # Find otel callback (generic type)
+        # Find otel callback (success_and_failure type)
         otel_callback = next(
             (cb for cb in callbacks if cb["name"] == "otel"), None
         )
         assert otel_callback is not None
-        assert otel_callback["type"] == "generic"
+        assert otel_callback["type"] == "success_and_failure"
         assert "variables" in otel_callback
         
         # Verify otel env vars are present
diff --git a/tests/test_litellm/proxy/common_utils/test_callback_utils.py b/tests/test_litellm/proxy/common_utils/test_callback_utils.py
index b9ed4b9b508..877f0092182 100644
--- a/tests/test_litellm/proxy/common_utils/test_callback_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_callback_utils.py
@@ -9,6 +9,9 @@ from litellm.proxy.common_utils.callback_utils import (
     get_remaining_tokens_and_requests_from_request_data,
 )
 
+from unittest.mock import patch
+from litellm.proxy.common_utils.callback_utils import process_callback
+
 
 def test_get_remaining_tokens_and_requests_from_request_data():
     model_group = "openrouter/google/gemini-2.0-flash-001"
@@ -27,3 +30,47 @@ def test_get_remaining_tokens_and_requests_from_request_data():
         f"x-litellm-key-remaining-requests-{expected_name}": 100,
         f"x-litellm-key-remaining-tokens-{expected_name}": 200,
     }
+
+
+@patch(
+    "litellm.proxy.common_utils.callback_utils.CustomLogger.get_callback_env_vars",
+    return_value=["API_KEY", "MISSING_VAR"],
+)
+@patch(
+    "litellm.proxy.common_utils.callback_utils.decrypt_value_helper",
+    side_effect=lambda value, key: f"decrypted-{key}",
+)
+def test_process_callback_with_env_vars(mock_decrypt, mock_get_env_vars):
+    environment_variables = {
+        "API_KEY": "ENC_VALUE",
+        "UNUSED": "SHOULD_BE_IGNORED",
+    }
+
+    result = process_callback(
+        _callback="my_callback",
+        callback_type="input",
+        environment_variables=environment_variables,
+    )
+
+    assert result["name"] == "my_callback"
+    assert result["type"] == "input"
+    assert result["variables"] == {
+        "API_KEY": "decrypted-API_KEY",
+        "MISSING_VAR": None,
+    }
+
+
+@patch(
+    "litellm.proxy.common_utils.callback_utils.CustomLogger.get_callback_env_vars",
+    return_value=[],
+)
+def test_process_callback_with_no_required_env_vars(mock_get_env_vars):
+    result = process_callback(
+        _callback="another_callback",
+        callback_type="output",
+        environment_variables={"SHOULD_NOT_BE_USED": "VALUE"},
+    )
+
+    assert result["name"] == "another_callback"
+    assert result["type"] == "output"
+    assert result["variables"] == {}

From e49f21c918efd6ee8d54800981d767e417081994 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Wed, 26 Nov 2025 18:57:57 +0530
Subject: [PATCH 007/178] Make sure that media resolution is only for gemini 3
 model

---
 .../llms/vertex_ai/gemini/transformation.py   | 18 ++++---
 ...test_vertex_and_google_ai_studio_gemini.py | 47 +++++++++++++++++--
 2 files changed, 56 insertions(+), 9 deletions(-)

diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index e4fcd35b954..04fde04f2c1 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -28,7 +28,6 @@ from litellm.types.files import (
     get_file_type_from_extension,
     is_gemini_1_5_accepted_file_type,
 )
-from litellm.types.utils import LlmProviders
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionAssistantMessage,
@@ -48,7 +47,7 @@ from litellm.types.llms.vertex_ai import (
     ToolConfig,
     Tools,
 )
-from litellm.types.utils import GenericImageParsingChunk
+from litellm.types.utils import GenericImageParsingChunk, LlmProviders
 
 from ..common_utils import (
     _check_text_in_content,
@@ -82,6 +81,7 @@ def _process_gemini_image(
     image_url: str, 
     format: Optional[str] = None,
     media_resolution: Optional[Literal["low", "medium", "high"]] = None,
+    model: Optional[str] = None,
 ) -> PartType:
     """
     Given an image URL, return the appropriate PartType for Gemini
@@ -118,16 +118,19 @@ def _process_gemini_image(
             # https links for unsupported mime types and base64 images
             image = convert_to_anthropic_image_obj(image_url, format=format)
             _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]}
-            if media_resolution is not None:
-                _blob["media_resolution"] = media_resolution
+            # media_resolution on individual Part objects is exclusive to Gemini 3 models
+            if media_resolution is not None and model is not None:
+                from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
+                if VertexGeminiConfig._is_gemini_3_or_newer(model):
+                    _blob["media_resolution"] = media_resolution
             
             # Convert snake_case keys to camelCase for JSON serialization
             # The TypedDict uses snake_case, but the API expects camelCase
             _blob_dict = dict(_blob)
             if "media_resolution" in _blob_dict:
-                _blob_dict["mediaResolution"] = _blob_dict.pop("media_resolution")
+                _blob_dict["media_resolution"] = _blob_dict.pop("media_resolution")
             if "mime_type" in _blob_dict:
-                _blob_dict["mimeType"] = _blob_dict.pop("mime_type")
+                _blob_dict["mime_type"] = _blob_dict.pop("mime_type")
             
             return PartType(inline_data=cast(BlobType, _blob_dict))
         raise Exception("Invalid image received - {}".format(image_url))
@@ -247,6 +250,7 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                                 image_url=image_url, 
                                 format=format,
                                 media_resolution=media_resolution,
+                                model=model,
                             )
                             _parts.append(_part)
                         elif element["type"] == "input_audio":
@@ -271,6 +275,7 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                                 _part = _process_gemini_image(
                                     image_url=openai_image_str,
                                     format=audio_format_modified,
+                                    model=model,
                                 )
                                 _parts.append(_part)
                         elif element["type"] == "file":
@@ -287,6 +292,7 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                                 _part = _process_gemini_image(
                                     image_url=passed_file, 
                                     format=format,
+                                    model=model,
                                 )
                                 _parts.append(_part)
                             except Exception:
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 2b305dbade1..6bd0fb52f1d 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -1795,7 +1795,9 @@ def test_media_resolution_from_detail_parameter():
         }
     ]
 
-    contents = _gemini_convert_messages_with_history(messages=messages)
+    contents = _gemini_convert_messages_with_history(
+        messages=messages, model="gemini-3-pro-preview"
+    )
     
     # Verify media_resolution is set in the inline_data
     # Note: Gemini adds a blank text part when there's no text, so we expect 2 parts
@@ -1837,7 +1839,9 @@ def test_media_resolution_low_detail():
         }
     ]
 
-    contents = _gemini_convert_messages_with_history(messages=messages)
+    contents = _gemini_convert_messages_with_history(
+        messages=messages, model="gemini-3-pro-preview"
+    )
     
     # Find the part with inline_data
     image_part = None
@@ -1951,7 +1955,9 @@ def test_media_resolution_per_part():
         }
     ]
 
-    contents = _gemini_convert_messages_with_history(messages=messages)
+    contents = _gemini_convert_messages_with_history(
+        messages=messages, model="gemini-3-pro-preview"
+    )
     
     # Should have one content with multiple parts
     assert len(contents) == 1
@@ -1968,6 +1974,41 @@ def test_media_resolution_per_part():
     assert image2_part["inline_data"]["mediaResolution"] == "high"
 
 
+def test_media_resolution_only_for_gemini_3_models():
+    """Ensure mediaResolution is not added for non-Gemini 3 models."""
+    from litellm.llms.vertex_ai.gemini.transformation import (
+        _gemini_convert_messages_with_history,
+    )
+
+    base64_image = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+M9QDwADhgGAWjR9awAAAABJRU5ErkJggg=="
+    messages = [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "image_url",
+                    "image_url": {
+                        "url": base64_image,
+                        "detail": "high",
+                    },
+                }
+            ],
+        }
+    ]
+
+    contents = _gemini_convert_messages_with_history(
+        messages=messages, model="gemini-2.5-pro"
+    )
+    image_part = None
+    for part in contents[0]["parts"]:
+        if "inline_data" in part:
+            image_part = part
+            break
+    assert image_part is not None
+    assert "inline_data" in image_part
+    assert "mediaResolution" not in image_part["inline_data"]
+
+
 def test_gemini_3_image_models_no_thinking_config():
     """
     Test that Gemini 3 image models do NOT receive automatic thinkingConfig.

From 9a85ffceffa528b561170f804435359fdb02b4ce Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Wed, 26 Nov 2025 21:45:50 +0530
Subject: [PATCH 008/178] Fix tests related to mediaResolution

---
 tests/llm_translation/test_prompt_factory.py  |  4 ++--
 ...test_vertex_and_google_ai_studio_gemini.py | 20 +++++++++----------
 .../llms/vertex_ai/test_vertex.py             |  2 +-
 3 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tests/llm_translation/test_prompt_factory.py b/tests/llm_translation/test_prompt_factory.py
index 1ed1e327ec2..abd8ae52157 100644
--- a/tests/llm_translation/test_prompt_factory.py
+++ b/tests/llm_translation/test_prompt_factory.py
@@ -567,7 +567,7 @@ def test_vertex_only_image_user_message():
         },
     ]
 
-    response = _gemini_convert_messages_with_history(messages=messages)
+    response = _gemini_convert_messages_with_history(messages=messages, model="gemini-1.5-pro")
 
     expected_response = [
         {
@@ -576,7 +576,7 @@ def test_vertex_only_image_user_message():
                 {
                     "inline_data": {
                         "data": "/9j/2wCEAAgGBgcGBQ",
-                        "mimeType": "image/jpeg",
+                        "mime_type": "image/jpeg",
                     }
                 },
                 {"text": " "},
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 6bd0fb52f1d..92be385c04f 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -1811,9 +1811,9 @@ def test_media_resolution_from_detail_parameter():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    # The TypedDict uses snake_case internally, but mediaResolution is camelCase in the dict
-    assert "mediaResolution" in image_part["inline_data"]
-    assert image_part["inline_data"]["mediaResolution"] == "high"
+    # The TypedDict uses snake_case internally, and we keep it as snake_case
+    assert "media_resolution" in image_part["inline_data"]
+    assert image_part["inline_data"]["media_resolution"] == "high"
 
 
 def test_media_resolution_low_detail():
@@ -1851,7 +1851,7 @@ def test_media_resolution_low_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    assert image_part["inline_data"]["mediaResolution"] == "low"
+    assert image_part["inline_data"]["media_resolution"] == "low"
 
 
 def test_media_resolution_auto_detail():
@@ -1888,8 +1888,8 @@ def test_media_resolution_auto_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    # mediaResolution should not be set for auto
-    assert "mediaResolution" not in image_part["inline_data"] or image_part["inline_data"].get("mediaResolution") is None
+    # media_resolution should not be set for auto
+    assert "media_resolution" not in image_part["inline_data"] or image_part["inline_data"].get("media_resolution") is None
 
     # Test with None
     messages_none = [
@@ -1915,8 +1915,8 @@ def test_media_resolution_auto_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    # mediaResolution should not be set
-    assert "mediaResolution" not in image_part["inline_data"] or image_part["inline_data"].get("mediaResolution") is None
+    # media_resolution should not be set
+    assert "media_resolution" not in image_part["inline_data"] or image_part["inline_data"].get("media_resolution") is None
 
 
 def test_media_resolution_per_part():
@@ -1966,12 +1966,12 @@ def test_media_resolution_per_part():
     # First image should have low resolution (first part is the image)
     image1_part = contents[0]["parts"][0]
     assert "inline_data" in image1_part
-    assert image1_part["inline_data"]["mediaResolution"] == "low"
+    assert image1_part["inline_data"]["media_resolution"] == "low"
     
     # Second image should have high resolution (third part is the second image)
     image2_part = contents[0]["parts"][2]
     assert "inline_data" in image2_part
-    assert image2_part["inline_data"]["mediaResolution"] == "high"
+    assert image2_part["inline_data"]["media_resolution"] == "high"
 
 
 def test_media_resolution_only_for_gemini_3_models():
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex.py b/tests/test_litellm/llms/vertex_ai/test_vertex.py
index 394cd2978bd..39ed09f81be 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex.py
@@ -1241,7 +1241,7 @@ def test_process_gemini_image():
     base64_image = "data:image/jpeg;base64,/9j/4AAQSkZJRg..."
     base64_result = _process_gemini_image(base64_image)
     print("base64_result", base64_result)
-    assert base64_result["inline_data"]["mimeType"] == "image/jpeg"
+    assert base64_result["inline_data"]["mime_type"] == "image/jpeg"
     assert base64_result["inline_data"]["data"] == "/9j/4AAQSkZJRg..."
 
 

From 11079c5b97968bb2eb6be061cb226ea01f311156 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 27 Nov 2025 23:04:45 +0530
Subject: [PATCH 009/178] Update transformation.py

---
 litellm/llms/vertex_ai/gemini/transformation.py | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index 04fde04f2c1..58f6817cbcc 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -124,14 +124,6 @@ def _process_gemini_image(
                 if VertexGeminiConfig._is_gemini_3_or_newer(model):
                     _blob["media_resolution"] = media_resolution
             
-            # Convert snake_case keys to camelCase for JSON serialization
-            # The TypedDict uses snake_case, but the API expects camelCase
-            _blob_dict = dict(_blob)
-            if "media_resolution" in _blob_dict:
-                _blob_dict["media_resolution"] = _blob_dict.pop("media_resolution")
-            if "mime_type" in _blob_dict:
-                _blob_dict["mime_type"] = _blob_dict.pop("mime_type")
-            
             return PartType(inline_data=cast(BlobType, _blob_dict))
         raise Exception("Invalid image received - {}".format(image_url))
     except Exception as e:

From bf1308e86bdcb3e86fb5ef2b976418dabe910c72 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Wed, 29 Oct 2025 06:21:35 +0530
Subject: [PATCH 010/178] Support for Custom Vertex AI Models via PSC Endpoint
 with api_base (#15953)

* Support for Custom Vertex AI Models via PSC Endpoint with api_base

* Add docs related psc

* remove not needed files

* remove print statemnt

* fix mypy errors
---
 docs/my-website/docs/providers/vertex.md      |  47 ++++
 litellm/llms/vertex_ai/batches/handler.py     |   8 +
 litellm/llms/vertex_ai/common_utils.py        |  10 +-
 .../vertex_ai_context_caching.py              |   4 +
 .../vertex_embeddings/transformation.py       |   3 +
 litellm/llms/vertex_ai/vertex_llm_base.py     |  48 +++-
 .../vertex_ai/vertex_model_garden/main.py     |   4 +
 .../test_vertex_ai_psc_endpoint_support.py    | 258 ++++++++++++++++++
 8 files changed, 378 insertions(+), 4 deletions(-)
 create mode 100644 tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py

diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 70babea3814..8e333b69ef7 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1604,6 +1604,53 @@ litellm.vertex_location = "us-central1 # Your Location
 | gemini-2.5-flash-preview-09-2025   | `completion('gemini-2.5-flash-preview-09-2025', messages)`, `completion('vertex_ai/gemini-2.5-flash-preview-09-2025', messages)` |
 | gemini-2.5-flash-lite-preview-09-2025   | `completion('gemini-2.5-flash-lite-preview-09-2025', messages)`, `completion('vertex_ai/gemini-2.5-flash-lite-preview-09-2025', messages)` |
 
+## Private Service Connect (PSC) Endpoints
+
+LiteLLM supports Vertex AI models deployed to Private Service Connect (PSC) endpoints, allowing you to use custom `api_base` URLs for private deployments.
+
+### Usage
+
+```python
+from litellm import completion
+
+# Use PSC endpoint with custom api_base
+response = completion(
+    model="vertex_ai/1234567890",  # Numeric endpoint ID
+    messages=[{"role": "user", "content": "Hello!"}],
+    api_base="http://10.96.32.8",  # Your PSC endpoint
+    vertex_project="my-project-id",
+    vertex_location="us-central1"
+)
+```
+
+**Key Features:**
+- Supports both numeric endpoint IDs and custom model names
+- Works with both completion and embedding endpoints
+- Automatically constructs full PSC URL: `{api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}`
+- Compatible with streaming requests
+
+### Configuration
+
+Add PSC endpoints to your `config.yaml`:
+
+```yaml
+model_list:
+  - model_name: psc-gemini
+    litellm_params:
+      model: vertex_ai/1234567890  # Numeric endpoint ID
+      api_base: "http://10.96.32.8"  # Your PSC endpoint
+      vertex_project: "my-project-id"
+      vertex_location: "us-central1"
+      vertex_credentials: "/path/to/service_account.json"
+  - model_name: psc-embedding
+    litellm_params:
+      model: vertex_ai/text-embedding-004
+      api_base: "http://10.96.32.8"  # Your PSC endpoint
+      vertex_project: "my-project-id"
+      vertex_location: "us-central1"
+      vertex_credentials: "/path/to/service_account.json"
+```
+
 ## Fine-tuned Models
 
 You can call fine-tuned Vertex AI Gemini models through LiteLLM
diff --git a/litellm/llms/vertex_ai/batches/handler.py b/litellm/llms/vertex_ai/batches/handler.py
index 864cc190312..edae91ff9a3 100644
--- a/litellm/llms/vertex_ai/batches/handler.py
+++ b/litellm/llms/vertex_ai/batches/handler.py
@@ -61,6 +61,10 @@ class VertexAIBatchPrediction(VertexLLM):
             stream=None,
             auth_header=None,
             url=default_api_base,
+            model=None,
+            vertex_project=vertex_project or project_id,
+            vertex_location=vertex_location or "us-central1",
+            vertex_api_version="v1",
         )
 
         headers = {
@@ -166,6 +170,10 @@ class VertexAIBatchPrediction(VertexLLM):
             stream=None,
             auth_header=None,
             url=default_api_base,
+            model=None,
+            vertex_project=vertex_project or project_id,
+            vertex_location=vertex_location or "us-central1",
+            vertex_api_version="v1",
         )
 
         headers = {
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index dc6a3170afe..aaee922a3f0 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -60,6 +60,9 @@ def get_vertex_ai_model_route(
 
         >>> get_vertex_ai_model_route("openai/gpt-oss-120b")
         VertexAIModelRoute.MODEL_GARDEN
+        
+        >>> get_vertex_ai_model_route("1234567890", {"api_base": "http://10.96.32.8"})
+        VertexAIModelRoute.GEMINI  # Numeric endpoints with api_base use HTTP path
     """
     from litellm.llms.vertex_ai.vertex_ai_partner_models.main import (
         VertexAIPartnerModels,
@@ -69,7 +72,12 @@ def get_vertex_ai_model_route(
     if litellm_params and litellm_params.get("base_model") is not None:
         if "gemini" in litellm_params["base_model"]:
             return VertexAIModelRoute.GEMINI
-
+    
+    # Check if numeric endpoint ID with custom api_base (PSC endpoint)
+    # Route to GEMINI (HTTP path) to support PSC endpoints properly
+    if model.isdigit() and litellm_params and litellm_params.get("api_base"):
+        return VertexAIModelRoute.GEMINI
+    
     # Check for partner models (llama, mistral, claude, etc.)
     if VertexAIPartnerModels.is_vertex_partner_model(model=model):
         return VertexAIModelRoute.PARTNER_MODELS
diff --git a/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py b/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py
index 26be4d3c2b8..cff1bebceb9 100644
--- a/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py
+++ b/litellm/llms/vertex_ai/context_caching/vertex_ai_context_caching.py
@@ -85,6 +85,10 @@ class ContextCachingEndpoints(VertexBase):
             stream=None,
             auth_header=auth_header,
             url=url,
+            model=None,
+            vertex_project=vertex_project,
+            vertex_location=vertex_location,
+            vertex_api_version="v1beta1" if custom_llm_provider == "vertex_ai_beta" else "v1",
         )
 
     def check_cache(
diff --git a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
index 97af558041d..caaf00e199e 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
@@ -167,6 +167,9 @@ class VertexAITextEmbeddingConfig(BaseModel):
         vertex_request["parameters"] = TextEmbeddingFineTunedParameters(
             **optional_params
         )
+        # Remove 'shared_session' from parameters if present
+        if vertex_request["parameters"] is not None and "shared_session" in vertex_request["parameters"]:
+            del vertex_request["parameters"]["shared_session"]  # type: ignore[typeddict-item]
 
         return vertex_request
 
diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index 9ddbc461a70..a5c44617fab 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -241,6 +241,9 @@ class VertexBase:
             auth_header=None,
             url=default_api_base,
             model=model,
+            vertex_project=vertex_project or project_id,
+            vertex_location=vertex_location or "us-central1",
+            vertex_api_version="v1",  # Partner models typically use v1
         )
         return api_base
 
@@ -289,9 +292,18 @@ class VertexBase:
         auth_header: Optional[str],
         url: str,
         model: Optional[str] = None,
+        vertex_project: Optional[str] = None,
+        vertex_location: Optional[str] = None,
+        vertex_api_version: Optional[Literal["v1", "v1beta1"]] = None,
     ) -> Tuple[Optional[str], str]:
         """
         for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317
+        
+        Handles custom api_base for:
+        1. Gemini (Google AI Studio) - constructs /models/{model}:{endpoint}
+        2. Vertex AI with standard proxies - constructs {api_base}:{endpoint}
+        3. Vertex AI with PSC endpoints - constructs full path structure
+           {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
 
         ## Returns
         - (auth_header, url) - Tuple[Optional[str], str]
@@ -311,8 +323,34 @@ class VertexBase:
                 if gemini_api_key is not None:
                     auth_header = {"x-goog-api-key": gemini_api_key}  # type: ignore[assignment] 
             else:
-                url = "{}:{}".format(api_base, endpoint)
-
+                # For Vertex AI
+                # Check if this is a PSC endpoint or custom deployment
+                # PSC/custom endpoints need the full path structure
+                if vertex_project and vertex_location and model:
+                    # Check if model is numeric (endpoint ID) or if api_base doesn't contain googleapis.com
+                    # These are indicators of PSC/custom endpoints
+                    is_psc_or_custom = (
+                        "googleapis.com" not in api_base.lower() or model.isdigit()
+                    )
+                    
+                    if is_psc_or_custom:
+                        # Construct full PSC/custom endpoint URL
+                        # Format: {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
+                        version = vertex_api_version or "v1"
+                        url = "{}/{}/projects/{}/locations/{}/endpoints/{}:{}".format(
+                            api_base.rstrip("/"),
+                            version,
+                            vertex_project,
+                            vertex_location,
+                            model,
+                            endpoint,
+                        )
+                    else:
+                        # Standard proxy - just append endpoint
+                        url = "{}:{}".format(api_base, endpoint)
+                else:
+                    # Fallback to simple format if we don't have all parameters
+                    url = "{}:{}".format(api_base, endpoint)
             if stream is True:
                 url = url + "?alt=sse"
         return auth_header, url
@@ -339,6 +377,7 @@ class VertexBase:
         Returns
             token, url
         """
+        version: Optional[Literal["v1beta1", "v1"]] = None
         if custom_llm_provider == "gemini":
             url, endpoint = _get_gemini_url(
                 mode=mode,
@@ -354,7 +393,7 @@ class VertexBase:
             )
 
             ### SET RUNTIME ENDPOINT ###
-            version: Literal["v1beta1", "v1"] = (
+            version = (
                 "v1beta1" if should_use_v1beta1_features is True else "v1"
             )
             url, endpoint = _get_vertex_url(
@@ -375,6 +414,9 @@ class VertexBase:
             stream=stream,
             url=url,
             model=model,
+            vertex_project=vertex_project,
+            vertex_location=vertex_location,
+            vertex_api_version=version,
         )
 
     def _handle_reauthentication(
diff --git a/litellm/llms/vertex_ai/vertex_model_garden/main.py b/litellm/llms/vertex_ai/vertex_model_garden/main.py
index 1c57096734b..225e75a5add 100644
--- a/litellm/llms/vertex_ai/vertex_model_garden/main.py
+++ b/litellm/llms/vertex_ai/vertex_model_garden/main.py
@@ -123,6 +123,10 @@ class VertexAIModelGardenModels(VertexBase):
                 stream=stream,
                 auth_header=None,
                 url=default_api_base,
+                model=model,
+                vertex_project=vertex_project or project_id,
+                vertex_location=vertex_location or "us-central1",
+                vertex_api_version="v1beta1",
             )
             model = ""
             return openai_like_chat_completions.completion(
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
new file mode 100644
index 00000000000..46f365094c0
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
@@ -0,0 +1,258 @@
+"""
+Unit tests for Vertex AI Private Service Connect (PSC) endpoint support
+
+Tests that LiteLLM properly constructs URLs when using custom api_base
+for PSC endpoints.
+"""
+
+import pytest
+import sys
+import os
+
+# Add the litellm package to the path
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), "../../../.."))
+
+from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
+
+
+class TestVertexAIPSCEndpointSupport:
+    """Test cases for PSC endpoint URL construction"""
+
+    def test_psc_endpoint_url_construction_basic(self):
+        """Test basic PSC endpoint URL construction for predict endpoint"""
+        vertex_base = VertexBase()
+        psc_api_base = "http://10.96.32.8"
+        endpoint_id = "1234567890"
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header="test-token",
+            url="",  # This will be replaced
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_psc_endpoint_url_construction_with_streaming(self):
+        """Test PSC endpoint URL construction with streaming enabled"""
+        vertex_base = VertexBase()
+        psc_api_base = "http://10.96.32.8"
+        endpoint_id = "1234567890"
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="streamGenerateContent",
+            stream=True,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:streamGenerateContent?alt=sse"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_psc_endpoint_url_construction_v1beta1(self):
+        """Test PSC endpoint URL construction with v1beta1 API version"""
+        vertex_base = VertexBase()
+        psc_api_base = "http://10.96.32.8"
+        endpoint_id = "1234567890"
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1beta1",
+        )
+
+        expected_url = f"{psc_api_base}/v1beta1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_psc_endpoint_url_with_https(self):
+        """Test PSC endpoint URL construction with HTTPS"""
+        vertex_base = VertexBase()
+        psc_api_base = "https://10.96.32.8"
+        endpoint_id = "1234567890"
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_psc_endpoint_with_trailing_slash(self):
+        """Test that trailing slashes in api_base are handled correctly"""
+        vertex_base = VertexBase()
+        psc_api_base = "http://10.96.32.8/"
+        endpoint_id = "1234567890"
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        # rstrip('/') should remove the trailing slash
+        expected_url = f"{psc_api_base.rstrip('/')}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_standard_proxy_with_googleapis(self):
+        """Test that standard proxies with googleapis.com in URL use simple format"""
+        vertex_base = VertexBase()
+        proxy_api_base = "https://my-proxy.googleapis.com"
+        endpoint_id = "gemini-pro"  # Not numeric
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=proxy_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="generateContent",
+            stream=False,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        # Should use simple format: api_base:endpoint
+        expected_url = f"{proxy_api_base}:generateContent"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_custom_proxy_with_numeric_model(self):
+        """Test that numeric model IDs trigger PSC-style URL construction"""
+        vertex_base = VertexBase()
+        proxy_api_base = "https://my-custom-proxy.example.com"
+        endpoint_id = "9876543210"  # Numeric endpoint ID
+        project_id = "test-project"
+        location = "us-central1"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=proxy_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header="test-token",
+            url="",
+            model=endpoint_id,
+            vertex_project=project_id,
+            vertex_location=location,
+            vertex_api_version="v1",
+        )
+
+        # Numeric model should trigger full path construction
+        expected_url = f"{proxy_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
+        assert (
+            url == expected_url
+        ), f"Expected {expected_url}, but got {url}"
+
+    def test_no_api_base_returns_original_url(self):
+        """Test that when api_base is None, the original URL is returned"""
+        vertex_base = VertexBase()
+        original_url = "https://us-central1-aiplatform.googleapis.com/v1/projects/test/locations/us-central1/publishers/google/models/gemini-pro:generateContent"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=None,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="generateContent",
+            stream=False,
+            auth_header="test-token",
+            url=original_url,
+            model="gemini-pro",
+            vertex_project="test-project",
+            vertex_location="us-central1",
+            vertex_api_version="v1",
+        )
+
+        # When api_base is None, original URL should be returned unchanged
+        assert url == original_url, f"Expected {original_url}, but got {url}"
+
+    def test_auth_header_preserved(self):
+        """Test that auth_header is properly preserved"""
+        vertex_base = VertexBase()
+        psc_api_base = "http://10.96.32.8"
+        test_auth_header = "Bearer test-token-12345"
+
+        auth_header, url = vertex_base._check_custom_proxy(
+            api_base=psc_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=False,
+            auth_header=test_auth_header,
+            url="",
+            model="1234567890",
+            vertex_project="test-project",
+            vertex_location="us-central1",
+            vertex_api_version="v1",
+        )
+
+        assert (
+            auth_header == test_auth_header
+        ), f"Auth header should be preserved, got {auth_header}"
+

From 62f2bb0ed0e8e4cd8f4633e2e6ea742d03a2d15a Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:10:35 -0700
Subject: [PATCH 011/178] add TextEmbeddingBGEInput

---
 litellm/llms/vertex_ai/vertex_embeddings/types.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/types.py b/litellm/llms/vertex_ai/vertex_embeddings/types.py
index 7f85ea46f31..fa9794d79a5 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/types.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/types.py
@@ -25,6 +25,12 @@ class TextEmbeddingInput(TypedDict, total=False):
     title: Optional[str]
 
 
+class TextEmbeddingBGEInput(TypedDict, total=False):
+    prompt: str
+    task_type: Optional[TaskType]
+    title: Optional[str]
+
+
 # Fine-tuned models require a different input format
 # Ref: https://console.cloud.google.com/vertex-ai/model-garden?hl=en&project=adroit-crow-413218&pageState=(%22galleryStateKey%22:(%22f%22:(%22g%22:%5B%5D,%22o%22:%5B%5D),%22s%22:%22%22))
 class TextEmbeddingFineTunedInput(TypedDict, total=False):
@@ -44,7 +50,7 @@ class EmbeddingParameters(TypedDict, total=False):
 
 
 class VertexEmbeddingRequest(TypedDict, total=False):
-    instances: Union[List[TextEmbeddingInput], List[TextEmbeddingFineTunedInput]]
+    instances: Union[List[TextEmbeddingInput], List[TextEmbeddingBGEInput], List[TextEmbeddingFineTunedInput]]
     parameters: Optional[Union[EmbeddingParameters, TextEmbeddingFineTunedParameters]]
 
 

From 39e750d3b2c3d68a88ee8de3abbde0aef5ad653f Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:10:45 -0700
Subject: [PATCH 012/178] add VertexBGEConfig

---
 .../llms/vertex_ai/vertex_embeddings/bge.py   | 100 ++++++++++++++++++
 1 file changed, 100 insertions(+)
 create mode 100644 litellm/llms/vertex_ai/vertex_embeddings/bge.py

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/bge.py b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
new file mode 100644
index 00000000000..401f7ebd907
--- /dev/null
+++ b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
@@ -0,0 +1,100 @@
+"""
+Vertex AI BGE (BAAI General Embedding) Configuration
+
+BGE models deployed on Vertex AI require different input format:
+- Use "prompt" instead of "content" as the input field
+"""
+
+from typing import List, Optional, Union
+
+from .types import (
+    EmbeddingParameters,
+    TaskType,
+    TextEmbeddingBGEInput,
+    VertexEmbeddingRequest,
+)
+
+
+class VertexBGEConfig:
+    """
+    Configuration and transformation logic for BGE models on Vertex AI.
+    
+    BGE (BAAI General Embedding) models use a different request format
+    where the input field is named "prompt" instead of "content".
+    """
+
+    @staticmethod
+    def is_bge_model(model: str) -> bool:
+        """
+        Check if the model is a BGE (BAAI General Embedding) model.
+        
+        Args:
+            model: The model name
+            
+        Returns:
+            bool: True if the model is a BGE model
+        """
+        return "bge" in model.lower()
+
+    @staticmethod
+    def transform_request(
+        input: Union[list, str], optional_params: dict, model: str
+    ) -> VertexEmbeddingRequest:
+        """
+        Transforms an OpenAI request to a Vertex BGE embedding request.
+        
+        BGE models use "prompt" instead of "content" as the input field.
+        
+        Args:
+            input: The input text(s) to embed
+            optional_params: Optional parameters for the request
+            model: The model name
+            
+        Returns:
+            VertexEmbeddingRequest: The transformed request
+        """
+        vertex_request: VertexEmbeddingRequest = VertexEmbeddingRequest()
+        vertex_text_embedding_input_list: List[TextEmbeddingBGEInput] = []
+        task_type: Optional[TaskType] = optional_params.get("task_type")
+        title = optional_params.get("title")
+
+        if isinstance(input, str):
+            input = [input]
+
+        for text in input:
+            embedding_input = VertexBGEConfig._create_embedding_input(
+                prompt=text, task_type=task_type, title=title
+            )
+            vertex_text_embedding_input_list.append(embedding_input)
+
+        vertex_request["instances"] = vertex_text_embedding_input_list
+        vertex_request["parameters"] = EmbeddingParameters(**optional_params)
+
+        return vertex_request
+
+    @staticmethod
+    def _create_embedding_input(
+        prompt: str,
+        task_type: Optional[TaskType] = None,
+        title: Optional[str] = None,
+    ) -> TextEmbeddingBGEInput:
+        """
+        Creates a TextEmbeddingBGEInput object for BGE models.
+
+        BGE models use "prompt" instead of "content" as the input field.
+
+        Args:
+            prompt: The prompt to be embedded
+            task_type: The type of task to be performed
+            title: The title of the document to be embedded
+
+        Returns:
+            TextEmbeddingBGEInput: A TextEmbeddingBGEInput object
+        """
+        text_embedding_input = TextEmbeddingBGEInput(prompt=prompt)
+        if task_type is not None:
+            text_embedding_input["task_type"] = task_type
+        if title is not None:
+            text_embedding_input["title"] = title
+        return text_embedding_input
+

From 3293ac8a3d282717b32e1b4aa562caede70151eb Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:11:01 -0700
Subject: [PATCH 013/178] add BGE handling

---
 .../llms/vertex_ai/vertex_embeddings/transformation.py | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
index caaf00e199e..7bbe13e3597 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
@@ -5,6 +5,7 @@ from pydantic import BaseModel
 
 from litellm.types.utils import EmbeddingResponse, Usage
 
+from .bge import VertexBGEConfig
 from .types import *
 
 
@@ -109,6 +110,11 @@ class VertexAITextEmbeddingConfig(BaseModel):
             return self._transform_openai_request_to_fine_tuned_embedding_request(
                 input, optional_params, model
             )
+        
+        if VertexBGEConfig.is_bge_model(model):
+            return VertexBGEConfig.transform_request(
+                input=input, optional_params=optional_params, model=model
+            )
 
         vertex_request: VertexEmbeddingRequest = VertexEmbeddingRequest()
         vertex_text_embedding_input_list: List[TextEmbeddingInput] = []
@@ -186,8 +192,8 @@ class VertexAITextEmbeddingConfig(BaseModel):
 
         Args:
             content (str): The content to be embedded.
-            task_type (Optional[TaskType]): The type of task to be performed".
-            title (Optional[str]): The title of the document to be embedded
+            task_type (Optional[TaskType]): The type of task to be performed.
+            title (Optional[str]): The title of the document to be embedded.
 
         Returns:
             TextEmbeddingInput: A TextEmbeddingInput object.

From f2befcf6572c58d97ef977d496afadc9d3766deb Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:12:29 -0700
Subject: [PATCH 014/178] test_vertex_ai_bge_embedding_with_custom_api_base

---
 .../llms/vertex_ai/test_bge_embedding.py      | 106 ++++++++++++++++++
 1 file changed, 106 insertions(+)
 create mode 100644 tests/test_litellm/llms/vertex_ai/test_bge_embedding.py

diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
new file mode 100644
index 00000000000..d7bd07f53ef
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
@@ -0,0 +1,106 @@
+"""
+Test BGE embeddings with Vertex AI using custom api_base.
+
+This test ensures that BGE embeddings work correctly with Vertex AI
+and that the request body is properly formatted.
+"""
+
+import json
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+sys.path.insert(
+    0, os.path.abspath("../../../..")
+)
+
+import pytest
+
+import litellm
+from litellm.llms.custom_httpx.http_handler import HTTPHandler
+
+
+def test_vertex_ai_bge_embedding_with_custom_api_base():
+    """
+    Test Vertex AI BGE embeddings with custom api_base.
+    
+    This test verifies that when using a BGE model with Vertex AI and
+    a custom api_base, the request is properly formatted and sent to
+    the correct endpoint.
+    """
+    client = HTTPHandler()
+    
+    def mock_auth_token(*args, **kwargs):
+        return "fake-token", "fake-project"
+    
+    with patch.object(client, "post") as mock_post, patch(
+        "litellm.llms.vertex_ai.vertex_embeddings.embedding_handler.VertexEmbedding._ensure_access_token",
+        side_effect=mock_auth_token
+    ):
+        mock_response = MagicMock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = {
+            "predictions": [
+                {
+                    "embeddings": {
+                        "values": [0.1, 0.2, 0.3, 0.4, 0.5],
+                        "statistics": {"token_count": 2}
+                    }
+                },
+                {
+                    "embeddings": {
+                        "values": [0.6, 0.7, 0.8, 0.9, 1.0],
+                        "statistics": {"token_count": 2}
+                    }
+                }
+            ]
+        }
+        mock_post.return_value = mock_response
+        
+        response = litellm.embedding(
+            model="vertex_ai/bge-small-en-v1.5",
+            input=["Hello", "World"],
+            api_base="http://10.96.32.8",
+            client=client
+        )
+        
+        mock_post.assert_called_once()
+        
+        call_args = mock_post.call_args
+        kwargs = call_args.kwargs if hasattr(call_args, 'kwargs') else call_args[1]
+        
+        if "url" in kwargs:
+            api_url_called = kwargs["url"]
+        elif len(call_args[0]) > 0:
+            api_url_called = call_args[0][0]
+        else:
+            api_url_called = "Unknown"
+        
+        # Vertex AI may use 'json' or 'data' parameter
+        if "json" in kwargs:
+            request_data = kwargs["json"]
+        elif "data" in kwargs:
+            request_data = json.loads(kwargs["data"])
+        else:
+            request_data = {}
+        
+        print("\n" + "="*50)
+        print("Mock Request Body Received:")
+        print("="*50)
+        print(json.dumps(request_data, indent=2))
+        print("="*50)
+        print(f"API Base: {api_url_called}")
+        print("="*50 + "\n")
+        
+        assert "instances" in request_data
+        assert len(request_data["instances"]) == 2
+        # BGE models should use "prompt" instead of "content"
+        assert "prompt" in request_data["instances"][0]
+        assert request_data["instances"][0]["prompt"] == "Hello"
+        assert "prompt" in request_data["instances"][1]
+        assert request_data["instances"][1]["prompt"] == "World"
+        
+        assert isinstance(response.data, list)
+        assert len(response.data) == 2
+        assert "embedding" in response.data[0]
+

From c821acd61a1eef41589df3410b8d2d23d9395ab0 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:14:25 -0700
Subject: [PATCH 015/178] fix request transform vertex BGE

---
 .../llms/vertex_ai/vertex_embeddings/bge.py   | 54 ++++++++++++++++++-
 .../vertex_embeddings/transformation.py       |  5 ++
 2 files changed, 57 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/bge.py b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
index 401f7ebd907..1bfa362ee98 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/bge.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
@@ -1,12 +1,15 @@
 """
 Vertex AI BGE (BAAI General Embedding) Configuration
 
-BGE models deployed on Vertex AI require different input format:
-- Use "prompt" instead of "content" as the input field
+BGE models deployed on Vertex AI require different input/output format:
+- Request: Use "prompt" instead of "content" as the input field
+- Response: Embeddings are returned directly as arrays, not wrapped in objects
 """
 
 from typing import List, Optional, Union
 
+from litellm.types.utils import EmbeddingResponse, Usage
+
 from .types import (
     EmbeddingParameters,
     TaskType,
@@ -98,3 +101,50 @@ class VertexBGEConfig:
             text_embedding_input["title"] = title
         return text_embedding_input
 
+    @staticmethod
+    def transform_response(
+        response: dict, model: str, model_response: EmbeddingResponse
+    ) -> EmbeddingResponse:
+        """
+        Transforms a Vertex BGE embedding response to OpenAI format.
+        
+        BGE models return embeddings directly as arrays in predictions:
+        {
+          "predictions": [
+            [0.002, 0.021, ...],
+            [0.003, 0.022, ...]
+          ]
+        }
+        
+        Args:
+            response: The raw response from Vertex AI
+            model: The model name
+            model_response: The EmbeddingResponse object to populate
+            
+        Returns:
+            EmbeddingResponse: The transformed response in OpenAI format
+        """
+        _predictions = response["predictions"]
+
+        embedding_response = []
+        # BGE models don't return token counts, so we estimate or set to 0
+        input_tokens = 0
+
+        for idx, embedding_values in enumerate(_predictions):
+            embedding_response.append(
+                {
+                    "object": "embedding",
+                    "index": idx,
+                    "embedding": embedding_values,
+                }
+            )
+
+        model_response.object = "list"
+        model_response.data = embedding_response
+        model_response.model = model
+        usage = Usage(
+            prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
+        )
+        setattr(model_response, "usage", usage)
+        return model_response
+
diff --git a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
index 7bbe13e3597..77da3ce7c01 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
@@ -215,6 +215,11 @@ class VertexAITextEmbeddingConfig(BaseModel):
             return self._transform_vertex_response_to_openai_for_fine_tuned_models(
                 response, model, model_response
             )
+        
+        if VertexBGEConfig.is_bge_model(model):
+            return VertexBGEConfig.transform_response(
+                response=response, model=model, model_response=model_response
+            )
 
         _predictions = response["predictions"]
 

From 8957770e68489ea0e36fda49cf0f4114753433f4 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:14:34 -0700
Subject: [PATCH 016/178] test_vertex_ai_bge_embedding_with_custom_api_base

---
 .../llms/vertex_ai/test_bge_embedding.py      | 21 +++++++------------
 1 file changed, 8 insertions(+), 13 deletions(-)

diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
index d7bd07f53ef..636df93b026 100644
--- a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
@@ -39,21 +39,16 @@ def test_vertex_ai_bge_embedding_with_custom_api_base():
     ):
         mock_response = MagicMock()
         mock_response.status_code = 200
+        # BGE models return embeddings directly as arrays, not wrapped in objects
         mock_response.json.return_value = {
             "predictions": [
-                {
-                    "embeddings": {
-                        "values": [0.1, 0.2, 0.3, 0.4, 0.5],
-                        "statistics": {"token_count": 2}
-                    }
-                },
-                {
-                    "embeddings": {
-                        "values": [0.6, 0.7, 0.8, 0.9, 1.0],
-                        "statistics": {"token_count": 2}
-                    }
-                }
-            ]
+                [0.1, 0.2, 0.3, 0.4, 0.5],
+                [0.6, 0.7, 0.8, 0.9, 1.0]
+            ],
+            "deployedModelId": "849506872875548672",
+            "model": "projects/1060139831167/locations/us-central1/models/baai_bge-small-en-v1.5",
+            "modelDisplayName": "baai_bge-small-en-v1.5",
+            "modelVersionId": "1"
         }
         mock_post.return_value = mock_response
         

From 0abf450b7e0f768b3295a815fbac25c42b8cca64 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:15:58 -0700
Subject: [PATCH 017/178] tes BGE

---
 .../llms/vertex_ai/vertex_embeddings/bge.py   | 15 +++
 .../test_bge_response_transformation.py       | 93 +++++++++++++++++++
 2 files changed, 108 insertions(+)
 create mode 100644 tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/bge.py b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
index 1bfa362ee98..b8979f55880 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/bge.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
@@ -123,14 +123,29 @@ class VertexBGEConfig:
             
         Returns:
             EmbeddingResponse: The transformed response in OpenAI format
+            
+        Raises:
+            KeyError: If response doesn't contain 'predictions'
+            ValueError: If predictions is not a list or contains invalid data
         """
+        if "predictions" not in response:
+            raise KeyError("Response missing 'predictions' field")
+        
         _predictions = response["predictions"]
+        
+        if not isinstance(_predictions, list):
+            raise ValueError(f"Expected 'predictions' to be a list, got {type(_predictions)}")
 
         embedding_response = []
         # BGE models don't return token counts, so we estimate or set to 0
         input_tokens = 0
 
         for idx, embedding_values in enumerate(_predictions):
+            if not isinstance(embedding_values, list):
+                raise ValueError(
+                    f"Expected embedding at index {idx} to be a list, got {type(embedding_values)}"
+                )
+            
             embedding_response.append(
                 {
                     "object": "embedding",
diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py b/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py
new file mode 100644
index 00000000000..a3f28678229
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py
@@ -0,0 +1,93 @@
+"""
+Test BGE response transformation validation.
+
+This test verifies that the BGE response transformer properly validates
+and handles different response formats.
+"""
+
+import os
+import sys
+
+sys.path.insert(
+    0, os.path.abspath("../../../..")
+)
+
+import pytest
+
+from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
+from litellm.types.utils import EmbeddingResponse
+
+
+def test_bge_response_transformation_success():
+    """
+    Test successful BGE response transformation.
+    
+    Verifies that a valid BGE response is properly transformed
+    to OpenAI format.
+    """
+    response = {
+        "predictions": [
+            [0.1, 0.2, 0.3],
+            [0.4, 0.5, 0.6]
+        ],
+        "deployedModelId": "123456",
+        "model": "projects/test/models/bge-base"
+    }
+    
+    model_response = EmbeddingResponse()
+    result = VertexBGEConfig.transform_response(
+        response=response,
+        model="bge-small-en-v1.5",
+        model_response=model_response
+    )
+    
+    assert result.object == "list"
+    assert len(result.data) == 2
+    assert result.data[0]["embedding"] == [0.1, 0.2, 0.3]
+    assert result.data[1]["embedding"] == [0.4, 0.5, 0.6]
+    assert result.data[0]["index"] == 0
+    assert result.data[1]["index"] == 1
+    assert result.model == "bge-small-en-v1.5"
+
+
+def test_bge_response_missing_predictions():
+    """
+    Test BGE response transformation with missing predictions field.
+    
+    Verifies that a KeyError is raised when the response doesn't
+    contain the required 'predictions' field.
+    """
+    response = {
+        "deployedModelId": "123456",
+        "model": "projects/test/models/bge-base"
+    }
+    
+    model_response = EmbeddingResponse()
+    
+    with pytest.raises(KeyError, match="Response missing 'predictions' field"):
+        VertexBGEConfig.transform_response(
+            response=response,
+            model="bge-small-en-v1.5",
+            model_response=model_response
+        )
+
+
+def test_bge_response_invalid_predictions_type():
+    """
+    Test BGE response transformation with invalid predictions type.
+    
+    Verifies that a ValueError is raised when predictions is not a list.
+    """
+    response = {
+        "predictions": "not-a-list"
+    }
+    
+    model_response = EmbeddingResponse()
+    
+    with pytest.raises(ValueError, match="Expected 'predictions' to be a list"):
+        VertexBGEConfig.transform_response(
+            response=response,
+            model="bge-small-en-v1.5",
+            model_response=model_response
+        )
+

From 58d9531869f9588ca7f473f2edca60b170a65f4a Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:38:48 -0700
Subject: [PATCH 018/178] test_is_bge_model_detection

---
 .../test_bge_response_transformation.py        | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py b/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py
index a3f28678229..20150501adf 100644
--- a/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_response_transformation.py
@@ -18,6 +18,24 @@ from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
 from litellm.types.utils import EmbeddingResponse
 
 
+def test_is_bge_model_detection():
+    """
+    Test BGE model detection for post-provider-split patterns.
+    
+    After main.py splits the provider, model strings are passed without the provider prefix.
+    Model name transformation (bge/ -> numeric ID) is handled in common_utils._get_vertex_url().
+    """
+    # Should detect BGE models (after provider split)
+    assert VertexBGEConfig.is_bge_model("bge-small-en-v1.5") is True
+    assert VertexBGEConfig.is_bge_model("bge/204379420394258432") is True
+    assert VertexBGEConfig.is_bge_model("BGE-large-en-v1.5") is True  # case insensitive
+    
+    # Should not detect non-BGE models
+    assert VertexBGEConfig.is_bge_model("textembedding-gecko") is False
+    assert VertexBGEConfig.is_bge_model("gemma") is False
+    assert VertexBGEConfig.is_bge_model("123456789") is False
+
+
 def test_bge_response_transformation_success():
     """
     Test successful BGE response transformation.

From 88b2cfc789665a0ea174a383ae10576fe7225725 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:41:33 -0700
Subject: [PATCH 019/178] docs cleanup

---
 docs/my-website/docs/providers/vertex.md      | 509 -----------------
 .../docs/providers/vertex_embedding.md        | 511 ++++++++++++++++++
 docs/my-website/sidebars.js                   |   1 +
 3 files changed, 512 insertions(+), 509 deletions(-)
 create mode 100644 docs/my-website/docs/providers/vertex_embedding.md

diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 8e333b69ef7..5df63582446 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -2089,515 +2089,6 @@ curl http://0.0.0.0:4000/v1/chat/completions \
 | code-gecko@latest| `completion('code-gecko@latest', messages)` |
 
 
-## **Embedding Models**
-
-#### Usage - Embedding
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-```python
-import litellm
-from litellm import embedding
-litellm.vertex_project = "hardy-device-38811" # Your Project ID
-litellm.vertex_location = "us-central1"  # proj location
-
-response = embedding(
-    model="vertex_ai/textembedding-gecko",
-    input=["good morning from litellm"],
-)
-print(response)
-```
-</TabItem>
-
-<TabItem value="proxy" label="LiteLLM PROXY">
-
-
-1. Add model to config.yaml
-```yaml
-model_list:
-  - model_name: snowflake-arctic-embed-m-long-1731622468876
-    litellm_params:
-      model: vertex_ai/<your-model-id>
-      vertex_project: "adroit-crow-413218"
-      vertex_location: "us-central1"
-      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
-
-litellm_settings:
-  drop_params: True
-```
-
-2. Start Proxy 
-
-```
-$ litellm --config /path/to/config.yaml
-```
-
-3. Make Request using OpenAI Python SDK, Langchain Python SDK
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-response = client.embeddings.create(
-    model="snowflake-arctic-embed-m-long-1731622468876", 
-    input = ["good morning from litellm", "this is another item"],
-)
-
-print(response)
-```
-
-
-</TabItem>
-</Tabs>
-
-#### Supported Embedding Models
-All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a0249f630a6792d49dffc2c5d9b7/model_prices_and_context_window.json#L835) are supported
-
-| Model Name               | Function Call                                                                                                                                                      |
-|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| text-embedding-004 | `embedding(model="vertex_ai/text-embedding-004", input)` | 
-| text-multilingual-embedding-002 | `embedding(model="vertex_ai/text-multilingual-embedding-002", input)` | 
-| textembedding-gecko | `embedding(model="vertex_ai/textembedding-gecko", input)` | 
-| textembedding-gecko-multilingual | `embedding(model="vertex_ai/textembedding-gecko-multilingual", input)` | 
-| textembedding-gecko-multilingual@001 | `embedding(model="vertex_ai/textembedding-gecko-multilingual@001", input)` | 
-| textembedding-gecko@001 | `embedding(model="vertex_ai/textembedding-gecko@001", input)` | 
-| textembedding-gecko@003 | `embedding(model="vertex_ai/textembedding-gecko@003", input)` | 
-| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` |
-| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` | 
-| Fine-tuned OR Custom Embedding models | `embedding(model="vertex_ai/<your-model-id>", input)` | 
-
-### Supported OpenAI (Unified) Params
-
-| [param](../embedding/supported_embedding.md#input-params-for-litellmembedding) | type | [vertex equivalent](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api) |
-|-------|-------------|--------------------|
-| `input` | **string or List[string]** | `instances` |
-| `dimensions` | **int** | `output_dimensionality` |
-| `input_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** | `task_type` |
-
-#### Usage with OpenAI (Unified) Params
-
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-```python
-response = litellm.embedding(
-    model="vertex_ai/text-embedding-004",
-    input=["good morning from litellm", "gm"]
-    input_type = "RETRIEVAL_DOCUMENT",
-    dimensions=1,
-)
-```
-</TabItem>
-<TabItem value="proxy" label="LiteLLM PROXY">
-
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-response = client.embeddings.create(
-    model="text-embedding-004", 
-    input = ["good morning from litellm", "gm"],
-    dimensions=1,
-    extra_body = {
-        "input_type": "RETRIEVAL_QUERY",
-    }
-)
-
-print(response)
-```
-</TabItem>
-</Tabs>
-
-
-### Supported Vertex Specific Params
-
-| param | type |
-|-------|-------------|
-| `auto_truncate` | **bool** |
-| `task_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** |
-| `title` | **str** |
-
-#### Usage with Vertex Specific Params  (Use `task_type` and `title`)
-
-You can pass any vertex specific params to the embedding model. Just pass them to the embedding function like this: 
-
-[Relevant Vertex AI doc with all embedding params](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api#request_body)
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-```python
-response = litellm.embedding(
-    model="vertex_ai/text-embedding-004",
-    input=["good morning from litellm", "gm"]
-    task_type = "RETRIEVAL_DOCUMENT",
-    title = "test",
-    dimensions=1,
-    auto_truncate=True,
-)
-```
-</TabItem>
-<TabItem value="proxy" label="LiteLLM PROXY">
-
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-response = client.embeddings.create(
-    model="text-embedding-004", 
-    input = ["good morning from litellm", "gm"],
-    dimensions=1,
-    extra_body = {
-        "task_type": "RETRIEVAL_QUERY",
-        "auto_truncate": True,
-        "title": "test",
-    }
-)
-
-print(response)
-```
-</TabItem>
-</Tabs>
-
-## **Multi-Modal Embeddings**
-
-
-Known Limitations:
-- Only supports 1 image / video / image per request
-- Only supports GCS or base64 encoded images / videos
-
-### Usage
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-Using GCS Images
-
-```python
-response = await litellm.aembedding(
-    model="vertex_ai/multimodalembedding@001",
-    input="gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png" # will be sent as a gcs image
-)
-```
-
-Using base 64 encoded images
-
-```python
-response = await litellm.aembedding(
-    model="vertex_ai/multimodalembedding@001",
-    input="data:image/jpeg;base64,..." # will be sent as a base64 encoded image
-)
-```
-
-</TabItem>
-<TabItem value="proxy" label="LiteLLM PROXY (Unified Endpoint)">
-
-1. Add model to config.yaml
-```yaml
-model_list:
-  - model_name: multimodalembedding@001
-    litellm_params:
-      model: vertex_ai/multimodalembedding@001
-      vertex_project: "adroit-crow-413218"
-      vertex_location: "us-central1"
-      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
-
-litellm_settings:
-  drop_params: True
-```
-
-2. Start Proxy 
-
-```
-$ litellm --config /path/to/config.yaml
-```
-
-3. Make Request use OpenAI Python SDK, Langchain Python SDK
-
-
-<Tabs>
-
-<TabItem value="OpenAI SDK" label="OpenAI SDK">
-
-Requests with GCS Image / Video URI
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-# # request sent to model set on litellm proxy, `litellm --model`
-response = client.embeddings.create(
-    model="multimodalembedding@001", 
-    input = "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png",
-)
-
-print(response)
-```
-
-Requests with base64 encoded images
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-# # request sent to model set on litellm proxy, `litellm --model`
-response = client.embeddings.create(
-    model="multimodalembedding@001", 
-    input = "data:image/jpeg;base64,...",
-)
-
-print(response)
-```
-
-</TabItem>
-
-<TabItem value="langchain" label="Langchain">
-
-Requests with GCS Image / Video URI
-```python
-from langchain_openai import OpenAIEmbeddings
-
-embeddings_models = "multimodalembedding@001"
-
-embeddings = OpenAIEmbeddings(
-    model="multimodalembedding@001",
-    base_url="http://0.0.0.0:4000",
-    api_key="sk-1234",  # type: ignore
-)
-
-
-query_result = embeddings.embed_query(
-    "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"
-)
-print(query_result)
-
-```
-
-Requests with base64 encoded images
-
-```python
-from langchain_openai import OpenAIEmbeddings
-
-embeddings_models = "multimodalembedding@001"
-
-embeddings = OpenAIEmbeddings(
-    model="multimodalembedding@001",
-    base_url="http://0.0.0.0:4000",
-    api_key="sk-1234",  # type: ignore
-)
-
-
-query_result = embeddings.embed_query(
-    "data:image/jpeg;base64,..."
-)
-print(query_result)
-
-```
-
-</TabItem>
-
-</Tabs>
-</TabItem>
-
-
-<TabItem value="proxy-vtx" label="LiteLLM PROXY (Vertex SDK)">
-
-1. Add model to config.yaml
-```yaml
-default_vertex_config:
-  vertex_project: "adroit-crow-413218"
-  vertex_location: "us-central1"
-  vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
-```
-
-2. Start Proxy 
-
-```
-$ litellm --config /path/to/config.yaml
-```
-
-3. Make Request use OpenAI Python SDK
-
-```python
-import vertexai
-
-from vertexai.vision_models import Image, MultiModalEmbeddingModel, Video
-from vertexai.vision_models import VideoSegmentConfig
-from google.auth.credentials import Credentials
-
-
-LITELLM_PROXY_API_KEY = "sk-1234"
-LITELLM_PROXY_BASE = "http://0.0.0.0:4000/vertex-ai"
-
-import datetime
-
-class CredentialsWrapper(Credentials):
-    def __init__(self, token=None):
-        super().__init__()
-        self.token = token
-        self.expiry = None  # or set to a future date if needed
-        
-    def refresh(self, request):
-        pass
-    
-    def apply(self, headers, token=None):
-        headers['Authorization'] = f'Bearer {self.token}'
-
-    @property
-    def expired(self):
-        return False  # Always consider the token as non-expired
-
-    @property
-    def valid(self):
-        return True  # Always consider the credentials as valid
-
-credentials = CredentialsWrapper(token=LITELLM_PROXY_API_KEY)
-
-vertexai.init(
-    project="adroit-crow-413218",
-    location="us-central1",
-    api_endpoint=LITELLM_PROXY_BASE,
-    credentials = credentials,
-    api_transport="rest",
-   
-)
-
-model = MultiModalEmbeddingModel.from_pretrained("multimodalembedding")
-image = Image.load_from_file(
-    "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"
-)
-
-embeddings = model.get_embeddings(
-    image=image,
-    contextual_text="Colosseum",
-    dimension=1408,
-)
-print(f"Image Embedding: {embeddings.image_embedding}")
-print(f"Text Embedding: {embeddings.text_embedding}")
-```
-
-</TabItem>
-</Tabs>
-
-
-### Text + Image + Video Embeddings
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-Text + Image 
-
-```python
-response = await litellm.aembedding(
-    model="vertex_ai/multimodalembedding@001",
-    input=["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"] # will be sent as a gcs image
-)
-```
-
-Text + Video 
-
-```python
-response = await litellm.aembedding(
-    model="vertex_ai/multimodalembedding@001",
-    input=["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image
-)
-```
-
-Image + Video 
-
-```python
-response = await litellm.aembedding(
-    model="vertex_ai/multimodalembedding@001",
-    input=["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image
-)
-```
-
-
-</TabItem>
-<TabItem value="proxy" label="LiteLLM PROXY (Unified Endpoint)">
-
-1. Add model to config.yaml
-```yaml
-model_list:
-  - model_name: multimodalembedding@001
-    litellm_params:
-      model: vertex_ai/multimodalembedding@001
-      vertex_project: "adroit-crow-413218"
-      vertex_location: "us-central1"
-      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
-
-litellm_settings:
-  drop_params: True
-```
-
-2. Start Proxy 
-
-```
-$ litellm --config /path/to/config.yaml
-```
-
-3. Make Request use OpenAI Python SDK, Langchain Python SDK
-
-
-Text + Image 
-
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-# # request sent to model set on litellm proxy, `litellm --model`
-response = client.embeddings.create(
-    model="multimodalembedding@001", 
-    input = ["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"],
-)
-
-print(response)
-```
-
-Text + Video 
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-# # request sent to model set on litellm proxy, `litellm --model`
-response = client.embeddings.create(
-    model="multimodalembedding@001", 
-    input = ["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"],
-)
-
-print(response)
-```
-
-Image + Video 
-```python
-import openai
-
-client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-
-# # request sent to model set on litellm proxy, `litellm --model`
-response = client.embeddings.create(
-    model="multimodalembedding@001", 
-    input = ["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"],
-)
-
-print(response)
-```
-
-</TabItem>
-</Tabs>
-
-
 ## **Gemini TTS (Text-to-Speech) Audio Output**
 
 :::info
diff --git a/docs/my-website/docs/providers/vertex_embedding.md b/docs/my-website/docs/providers/vertex_embedding.md
new file mode 100644
index 00000000000..25580935387
--- /dev/null
+++ b/docs/my-website/docs/providers/vertex_embedding.md
@@ -0,0 +1,511 @@
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Vertex AI Embedding
+
+## Usage - Embedding
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import litellm
+from litellm import embedding
+litellm.vertex_project = "hardy-device-38811" # Your Project ID
+litellm.vertex_location = "us-central1"  # proj location
+
+response = embedding(
+    model="vertex_ai/textembedding-gecko",
+    input=["good morning from litellm"],
+)
+print(response)
+```
+</TabItem>
+
+<TabItem value="proxy" label="LiteLLM PROXY">
+
+
+1. Add model to config.yaml
+```yaml
+model_list:
+  - model_name: snowflake-arctic-embed-m-long-1731622468876
+    litellm_params:
+      model: vertex_ai/<your-model-id>
+      vertex_project: "adroit-crow-413218"
+      vertex_location: "us-central1"
+      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
+
+litellm_settings:
+  drop_params: True
+```
+
+2. Start Proxy 
+
+```
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request using OpenAI Python SDK, Langchain Python SDK
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+response = client.embeddings.create(
+    model="snowflake-arctic-embed-m-long-1731622468876", 
+    input = ["good morning from litellm", "this is another item"],
+)
+
+print(response)
+```
+
+
+</TabItem>
+</Tabs>
+
+#### Supported Embedding Models
+All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a0249f630a6792d49dffc2c5d9b7/model_prices_and_context_window.json#L835) are supported
+
+| Model Name               | Function Call                                                                                                                                                      |
+|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| text-embedding-004 | `embedding(model="vertex_ai/text-embedding-004", input)` | 
+| text-multilingual-embedding-002 | `embedding(model="vertex_ai/text-multilingual-embedding-002", input)` | 
+| textembedding-gecko | `embedding(model="vertex_ai/textembedding-gecko", input)` | 
+| textembedding-gecko-multilingual | `embedding(model="vertex_ai/textembedding-gecko-multilingual", input)` | 
+| textembedding-gecko-multilingual@001 | `embedding(model="vertex_ai/textembedding-gecko-multilingual@001", input)` | 
+| textembedding-gecko@001 | `embedding(model="vertex_ai/textembedding-gecko@001", input)` | 
+| textembedding-gecko@003 | `embedding(model="vertex_ai/textembedding-gecko@003", input)` | 
+| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` |
+| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` | 
+| Fine-tuned OR Custom Embedding models | `embedding(model="vertex_ai/<your-model-id>", input)` | 
+
+### Supported OpenAI (Unified) Params
+
+| [param](../embedding/supported_embedding.md#input-params-for-litellmembedding) | type | [vertex equivalent](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api) |
+|-------|-------------|--------------------|
+| `input` | **string or List[string]** | `instances` |
+| `dimensions` | **int** | `output_dimensionality` |
+| `input_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** | `task_type` |
+
+#### Usage with OpenAI (Unified) Params
+
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+response = litellm.embedding(
+    model="vertex_ai/text-embedding-004",
+    input=["good morning from litellm", "gm"]
+    input_type = "RETRIEVAL_DOCUMENT",
+    dimensions=1,
+)
+```
+</TabItem>
+<TabItem value="proxy" label="LiteLLM PROXY">
+
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+response = client.embeddings.create(
+    model="text-embedding-004", 
+    input = ["good morning from litellm", "gm"],
+    dimensions=1,
+    extra_body = {
+        "input_type": "RETRIEVAL_QUERY",
+    }
+)
+
+print(response)
+```
+</TabItem>
+</Tabs>
+
+
+### Supported Vertex Specific Params
+
+| param | type |
+|-------|-------------|
+| `auto_truncate` | **bool** |
+| `task_type` | **Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]** |
+| `title` | **str** |
+
+#### Usage with Vertex Specific Params  (Use `task_type` and `title`)
+
+You can pass any vertex specific params to the embedding model. Just pass them to the embedding function like this: 
+
+[Relevant Vertex AI doc with all embedding params](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api#request_body)
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+response = litellm.embedding(
+    model="vertex_ai/text-embedding-004",
+    input=["good morning from litellm", "gm"]
+    task_type = "RETRIEVAL_DOCUMENT",
+    title = "test",
+    dimensions=1,
+    auto_truncate=True,
+)
+```
+</TabItem>
+<TabItem value="proxy" label="LiteLLM PROXY">
+
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+response = client.embeddings.create(
+    model="text-embedding-004", 
+    input = ["good morning from litellm", "gm"],
+    dimensions=1,
+    extra_body = {
+        "task_type": "RETRIEVAL_QUERY",
+        "auto_truncate": True,
+        "title": "test",
+    }
+)
+
+print(response)
+```
+</TabItem>
+</Tabs>
+
+## **Multi-Modal Embeddings**
+
+
+Known Limitations:
+- Only supports 1 image / video / image per request
+- Only supports GCS or base64 encoded images / videos
+
+### Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+Using GCS Images
+
+```python
+response = await litellm.aembedding(
+    model="vertex_ai/multimodalembedding@001",
+    input="gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png" # will be sent as a gcs image
+)
+```
+
+Using base 64 encoded images
+
+```python
+response = await litellm.aembedding(
+    model="vertex_ai/multimodalembedding@001",
+    input="data:image/jpeg;base64,..." # will be sent as a base64 encoded image
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="LiteLLM PROXY (Unified Endpoint)">
+
+1. Add model to config.yaml
+```yaml
+model_list:
+  - model_name: multimodalembedding@001
+    litellm_params:
+      model: vertex_ai/multimodalembedding@001
+      vertex_project: "adroit-crow-413218"
+      vertex_location: "us-central1"
+      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
+
+litellm_settings:
+  drop_params: True
+```
+
+2. Start Proxy 
+
+```
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request use OpenAI Python SDK, Langchain Python SDK
+
+
+<Tabs>
+
+<TabItem value="OpenAI SDK" label="OpenAI SDK">
+
+Requests with GCS Image / Video URI
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+# # request sent to model set on litellm proxy, `litellm --model`
+response = client.embeddings.create(
+    model="multimodalembedding@001", 
+    input = "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png",
+)
+
+print(response)
+```
+
+Requests with base64 encoded images
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+# # request sent to model set on litellm proxy, `litellm --model`
+response = client.embeddings.create(
+    model="multimodalembedding@001", 
+    input = "data:image/jpeg;base64,...",
+)
+
+print(response)
+```
+
+</TabItem>
+
+<TabItem value="langchain" label="Langchain">
+
+Requests with GCS Image / Video URI
+```python
+from langchain_openai import OpenAIEmbeddings
+
+embeddings_models = "multimodalembedding@001"
+
+embeddings = OpenAIEmbeddings(
+    model="multimodalembedding@001",
+    base_url="http://0.0.0.0:4000",
+    api_key="sk-1234",  # type: ignore
+)
+
+
+query_result = embeddings.embed_query(
+    "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"
+)
+print(query_result)
+
+```
+
+Requests with base64 encoded images
+
+```python
+from langchain_openai import OpenAIEmbeddings
+
+embeddings_models = "multimodalembedding@001"
+
+embeddings = OpenAIEmbeddings(
+    model="multimodalembedding@001",
+    base_url="http://0.0.0.0:4000",
+    api_key="sk-1234",  # type: ignore
+)
+
+
+query_result = embeddings.embed_query(
+    "data:image/jpeg;base64,..."
+)
+print(query_result)
+
+```
+
+</TabItem>
+
+</Tabs>
+</TabItem>
+
+
+<TabItem value="proxy-vtx" label="LiteLLM PROXY (Vertex SDK)">
+
+1. Add model to config.yaml
+```yaml
+default_vertex_config:
+  vertex_project: "adroit-crow-413218"
+  vertex_location: "us-central1"
+  vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
+```
+
+2. Start Proxy 
+
+```
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request use OpenAI Python SDK
+
+```python
+import vertexai
+
+from vertexai.vision_models import Image, MultiModalEmbeddingModel, Video
+from vertexai.vision_models import VideoSegmentConfig
+from google.auth.credentials import Credentials
+
+
+LITELLM_PROXY_API_KEY = "sk-1234"
+LITELLM_PROXY_BASE = "http://0.0.0.0:4000/vertex-ai"
+
+import datetime
+
+class CredentialsWrapper(Credentials):
+    def __init__(self, token=None):
+        super().__init__()
+        self.token = token
+        self.expiry = None  # or set to a future date if needed
+        
+    def refresh(self, request):
+        pass
+    
+    def apply(self, headers, token=None):
+        headers['Authorization'] = f'Bearer {self.token}'
+
+    @property
+    def expired(self):
+        return False  # Always consider the token as non-expired
+
+    @property
+    def valid(self):
+        return True  # Always consider the credentials as valid
+
+credentials = CredentialsWrapper(token=LITELLM_PROXY_API_KEY)
+
+vertexai.init(
+    project="adroit-crow-413218",
+    location="us-central1",
+    api_endpoint=LITELLM_PROXY_BASE,
+    credentials = credentials,
+    api_transport="rest",
+   
+)
+
+model = MultiModalEmbeddingModel.from_pretrained("multimodalembedding")
+image = Image.load_from_file(
+    "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"
+)
+
+embeddings = model.get_embeddings(
+    image=image,
+    contextual_text="Colosseum",
+    dimension=1408,
+)
+print(f"Image Embedding: {embeddings.image_embedding}")
+print(f"Text Embedding: {embeddings.text_embedding}")
+```
+
+</TabItem>
+</Tabs>
+
+
+### Text + Image + Video Embeddings
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+Text + Image 
+
+```python
+response = await litellm.aembedding(
+    model="vertex_ai/multimodalembedding@001",
+    input=["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"] # will be sent as a gcs image
+)
+```
+
+Text + Video 
+
+```python
+response = await litellm.aembedding(
+    model="vertex_ai/multimodalembedding@001",
+    input=["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image
+)
+```
+
+Image + Video 
+
+```python
+response = await litellm.aembedding(
+    model="vertex_ai/multimodalembedding@001",
+    input=["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"] # will be sent as a gcs image
+)
+```
+
+
+</TabItem>
+<TabItem value="proxy" label="LiteLLM PROXY (Unified Endpoint)">
+
+1. Add model to config.yaml
+```yaml
+model_list:
+  - model_name: multimodalembedding@001
+    litellm_params:
+      model: vertex_ai/multimodalembedding@001
+      vertex_project: "adroit-crow-413218"
+      vertex_location: "us-central1"
+      vertex_credentials: adroit-crow-413218-a956eef1a2a8.json 
+
+litellm_settings:
+  drop_params: True
+```
+
+2. Start Proxy 
+
+```
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request use OpenAI Python SDK, Langchain Python SDK
+
+
+Text + Image 
+
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+# # request sent to model set on litellm proxy, `litellm --model`
+response = client.embeddings.create(
+    model="multimodalembedding@001", 
+    input = ["hey", "gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png"],
+)
+
+print(response)
+```
+
+Text + Video 
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+# # request sent to model set on litellm proxy, `litellm --model`
+response = client.embeddings.create(
+    model="multimodalembedding@001", 
+    input = ["hey", "gs://my-bucket/embeddings/supermarket-video.mp4"],
+)
+
+print(response)
+```
+
+Image + Video 
+```python
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+# # request sent to model set on litellm proxy, `litellm --model`
+response = client.embeddings.create(
+    model="multimodalembedding@001", 
+    input = ["gs://cloud-samples-data/vertex-ai/llm/prompts/landmark1.png", "gs://my-bucket/embeddings/supermarket-video.mp4"],
+)
+
+print(response)
+```
+
+</TabItem>
+</Tabs>
\ No newline at end of file
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index e467711b59d..789cf690285 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -519,6 +519,7 @@ const sidebars = {
             "providers/vertex_ai/videos",
             "providers/vertex_partner",
             "providers/vertex_self_deployed",
+            "providers/vertex_embedding",
             "providers/vertex_image",
             "providers/vertex_batch",
             "providers/vertex_ocr",

From 6341b531a020be1ef6efd5bca4aae4bc11303978 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:46:05 -0700
Subject: [PATCH 020/178] handling BGE URL

---
 litellm/llms/vertex_ai/common_utils.py | 42 +++++++++++++++++++++++---
 1 file changed, 37 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index aaee922a3f0..430ed909173 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -144,6 +144,36 @@ all_gemini_url_modes = Literal[
 ]
 
 
+def _get_embedding_url(
+    model: str,
+    vertex_project: Optional[str],
+    vertex_location: Optional[str],
+    vertex_api_version: Literal["v1", "v1beta1"],
+) -> Tuple[str, str]:
+    """
+    Get URL for embedding models.
+    
+    Handles special patterns:
+    - bge/endpoint_id -> strips to endpoint_id for endpoints/ routing
+    - numeric model -> routes to endpoints/
+    - regular model -> routes to publishers/google/models/
+    """
+    from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
+    endpoint = "predict"
+    
+    # Handle BGE models with pattern bge/endpoint_id (similar to gemma/ pattern)
+    # After provider split: vertex_ai/bge/123456 -> bge/123456 -> 123456
+    if VertexBGEConfig.is_bge_model(model):
+        model = model.replace("bge/", "", 1)
+    
+    url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
+    if model.isdigit():
+        # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
+        url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+    
+    return url, endpoint
+
+
 def _get_vertex_url(
     mode: all_gemini_url_modes,
     model: str,
@@ -156,6 +186,7 @@ def _get_vertex_url(
     endpoint: Optional[str] = None
 
     model = litellm.VertexGeminiConfig.get_model_for_vertex_ai_url(model=model)
+    
     if mode == "chat":
         ### SET RUNTIME ENDPOINT ###
         endpoint = "generateContent"
@@ -180,11 +211,12 @@ def _get_vertex_url(
             if stream is True:
                 url += "?alt=sse"
     elif mode == "embedding":
-        endpoint = "predict"
-        url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
-        if model.isdigit():
-            # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
-            url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+        return _get_embedding_url(
+            model=model,
+            vertex_project=vertex_project,
+            vertex_location=vertex_location,
+            vertex_api_version=vertex_api_version,
+        )
     elif mode == "image_generation":
         endpoint = "predict"
         url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"

From 8ea8c674e1fb4a891f92dce5f05d96ae54a9ea3f Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:46:31 -0700
Subject: [PATCH 021/178] fix VertexBGEConfig

---
 .../llms/vertex_ai/vertex_embeddings/bge.py   | 21 +++++++++++++++++--
 .../vertex_embeddings/transformation.py       |  7 +++++--
 2 files changed, 24 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/bge.py b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
index b8979f55880..2eff0ba96db 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/bge.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/bge.py
@@ -4,6 +4,10 @@ Vertex AI BGE (BAAI General Embedding) Configuration
 BGE models deployed on Vertex AI require different input/output format:
 - Request: Use "prompt" instead of "content" as the input field
 - Response: Embeddings are returned directly as arrays, not wrapped in objects
+
+Model name handling:
+- Model names like "bge/endpoint_id" are automatically transformed in common_utils._get_vertex_url()
+- This module focuses on request/response transformation only
 """
 
 from typing import List, Optional, Union
@@ -24,6 +28,13 @@ class VertexBGEConfig:
     
     BGE (BAAI General Embedding) models use a different request format
     where the input field is named "prompt" instead of "content".
+    
+    Supported model patterns (after provider split in main.py):
+    - "bge-small-en-v1.5" (model name)
+    - "bge/204379420394258432" (endpoint ID pattern)
+    
+    Note: Model name transformation (bge/ -> numeric ID) is handled automatically
+    in common_utils._get_vertex_url(). This class focuses on request/response format only.
     """
 
     @staticmethod
@@ -31,13 +42,19 @@ class VertexBGEConfig:
         """
         Check if the model is a BGE (BAAI General Embedding) model.
         
+        After provider split in main.py, supports:
+        - "bge-small-en-v1.5" (model name)
+        - "bge/204379420394258432" (endpoint ID pattern)
+        
         Args:
-            model: The model name
+            model: The model name after provider split
             
         Returns:
             bool: True if the model is a BGE model
         """
-        return "bge" in model.lower()
+        model_lower = model.lower()
+        # Check for "bge/" prefix (endpoint pattern) or "bge" in model name
+        return model_lower.startswith("bge/") or "bge" in model_lower
 
     @staticmethod
     def transform_request(
diff --git a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
index 77da3ce7c01..5a3a4a7188a 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/transformation.py
@@ -5,7 +5,6 @@ from pydantic import BaseModel
 
 from litellm.types.utils import EmbeddingResponse, Usage
 
-from .bge import VertexBGEConfig
 from .types import *
 
 
@@ -106,11 +105,12 @@ class VertexAITextEmbeddingConfig(BaseModel):
         """
         Transforms an openai request to a vertex embedding request.
         """
+        # Import here to avoid circular import issues with litellm.__init__
+        from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
         if model.isdigit():
             return self._transform_openai_request_to_fine_tuned_embedding_request(
                 input, optional_params, model
             )
-        
         if VertexBGEConfig.is_bge_model(model):
             return VertexBGEConfig.transform_request(
                 input=input, optional_params=optional_params, model=model
@@ -216,6 +216,9 @@ class VertexAITextEmbeddingConfig(BaseModel):
                 response, model, model_response
             )
         
+        # Import here to avoid circular import issues with litellm.__init__
+        from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
+        
         if VertexBGEConfig.is_bge_model(model):
             return VertexBGEConfig.transform_response(
                 response=response, model=model, model_response=model_response

From 075a80b7471927541aa082f2c30eb28e816d9d03 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:48:19 -0700
Subject: [PATCH 022/178] test_vertex_ai_bge_with_endpoint_id_pattern

---
 .../llms/vertex_ai/test_bge_embedding.py      | 82 +++++++++++++++++++
 1 file changed, 82 insertions(+)

diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
index 636df93b026..75e6f08c822 100644
--- a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
@@ -99,3 +99,85 @@ def test_vertex_ai_bge_embedding_with_custom_api_base():
         assert len(response.data) == 2
         assert "embedding" in response.data[0]
 
+
+def test_vertex_ai_bge_with_endpoint_id_pattern():
+    """
+    Test BGE with vertex_ai/bge/endpoint_id pattern.
+    
+    This test verifies that the pattern vertex_ai/bge/204379420394258432
+    correctly triggers BGE transformations and routes to the endpoint.
+    """
+    client = HTTPHandler()
+    
+    def mock_auth_token(*args, **kwargs):
+        return "fake-token", "fake-project"
+    
+    with patch.object(client, "post") as mock_post, patch(
+        "litellm.llms.vertex_ai.vertex_embeddings.embedding_handler.VertexEmbedding._ensure_access_token",
+        side_effect=mock_auth_token
+    ):
+        mock_response = MagicMock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = {
+            "predictions": [
+                [0.1, 0.2, 0.3, 0.4, 0.5],
+                [0.6, 0.7, 0.8, 0.9, 1.0]
+            ],
+            "deployedModelId": "204379420394258432",
+            "model": "projects/1060139831167/locations/europe-west4/models/baai_bge-base-en",
+            "modelDisplayName": "baai_bge-base-en",
+            "modelVersionId": "1"
+        }
+        mock_post.return_value = mock_response
+        
+        response = litellm.embedding(
+            model="vertex_ai/bge/204379420394258432",
+            input=["Hello", "World"],
+            vertex_project="1060139831167",
+            vertex_location="europe-west4",
+            client=client
+        )
+        
+        mock_post.assert_called_once()
+        
+        call_args = mock_post.call_args
+        kwargs = call_args.kwargs if hasattr(call_args, 'kwargs') else call_args[1]
+        
+        if "url" in kwargs:
+            api_url_called = kwargs["url"]
+        elif len(call_args[0]) > 0:
+            api_url_called = call_args[0][0]
+        else:
+            api_url_called = "Unknown"
+        
+        # Vertex AI may use 'json' or 'data' parameter
+        if "json" in kwargs:
+            request_data = kwargs["json"]
+        elif "data" in kwargs:
+            request_data = json.loads(kwargs["data"])
+        else:
+            request_data = {}
+        
+        print("\n" + "="*50)
+        print("BGE Endpoint Pattern Test:")
+        print("="*50)
+        print(f"Model: vertex_ai/bge/204379420394258432")
+        print(f"API URL: {api_url_called}")
+        print("Request Body:")
+        print(json.dumps(request_data, indent=2))
+        print("="*50 + "\n")
+        
+        # Verify URL contains the endpoint ID and uses endpoints/ path
+        assert "204379420394258432" in api_url_called, f"Endpoint ID not in URL: {api_url_called}"
+        assert "endpoints" in api_url_called, f"Expected 'endpoints' in URL, got: {api_url_called}"
+        
+        # Verify BGE-specific request format (uses "prompt" not "content")
+        assert "instances" in request_data
+        assert "prompt" in request_data["instances"][0]
+        assert request_data["instances"][0]["prompt"] == "Hello"
+        
+        # Verify response
+        assert isinstance(response.data, list)
+        assert len(response.data) == 2
+
+

From b7fe25c97db1a3a77b1bc23b65c43e964cbda42a Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:53:32 -0700
Subject: [PATCH 023/178] docs vertex BGE

---
 .../docs/providers/vertex_embedding.md        | 64 +++++++++++++++++++
 1 file changed, 64 insertions(+)

diff --git a/docs/my-website/docs/providers/vertex_embedding.md b/docs/my-website/docs/providers/vertex_embedding.md
index 25580935387..023db6130f7 100644
--- a/docs/my-website/docs/providers/vertex_embedding.md
+++ b/docs/my-website/docs/providers/vertex_embedding.md
@@ -179,6 +179,70 @@ print(response)
 </TabItem>
 </Tabs>
 
+## **BGE Embeddings**
+
+Use BGE (Baidu General Embedding) models deployed on Vertex AI.
+
+### Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python showLineNumbers title="Using BGE on Vertex AI"
+import litellm
+
+response = litellm.embedding(
+    model="vertex_ai/bge/<your-endpoint-id>",
+    input=["Hello", "World"],
+    vertex_project="your-project-id",
+    vertex_location="your-location"
+)
+
+print(response)
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="LiteLLM PROXY">
+
+1. Add model to config.yaml
+```yaml showLineNumbers title="config.yaml"
+model_list:
+  - model_name: bge-embedding
+    litellm_params:
+      model: vertex_ai/bge/<your-endpoint-id>
+      vertex_project: "your-project-id"
+      vertex_location: "us-central1"
+      vertex_credentials: your-credentials.json
+
+litellm_settings:
+  drop_params: True
+```
+
+2. Start Proxy 
+
+```bash
+$ litellm --config /path/to/config.yaml
+```
+
+3. Make Request using OpenAI Python SDK
+
+```python showLineNumbers title="Making requests to BGE"
+import openai
+
+client = openai.OpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
+
+response = client.embeddings.create(
+    model="bge-embedding",
+    input=["good morning from litellm", "this is another item"]
+)
+
+print(response)
+```
+
+</TabItem>
+</Tabs>
+
 ## **Multi-Modal Embeddings**
 
 

From a79002c1fe42c204c1f9c1e3f15b009e80744d3f Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:57:20 -0700
Subject: [PATCH 024/178] docs

---
 docs/my-website/docs/providers/vertex_embedding.md | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/my-website/docs/providers/vertex_embedding.md b/docs/my-website/docs/providers/vertex_embedding.md
index 023db6130f7..ad2c03debb1 100644
--- a/docs/my-website/docs/providers/vertex_embedding.md
+++ b/docs/my-website/docs/providers/vertex_embedding.md
@@ -240,6 +240,18 @@ response = client.embeddings.create(
 print(response)
 ```
 
+Using a Private Service Connect (PSC) endpoint
+
+```yaml showLineNumbers title="config.yaml (PSC)"
+model_list:
+  - model_name: bge-small-en-v1.5
+    litellm_params:
+      model: vertex_ai/1234567890 
+      api_base: http://10.96.32.8  # Your PSC IP
+      vertex_project: my-project-id  #optional
+      vertex_location: us-central1 #optional
+```
+
 </TabItem>
 </Tabs>
 

From fcc108b554867de286ac56fe4d66f25c96fbdb1d Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Tue, 28 Oct 2025 18:57:35 -0700
Subject: [PATCH 025/178] docs fix

---
 docs/my-website/docs/providers/vertex_embedding.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/docs/providers/vertex_embedding.md b/docs/my-website/docs/providers/vertex_embedding.md
index ad2c03debb1..5656ade337b 100644
--- a/docs/my-website/docs/providers/vertex_embedding.md
+++ b/docs/my-website/docs/providers/vertex_embedding.md
@@ -246,7 +246,7 @@ Using a Private Service Connect (PSC) endpoint
 model_list:
   - model_name: bge-small-en-v1.5
     litellm_params:
-      model: vertex_ai/1234567890 
+      model: vertex_ai/bge/1234567890 
       api_base: http://10.96.32.8  # Your PSC IP
       vertex_project: my-project-id  #optional
       vertex_location: us-central1 #optional

From c0a083ff61546bf0aeca3ea4e952d0281508382e Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Wed, 29 Oct 2025 09:53:23 -0700
Subject: [PATCH 026/178] fix VertexAIModelRoute

---
 litellm/llms/vertex_ai/common_utils.py | 42 +++-----------------------
 1 file changed, 5 insertions(+), 37 deletions(-)

diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index 430ed909173..aaee922a3f0 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -144,36 +144,6 @@ all_gemini_url_modes = Literal[
 ]
 
 
-def _get_embedding_url(
-    model: str,
-    vertex_project: Optional[str],
-    vertex_location: Optional[str],
-    vertex_api_version: Literal["v1", "v1beta1"],
-) -> Tuple[str, str]:
-    """
-    Get URL for embedding models.
-    
-    Handles special patterns:
-    - bge/endpoint_id -> strips to endpoint_id for endpoints/ routing
-    - numeric model -> routes to endpoints/
-    - regular model -> routes to publishers/google/models/
-    """
-    from litellm.llms.vertex_ai.vertex_embeddings.bge import VertexBGEConfig
-    endpoint = "predict"
-    
-    # Handle BGE models with pattern bge/endpoint_id (similar to gemma/ pattern)
-    # After provider split: vertex_ai/bge/123456 -> bge/123456 -> 123456
-    if VertexBGEConfig.is_bge_model(model):
-        model = model.replace("bge/", "", 1)
-    
-    url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
-    if model.isdigit():
-        # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
-        url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
-    
-    return url, endpoint
-
-
 def _get_vertex_url(
     mode: all_gemini_url_modes,
     model: str,
@@ -186,7 +156,6 @@ def _get_vertex_url(
     endpoint: Optional[str] = None
 
     model = litellm.VertexGeminiConfig.get_model_for_vertex_ai_url(model=model)
-    
     if mode == "chat":
         ### SET RUNTIME ENDPOINT ###
         endpoint = "generateContent"
@@ -211,12 +180,11 @@ def _get_vertex_url(
             if stream is True:
                 url += "?alt=sse"
     elif mode == "embedding":
-        return _get_embedding_url(
-            model=model,
-            vertex_project=vertex_project,
-            vertex_location=vertex_location,
-            vertex_api_version=vertex_api_version,
-        )
+        endpoint = "predict"
+        url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
+        if model.isdigit():
+            # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
+            url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
     elif mode == "image_generation":
         endpoint = "predict"
         url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"

From 8a9c9af55f23d67b80450aeaaaf36c8a0d80a097 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Wed, 29 Oct 2025 09:53:52 -0700
Subject: [PATCH 027/178] from ..common_utils import VertexAIError,
 get_vertex_base_model_name add

---
 litellm/llms/vertex_ai/vertex_model_garden/main.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_model_garden/main.py b/litellm/llms/vertex_ai/vertex_model_garden/main.py
index 225e75a5add..fe7d0862e02 100644
--- a/litellm/llms/vertex_ai/vertex_model_garden/main.py
+++ b/litellm/llms/vertex_ai/vertex_model_garden/main.py
@@ -22,7 +22,7 @@ import httpx  # type: ignore
 
 from litellm.utils import ModelResponse
 
-from ..common_utils import VertexAIError
+from ..common_utils import VertexAIError, get_vertex_base_model_name
 from ..vertex_llm_base import VertexBase
 
 
@@ -89,7 +89,7 @@ class VertexAIModelGardenModels(VertexBase):
                 message="""Upgrade vertex ai. Run `pip install "google-cloud-aiplatform>=1.38"`""",
             )
         try:
-            model = model.replace("openai/", "")
+            model = get_vertex_base_model_name(model=model)
             vertex_httpx_logic = VertexLLM()
 
             access_token, project_id = vertex_httpx_logic._ensure_access_token(

From 87b75afe12d6b2bc4644979e596bff5b750ea2dd Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Wed, 29 Oct 2025 09:54:20 -0700
Subject: [PATCH 028/178] fix VertexAIGemmaModels

---
 litellm/llms/vertex_ai/vertex_gemma_models/main.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_gemma_models/main.py b/litellm/llms/vertex_ai/vertex_gemma_models/main.py
index 8203b285ebd..41bd6b5431e 100644
--- a/litellm/llms/vertex_ai/vertex_gemma_models/main.py
+++ b/litellm/llms/vertex_ai/vertex_gemma_models/main.py
@@ -25,7 +25,7 @@ import httpx  # type: ignore
 
 from litellm.utils import ModelResponse
 
-from ..common_utils import VertexAIError
+from ..common_utils import VertexAIError, get_vertex_base_model_name
 from ..vertex_llm_base import VertexBase
 
 
@@ -82,7 +82,8 @@ class VertexAIGemmaModels(VertexBase):
                 message="""Upgrade vertex ai. Run `pip install "google-cloud-aiplatform>=1.38"`""",
             )
         try:
-            model = model.replace("gemma/", "")
+            
+            model = get_vertex_base_model_name(model=model)
             vertex_httpx_logic = VertexLLM()
 
             access_token, project_id = vertex_httpx_logic._ensure_access_token(

From bfa7f12d4c78a7e89222815c51d3bc517a7f9c3d Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Wed, 29 Oct 2025 09:54:59 -0700
Subject: [PATCH 029/178] fix get_vertex_base_model_name

---
 litellm/llms/vertex_ai/vertex_llm_base.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index a5c44617fab..ce50bf311e1 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -19,6 +19,7 @@ from .common_utils import (
     _get_gemini_url,
     _get_vertex_url,
     all_gemini_url_modes,
+    get_vertex_base_model_name,
     is_global_only_vertex_model,
 )
 
@@ -327,10 +328,13 @@ class VertexBase:
                 # Check if this is a PSC endpoint or custom deployment
                 # PSC/custom endpoints need the full path structure
                 if vertex_project and vertex_location and model:
+                    # Strip routing prefixes (bge/, gemma/, etc.) for endpoint URL construction
+                    model_for_url = get_vertex_base_model_name(model=model)
+                    
                     # Check if model is numeric (endpoint ID) or if api_base doesn't contain googleapis.com
                     # These are indicators of PSC/custom endpoints
                     is_psc_or_custom = (
-                        "googleapis.com" not in api_base.lower() or model.isdigit()
+                        "googleapis.com" not in api_base.lower() or model_for_url.isdigit()
                     )
                     
                     if is_psc_or_custom:
@@ -342,7 +346,7 @@ class VertexBase:
                             version,
                             vertex_project,
                             vertex_location,
-                            model,
+                            model_for_url,
                             endpoint,
                         )
                     else:

From fe03833d3bae772ffd2d05603d1348186a9a874a Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Wed, 29 Oct 2025 10:01:06 -0700
Subject: [PATCH 030/178] test_vertex_ai_bge_psc_endpoint_url_construction

---
 .../llms/vertex_ai/test_bge_embedding.py      | 68 +++++++++++++++++++
 1 file changed, 68 insertions(+)

diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
index 75e6f08c822..156ab95184a 100644
--- a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
@@ -181,3 +181,71 @@ def test_vertex_ai_bge_with_endpoint_id_pattern():
         assert len(response.data) == 2
 
 
+def test_vertex_ai_bge_psc_endpoint_url_construction():
+    """
+    Test that BGE models with PSC endpoints construct correct URL without bge/ prefix.
+    
+    Verifies that vertex_ai/bge/378943383978115072 with api_base http://10.128.16.2
+    constructs URL: http://10.128.16.2/v1/projects/{project}/locations/{location}/endpoints/378943383978115072:predict
+    
+    The bge/ prefix should be stripped from the endpoint URL.
+    """
+    client = HTTPHandler()
+    
+    def mock_auth_token(*args, **kwargs):
+        return "fake-token", "gen-lang-client-0682925754"
+    
+    with patch.object(client, "post") as mock_post, patch(
+        "litellm.llms.vertex_ai.vertex_embeddings.embedding_handler.VertexEmbedding._ensure_access_token",
+        side_effect=mock_auth_token
+    ):
+        mock_response = MagicMock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = {
+            "predictions": [
+                [0.1, 0.2, 0.3, 0.4, 0.5]
+            ]
+        }
+        mock_post.return_value = mock_response
+        
+        response = litellm.embedding(
+            model="vertex_ai/bge/378943383978115072",
+            input=["The food was delicious and the waiter.."],
+            api_base="http://10.128.16.2",
+            vertex_project="gen-lang-client-0682925754",
+            vertex_location="us-central1",
+            client=client
+        )
+        
+        mock_post.assert_called_once()
+        
+        call_args = mock_post.call_args
+        kwargs = call_args.kwargs if hasattr(call_args, 'kwargs') else call_args[1]
+        
+        if "url" in kwargs:
+            api_url_called = kwargs["url"]
+        elif len(call_args[0]) > 0:
+            api_url_called = call_args[0][0]
+        else:
+            api_url_called = "Unknown"
+        
+        print("\n" + "="*50)
+        print("PSC Endpoint URL Construction Test:")
+        print("="*50)
+        print(f"Model: vertex_ai/bge/378943383978115072")
+        print(f"API Base: http://10.128.16.2")
+        print(f"Constructed URL: {api_url_called}")
+        print("="*50 + "\n")
+        
+        # Verify the URL is constructed correctly
+        expected_url = "http://10.128.16.2/v1/projects/gen-lang-client-0682925754/locations/us-central1/endpoints/378943383978115072:predict"
+        assert api_url_called == expected_url, f"Expected URL: {expected_url}, Got: {api_url_called}"
+        
+        # Verify bge/ prefix is NOT in the URL
+        assert "bge/" not in api_url_called, f"URL should not contain 'bge/' prefix: {api_url_called}"
+        
+        # Verify response works
+        assert isinstance(response.data, list)
+        assert len(response.data) == 1
+
+

From 2201e12accfd27e531937d2f3a1b00dd400a9fe1 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Tue, 2 Dec 2025 22:08:23 +0530
Subject: [PATCH 031/178] Fix import error

---
 litellm/llms/vertex_ai/common_utils.py        | 87 +++++++++++++++++--
 .../test_vertex_ai_psc_endpoint_support.py    |  5 +-
 2 files changed, 83 insertions(+), 9 deletions(-)

diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index aaee922a3f0..836234f6f13 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -31,9 +31,11 @@ class VertexAIModelRoute(str, Enum):
     PARTNER_MODELS = "partner_models"
     GEMINI = "gemini"
     GEMMA = "gemma"
+    BGE = "bge"
     MODEL_GARDEN = "model_garden"
     NON_GEMINI = "non_gemini"
 
+VERTEX_AI_MODEL_ROUTES = [f"{route.value}/" for route in VertexAIModelRoute]
 
 def get_vertex_ai_model_route(
     model: str, litellm_params: Optional[dict] = None
@@ -81,7 +83,11 @@ def get_vertex_ai_model_route(
     # Check for partner models (llama, mistral, claude, etc.)
     if VertexAIPartnerModels.is_vertex_partner_model(model=model):
         return VertexAIModelRoute.PARTNER_MODELS
-
+    
+    # Check for BGE models
+    if "bge/" in model or "bge" in model.lower():
+        return VertexAIModelRoute.BGE
+    
     # Check for gemma models
     if "gemma/" in model:
         return VertexAIModelRoute.GEMMA
@@ -144,6 +150,71 @@ all_gemini_url_modes = Literal[
 ]
 
 
+def get_vertex_base_model_name(model: str) -> str:
+    """
+    Strip routing prefixes from model name for PSC/endpoint URL construction.
+    
+    Patterns like "bge/", "gemma/", "openai/" are used for internal routing but 
+    should not appear in the actual endpoint URL. Routing prefixes are derived
+    from VertexAIModelRoute enum values.
+    
+    Args:
+        model: The model name with potential prefix (e.g., "bge/123456", "gemma/gemma-3-12b-it")
+        
+    Returns:
+        str: The model name without routing prefix (e.g., "123456", "gemma-3-12b-it")
+        
+    Examples:
+        >>> get_vertex_base_model_name("bge/378943383978115072")
+        "378943383978115072"
+        
+        >>> get_vertex_base_model_name("gemma/gemma-3-12b-it")
+        "gemma-3-12b-it"
+        
+        >>> get_vertex_base_model_name("openai/gpt-oss-120b")
+        "gpt-oss-120b"
+        
+        >>> get_vertex_base_model_name("1234567890")
+        "1234567890"
+    """
+    # Derive routing prefixes from VertexAIModelRoute enum
+    # Map specific routes to their prefixes (some routes like PARTNER_MODELS, GEMINI don't have prefixes)
+    
+    
+    for route in VERTEX_AI_MODEL_ROUTES:
+        if model.startswith(route):
+            return model.replace(route, "", 1)
+    
+    return model
+
+
+def _get_embedding_url(
+    model: str,
+    vertex_project: Optional[str],
+    vertex_location: Optional[str],
+    vertex_api_version: Literal["v1", "v1beta1"],
+) -> Tuple[str, str]:
+    """
+    Get URL for embedding models.
+    
+    Handles special patterns:
+    - bge/endpoint_id -> strips to endpoint_id for endpoints/ routing
+    - numeric model -> routes to endpoints/
+    - regular model -> routes to publishers/google/models/
+    """
+    endpoint = "predict"
+    
+    # Strip routing prefixes (bge/, gemma/, etc.) for endpoint URL construction
+    model = get_vertex_base_model_name(model=model)
+    
+    url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
+    if model.isdigit():
+        # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
+        url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+    
+    return url, endpoint
+
+
 def _get_vertex_url(
     mode: all_gemini_url_modes,
     model: str,
@@ -156,6 +227,7 @@ def _get_vertex_url(
     endpoint: Optional[str] = None
 
     model = litellm.VertexGeminiConfig.get_model_for_vertex_ai_url(model=model)
+    
     if mode == "chat":
         ### SET RUNTIME ENDPOINT ###
         endpoint = "generateContent"
@@ -180,11 +252,12 @@ def _get_vertex_url(
             if stream is True:
                 url += "?alt=sse"
     elif mode == "embedding":
-        endpoint = "predict"
-        url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
-        if model.isdigit():
-            # https://us-central1-aiplatform.googleapis.com/v1/projects/$PROJECT_ID/locations/us-central1/endpoints/$ENDPOINT_ID:predict
-            url = f"https://{vertex_location}-aiplatform.googleapis.com/{vertex_api_version}/projects/{vertex_project}/locations/{vertex_location}/endpoints/{model}:{endpoint}"
+        return _get_embedding_url(
+            model=model,
+            vertex_project=vertex_project,
+            vertex_location=vertex_location,
+            vertex_api_version=vertex_api_version,
+        )
     elif mode == "image_generation":
         endpoint = "predict"
         url = f"https://{vertex_location}-aiplatform.googleapis.com/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model}:{endpoint}"
@@ -870,4 +943,4 @@ class VertexAITokenCounter(BaseTokenCounter):
                     original_response=result,
                 )
 
-        return None
+        return None
\ No newline at end of file
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
index 46f365094c0..c158c93be9d 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
@@ -5,9 +5,10 @@ Tests that LiteLLM properly constructs URLs when using custom api_base
 for PSC endpoints.
 """
 
-import pytest
-import sys
 import os
+import sys
+
+import pytest
 
 # Add the litellm package to the path
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), "../../../.."))

From 46ebf425d56b6369f61188b64e26c8daad87a373 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 4 Dec 2025 21:39:42 +0530
Subject: [PATCH 032/178] Fix : test_vertexai_model_garden_model_completion

---
 litellm/llms/vertex_ai/common_utils.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index 836234f6f13..c0dfda00abe 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -34,6 +34,7 @@ class VertexAIModelRoute(str, Enum):
     BGE = "bge"
     MODEL_GARDEN = "model_garden"
     NON_GEMINI = "non_gemini"
+    OPENAI_COMPATIBLE = "openai"
 
 VERTEX_AI_MODEL_ROUTES = [f"{route.value}/" for route in VertexAIModelRoute]
 
@@ -179,8 +180,6 @@ def get_vertex_base_model_name(model: str) -> str:
     """
     # Derive routing prefixes from VertexAIModelRoute enum
     # Map specific routes to their prefixes (some routes like PARTNER_MODELS, GEMINI don't have prefixes)
-    
-    
     for route in VERTEX_AI_MODEL_ROUTES:
         if model.startswith(route):
             return model.replace(route, "", 1)

From 562afb208d586cdb944a0052dec430a12f2618af Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 12:30:08 -0800
Subject: [PATCH 033/178] v0 customer usage, pending tests + extras version
 bump

---
 .../litellm_proxy_extras/schema.prisma        |  28 ++++
 litellm/constants.py                          |   1 +
 litellm/proxy/_types.py                       |   2 +
 litellm/proxy/db/db_spend_update_writer.py    | 120 +++++++++++++++++-
 .../redis_update_buffer.py                    |  36 ++++++
 .../customer_endpoints.py                     |  80 +++++++++++-
 litellm/proxy/schema.prisma                   |  28 ++++
 schema.prisma                                 |  28 ++++
 8 files changed, 319 insertions(+), 4 deletions(-)

diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 2883dfc4b82..4d4a127f7e8 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -462,6 +462,34 @@ model LiteLLM_DailyOrganizationSpend {
   @@index([mcp_namespaced_tool_name])
 }
 
+// Track daily end user (customer) spend metrics per model and key
+model LiteLLM_DailyEndUserSpend {
+  id                  String   @id @default(uuid())
+  end_user_id         String?
+  date                String
+  api_key             String   
+  model               String?
+  model_group         String?  
+  custom_llm_provider String?
+  mcp_namespaced_tool_name String?
+  prompt_tokens       BigInt      @default(0)
+  completion_tokens   BigInt      @default(0)
+  cache_read_input_tokens     BigInt      @default(0)
+  cache_creation_input_tokens BigInt      @default(0)
+  spend               Float    @default(0.0)
+  api_requests        BigInt      @default(0)
+  successful_requests BigInt      @default(0)
+  failed_requests     BigInt      @default(0)
+  created_at          DateTime @default(now())
+  updated_at          DateTime @updatedAt
+  @@unique([end_user_id, date, api_key, model, custom_llm_provider, mcp_namespaced_tool_name])
+  @@index([date])
+  @@index([end_user_id])
+  @@index([api_key])
+  @@index([model])
+  @@index([mcp_namespaced_tool_name])
+}
+
 // Track daily team spend metrics per model and key
 model LiteLLM_DailyTeamSpend {
   id                  String   @id @default(uuid())
diff --git a/litellm/constants.py b/litellm/constants.py
index fa9f1d527af..ededd35001f 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -149,6 +149,7 @@ REDIS_UPDATE_BUFFER_KEY = "litellm_spend_update_buffer"
 REDIS_DAILY_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_spend_update_buffer"
 REDIS_DAILY_TEAM_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_team_spend_update_buffer"
 REDIS_DAILY_ORG_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_org_spend_update_buffer"
+REDIS_DAILY_END_USER_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_end_user_spend_update_buffer"
 REDIS_DAILY_TAG_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_tag_spend_update_buffer"
 MAX_REDIS_BUFFER_DEQUEUE_COUNT = int(os.getenv("MAX_REDIS_BUFFER_DEQUEUE_COUNT", 100))
 MAX_SIZE_IN_MEMORY_QUEUE = int(os.getenv("MAX_SIZE_IN_MEMORY_QUEUE", 10000))
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 53a8627bc8f..b8731bd2e55 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3615,6 +3615,8 @@ class DailyOrganizationSpendTransaction(BaseDailySpendTransaction):
 class DailyUserSpendTransaction(BaseDailySpendTransaction):
     user_id: str
 
+class DailyEndUserSpendTransaction(BaseDailySpendTransaction):
+    end_user_id: str
 
 class DailyTagSpendTransaction(BaseDailySpendTransaction):
     request_id: Optional[str]
diff --git a/litellm/proxy/db/db_spend_update_writer.py b/litellm/proxy/db/db_spend_update_writer.py
index 6c9289e3ff6..715a6ebd25d 100644
--- a/litellm/proxy/db/db_spend_update_writer.py
+++ b/litellm/proxy/db/db_spend_update_writer.py
@@ -25,6 +25,7 @@ from litellm.proxy._types import (
     DailyTagSpendTransaction,
     DailyOrganizationSpendTransaction,
     DailyTeamSpendTransaction,
+    DailyEndUserSpendTransaction,
     DailyUserSpendTransaction,
     DBSpendUpdateTransactions,
     Litellm_EntityType,
@@ -65,6 +66,7 @@ class DBSpendUpdateWriter:
         self.spend_update_queue = SpendUpdateQueue()
         self.daily_spend_update_queue = DailySpendUpdateQueue()
         self.daily_team_spend_update_queue = DailySpendUpdateQueue()
+        self.daily_end_user_spend_update_queue = DailySpendUpdateQueue()
         self.daily_org_spend_update_queue = DailySpendUpdateQueue()
         self.daily_tag_spend_update_queue = DailySpendUpdateQueue()
 
@@ -182,6 +184,13 @@ class DBSpendUpdateWriter:
                 )
             )
 
+            asyncio.create_task(
+                self.add_spend_log_transaction_to_daily_end_user_transaction(
+                    payload=payload,
+                    prisma_client=prisma_client,
+                )
+            )
+
             asyncio.create_task(
                 self.add_spend_log_transaction_to_daily_team_transaction(
                     payload=payload,
@@ -475,6 +484,7 @@ class DBSpendUpdateWriter:
             daily_spend_update_queue=self.daily_spend_update_queue,
             daily_team_spend_update_queue=self.daily_team_spend_update_queue,
             daily_org_spend_update_queue=self.daily_org_spend_update_queue,
+            daily_end_user_spend_update_queue=self.daily_end_user_spend_update_queue,
             daily_tag_spend_update_queue=self.daily_tag_spend_update_queue,
         )
 
@@ -538,6 +548,16 @@ class DBSpendUpdateWriter:
                         proxy_logging_obj=proxy_logging_obj,
                         daily_spend_transactions=daily_tag_spend_update_transactions,
                     )
+                daily_end_user_spend_update_transactions = (
+                    await self.redis_update_buffer.get_all_daily_end_user_spend_update_transactions_from_redis_buffer()
+                )
+                if daily_end_user_spend_update_transactions is not None:
+                    await DBSpendUpdateWriter.update_daily_end_user_spend(
+                        n_retry_times=n_retry_times,
+                        prisma_client=prisma_client,
+                        proxy_logging_obj=proxy_logging_obj,
+                        daily_spend_transactions=daily_end_user_spend_update_transactions,
+                    )
             except Exception as e:
                 verbose_proxy_logger.error(f"Error committing spend updates: {e}")
             finally:
@@ -627,6 +647,20 @@ class DBSpendUpdateWriter:
             daily_spend_transactions=daily_tag_spend_update_transactions,
         )
 
+        ################## Daily End-User Spend Update Transactions ##################
+        # Aggregate all in memory daily end-user spend transactions and commit to db
+        daily_end_user_spend_update_transactions = cast(
+            Dict[str, DailyEndUserSpendTransaction],
+            await self.daily_end_user_spend_update_queue.flush_and_get_aggregated_daily_spend_update_transactions(),
+        )
+
+        await DBSpendUpdateWriter.update_daily_end_user_spend(
+            n_retry_times=n_retry_times,
+            prisma_client=prisma_client,
+            proxy_logging_obj=proxy_logging_obj,
+            daily_spend_transactions=daily_end_user_spend_update_transactions,
+        )
+
     async def _commit_spend_updates_to_db(  # noqa: PLR0915
         self,
         prisma_client: PrismaClient,
@@ -990,6 +1024,20 @@ class DBSpendUpdateWriter:
     ) -> None:
         ...
 
+    @overload
+    @staticmethod
+    async def _update_daily_spend(
+        n_retry_times: int,
+        prisma_client: PrismaClient,
+        proxy_logging_obj: ProxyLogging,
+        daily_spend_transactions: Dict[str, DailyEndUserSpendTransaction],
+        entity_type: Literal["end_user"],
+        entity_id_field: str,
+        table_name: str,
+        unique_constraint_name: str,
+    ) -> None:
+        ...
+
     @overload
     @staticmethod
     async def _update_daily_spend(
@@ -1015,14 +1063,15 @@ class DBSpendUpdateWriter:
             Dict[str, DailyTeamSpendTransaction],
             Dict[str, DailyTagSpendTransaction],
             Dict[str, DailyOrganizationSpendTransaction],
+            Dict[str, DailyEndUserSpendTransaction],
         ],
-        entity_type: Literal["user", "team", "org", "tag"],
+        entity_type: Literal["user", "team", "org", "tag", "end_user"],
         entity_id_field: str,
         table_name: str,
         unique_constraint_name: str,
     ) -> None:
         """
-        Generic function to update daily spend for any entity type (user, team, org, tag)
+        Generic function to update daily spend for any entity type (user, team, org, tag, end_user)
         """
         from litellm.proxy.utils import _raise_failed_update_spend_exception
 
@@ -1267,6 +1316,27 @@ class DBSpendUpdateWriter:
             unique_constraint_name="organization_id_date_api_key_model_custom_llm_provider_mcp_namespaced_tool_name",
         )
 
+    @staticmethod
+    async def update_daily_end_user_spend(
+        n_retry_times: int,
+        prisma_client: PrismaClient,
+        proxy_logging_obj: ProxyLogging,
+        daily_spend_transactions: Dict[str, DailyEndUserSpendTransaction],
+    ):
+        """
+        Batch job to update LiteLLM_DailyEndUserSpend table using in-memory daily_spend_transactions
+        """
+        await DBSpendUpdateWriter._update_daily_spend(
+            n_retry_times=n_retry_times,
+            prisma_client=prisma_client,
+            proxy_logging_obj=proxy_logging_obj,
+            daily_spend_transactions=daily_spend_transactions,
+            entity_type="end_user",
+            entity_id_field="end_user_id",
+            table_name="litellm_dailyenduserspend",
+            unique_constraint_name="end_user_id_date_api_key_model_custom_llm_provider_mcp_namespaced_tool_name",
+        )
+
     @staticmethod
     async def update_daily_tag_spend(
         n_retry_times: int,
@@ -1292,7 +1362,7 @@ class DBSpendUpdateWriter:
         self,
         payload: Union[dict, SpendLogsPayload],
         prisma_client: PrismaClient,
-        type: Literal["user", "team", "org", "request_tags"] = "user",
+        type: Literal["user", "team", "org", "request_tags", "end_user"] = "user",
     ) -> Optional[BaseDailySpendTransaction]:
         common_expected_keys = ["startTime", "api_key"]
         if type == "user":
@@ -1303,6 +1373,8 @@ class DBSpendUpdateWriter:
             expected_keys = ["organization_id", *common_expected_keys]
         elif type == "request_tags":
             expected_keys = ["request_tags", *common_expected_keys]
+        elif type == "end_user":
+            expected_keys = ["end_user_id", *common_expected_keys]
         else:
             raise ValueError(f"Invalid type: {type}")
         if not all(key in payload for key in expected_keys):
@@ -1474,6 +1546,48 @@ class DBSpendUpdateWriter:
             update={daily_transaction_key: daily_transaction}
         )
 
+    async def add_spend_log_transaction_to_daily_end_user_transaction(
+        self,
+        payload: SpendLogsPayload,
+        prisma_client: Optional[PrismaClient] = None,
+    ) -> None:
+        if prisma_client is None:
+            verbose_proxy_logger.debug(
+                "prisma_client is None. Skipping writing spend logs to db."
+            )
+            return
+
+        end_user_id = payload.get("end_user")
+        if end_user_id is None or end_user_id == "":
+            verbose_proxy_logger.debug(
+                "end_user is None or empty for request. Skipping incrementing end user spend."
+            )
+            return
+
+        payload_with_end_user_id = cast(
+            SpendLogsPayload,
+            {
+                **payload,
+                "end_user_id": end_user_id,
+            },
+        )
+
+        base_daily_transaction = (
+            await self._common_add_spend_log_transaction_to_daily_transaction(
+                payload_with_end_user_id, prisma_client, "end_user"
+            )
+        )
+        if base_daily_transaction is None:
+            return
+
+        daily_transaction_key = f"{end_user_id}_{base_daily_transaction['date']}_{payload_with_end_user_id['api_key']}_{payload_with_end_user_id['model']}_{payload_with_end_user_id['custom_llm_provider']}"
+        daily_transaction = DailyEndUserSpendTransaction(
+            end_user_id=end_user_id, **base_daily_transaction
+        )
+        await self.daily_end_user_spend_update_queue.add_update(
+            update={daily_transaction_key: daily_transaction}
+        )
+
     async def add_spend_log_transaction_to_daily_tag_transaction(
         self,
         payload: SpendLogsPayload,
diff --git a/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py b/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
index 921fd9701bd..e3b20d7266d 100644
--- a/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
+++ b/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
@@ -16,6 +16,7 @@ from litellm.constants import (
     REDIS_DAILY_TAG_SPEND_UPDATE_BUFFER_KEY,
     REDIS_DAILY_TEAM_SPEND_UPDATE_BUFFER_KEY,
     REDIS_DAILY_ORG_SPEND_UPDATE_BUFFER_KEY,
+    REDIS_DAILY_END_USER_SPEND_UPDATE_BUFFER_KEY,
     REDIS_UPDATE_BUFFER_KEY,
 )
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
@@ -24,6 +25,7 @@ from litellm.proxy._types import (
     DailyTeamSpendTransaction,
     DailyUserSpendTransaction,
     DailyOrganizationSpendTransaction,
+    DailyEndUserSpendTransaction,
     DBSpendUpdateTransactions,
 )
 from litellm.proxy.db.db_transaction_queue.base_update_queue import service_logger_obj
@@ -107,6 +109,7 @@ class RedisUpdateBuffer:
         daily_spend_update_queue: DailySpendUpdateQueue,
         daily_team_spend_update_queue: DailySpendUpdateQueue,
         daily_org_spend_update_queue: DailySpendUpdateQueue,
+        daily_end_user_spend_update_queue: DailySpendUpdateQueue,
         daily_tag_spend_update_queue: DailySpendUpdateQueue,
     ):
         """
@@ -172,6 +175,9 @@ class RedisUpdateBuffer:
         daily_org_spend_update_transactions = (
             await daily_org_spend_update_queue.flush_and_get_aggregated_daily_spend_update_transactions()
         )
+        daily_end_user_spend_update_transactions = (
+            await daily_end_user_spend_update_queue.flush_and_get_aggregated_daily_spend_update_transactions()
+        )
         daily_tag_spend_update_transactions = (
             await daily_tag_spend_update_queue.flush_and_get_aggregated_daily_spend_update_transactions()
         )
@@ -207,6 +213,12 @@ class RedisUpdateBuffer:
             service_type=ServiceTypes.REDIS_DAILY_SPEND_UPDATE_QUEUE,
         )
 
+        await self._store_transactions_in_redis(
+            transactions=daily_end_user_spend_update_transactions,
+            redis_key=REDIS_DAILY_END_USER_SPEND_UPDATE_BUFFER_KEY,
+            service_type=ServiceTypes.REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE,
+        )
+
         await self._store_transactions_in_redis(
             transactions=daily_tag_spend_update_transactions,
             redis_key=REDIS_DAILY_TAG_SPEND_UPDATE_BUFFER_KEY,
@@ -365,6 +377,30 @@ class RedisUpdateBuffer:
             ),
         )
 
+    async def get_all_daily_end_user_spend_update_transactions_from_redis_buffer(
+        self,
+    ) -> Optional[Dict[str, DailyEndUserSpendTransaction]]:
+        """
+        Gets all the daily end-user spend update transactions from Redis
+        """
+        if self.redis_cache is None:
+            return None
+        list_of_transactions = await self.redis_cache.async_lpop(
+            key=REDIS_DAILY_END_USER_SPEND_UPDATE_BUFFER_KEY,
+            count=MAX_REDIS_BUFFER_DEQUEUE_COUNT,
+        )
+        if list_of_transactions is None:
+            return None
+        list_of_daily_spend_update_transactions = [
+            json.loads(transaction) for transaction in list_of_transactions
+        ]
+        return cast(
+            Dict[str, DailyEndUserSpendTransaction],
+            DailySpendUpdateQueue.get_aggregated_daily_spend_update_transactions(
+                list_of_daily_spend_update_transactions
+            ),
+        )
+
     async def get_all_daily_tag_spend_update_transactions_from_redis_buffer(
         self,
     ) -> Optional[Dict[str, DailyTagSpendTransaction]]:
diff --git a/litellm/proxy/management_endpoints/customer_endpoints.py b/litellm/proxy/management_endpoints/customer_endpoints.py
index 3afbbdd5a4b..9ff0fe6e590 100644
--- a/litellm/proxy/management_endpoints/customer_endpoints.py
+++ b/litellm/proxy/management_endpoints/customer_endpoints.py
@@ -20,6 +20,10 @@ from litellm._logging import verbose_proxy_logger
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.utils import handle_exception_on_proxy
+from litellm.types.proxy.management_endpoints.common_daily_activity import (
+    SpendAnalyticsPaginatedResponse,
+)
+from litellm.proxy.management_endpoints.common_daily_activity import get_daily_activity
 
 router = APIRouter()
 
@@ -673,4 +677,78 @@ async def list_end_user(
                 str(e)
             )
         )
-        raise handle_exception_on_proxy(e)
\ No newline at end of file
+        raise handle_exception_on_proxy(e)
+
+@router.get(
+    "/customer/daily/activity",
+    tags=["Customer Management"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=SpendAnalyticsPaginatedResponse,
+)
+@router.get(
+    "/end_user/daily/activity",
+    tags=["Customer Management"],
+    include_in_schema=False,
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def get_customer_daily_activity(
+    end_user_ids: Optional[str] = None,
+    start_date: Optional[str] = None,
+    end_date: Optional[str] = None,
+    model: Optional[str] = None,
+    api_key: Optional[str] = None,
+    page: int = 1,
+    page_size: int = 10,
+    exclude_end_user_ids: Optional[str] = None,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+
+    """
+    Get daily activity for specific organizations or all accessible organizations.
+    """
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+    )
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": CommonProxyErrors.db_not_connected_error.value},
+        )
+
+    # Parse comma-separated ids
+    end_user_ids_list = end_user_ids.split(",") if end_user_ids else None
+    exclude_end_user_ids_list: Optional[List[str]] = None
+    if exclude_end_user_ids:
+        exclude_end_user_ids_list = (
+            exclude_end_user_ids.split(",") if exclude_end_user_ids else None
+        )
+
+    
+    # Fetch organization aliases for metadata
+    where_condition = {}
+    if end_user_ids_list:
+        where_condition["user_id"] = {"in": list(end_user_ids_list)}
+    end_user_aliases = await prisma_client.db.litellm_endusertable.find_many(
+        where=where_condition
+    )
+    end_user_alias_metadata = {
+        e.user_id: {"alias": e.alias}
+        for e in end_user_aliases
+    }
+
+    # Query daily activity for organizations
+    return await get_daily_activity(
+        prisma_client=prisma_client,
+        table_name="litellm_dailyenduserspend",
+        entity_id_field="end_user_id",
+        entity_id=end_user_ids_list,
+        entity_metadata_field=end_user_alias_metadata,
+        exclude_entity_ids=exclude_end_user_ids_list,
+        start_date=start_date,
+        end_date=end_date,
+        model=model,
+        api_key=api_key,
+        page=page,
+        page_size=page_size,
+    )
\ No newline at end of file
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 2883dfc4b82..4d4a127f7e8 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -462,6 +462,34 @@ model LiteLLM_DailyOrganizationSpend {
   @@index([mcp_namespaced_tool_name])
 }
 
+// Track daily end user (customer) spend metrics per model and key
+model LiteLLM_DailyEndUserSpend {
+  id                  String   @id @default(uuid())
+  end_user_id         String?
+  date                String
+  api_key             String   
+  model               String?
+  model_group         String?  
+  custom_llm_provider String?
+  mcp_namespaced_tool_name String?
+  prompt_tokens       BigInt      @default(0)
+  completion_tokens   BigInt      @default(0)
+  cache_read_input_tokens     BigInt      @default(0)
+  cache_creation_input_tokens BigInt      @default(0)
+  spend               Float    @default(0.0)
+  api_requests        BigInt      @default(0)
+  successful_requests BigInt      @default(0)
+  failed_requests     BigInt      @default(0)
+  created_at          DateTime @default(now())
+  updated_at          DateTime @updatedAt
+  @@unique([end_user_id, date, api_key, model, custom_llm_provider, mcp_namespaced_tool_name])
+  @@index([date])
+  @@index([end_user_id])
+  @@index([api_key])
+  @@index([model])
+  @@index([mcp_namespaced_tool_name])
+}
+
 // Track daily team spend metrics per model and key
 model LiteLLM_DailyTeamSpend {
   id                  String   @id @default(uuid())
diff --git a/schema.prisma b/schema.prisma
index 2883dfc4b82..4d4a127f7e8 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -462,6 +462,34 @@ model LiteLLM_DailyOrganizationSpend {
   @@index([mcp_namespaced_tool_name])
 }
 
+// Track daily end user (customer) spend metrics per model and key
+model LiteLLM_DailyEndUserSpend {
+  id                  String   @id @default(uuid())
+  end_user_id         String?
+  date                String
+  api_key             String   
+  model               String?
+  model_group         String?  
+  custom_llm_provider String?
+  mcp_namespaced_tool_name String?
+  prompt_tokens       BigInt      @default(0)
+  completion_tokens   BigInt      @default(0)
+  cache_read_input_tokens     BigInt      @default(0)
+  cache_creation_input_tokens BigInt      @default(0)
+  spend               Float    @default(0.0)
+  api_requests        BigInt      @default(0)
+  successful_requests BigInt      @default(0)
+  failed_requests     BigInt      @default(0)
+  created_at          DateTime @default(now())
+  updated_at          DateTime @updatedAt
+  @@unique([end_user_id, date, api_key, model, custom_llm_provider, mcp_namespaced_tool_name])
+  @@index([date])
+  @@index([end_user_id])
+  @@index([api_key])
+  @@index([model])
+  @@index([mcp_namespaced_tool_name])
+}
+
 // Track daily team spend metrics per model and key
 model LiteLLM_DailyTeamSpend {
   id                  String   @id @default(uuid())

From 2e65c464ade1a0dd5e86a2902f2e2fe1b01f1168 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 12:36:15 -0800
Subject: [PATCH 034/178] Adding tests

---
 .../proxy/db/test_db_spend_update_writer.py   | 75 +++++++++++++-
 .../test_customer_endpoints.py                | 98 ++++++++++++++++++-
 2 files changed, 171 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
index 181d21b44f6..db6c318357c 100644
--- a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
+++ b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
@@ -572,4 +572,77 @@ async def test_add_spend_log_transaction_to_daily_org_transaction_skips_when_org
         org_id=None,
     )
 
-    writer.daily_org_spend_update_queue.add_update.assert_not_called()
\ No newline at end of file
+    writer.daily_org_spend_update_queue.add_update.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_add_spend_log_transaction_to_daily_end_user_transaction_injects_end_user_id_and_queues_update():
+    writer = DBSpendUpdateWriter()
+    mock_prisma = MagicMock()
+    mock_prisma.get_request_status = MagicMock(return_value="success")
+
+    end_user_id = "end-user-xyz"
+    payload = {
+        "request_id": "req-1",
+        "user": "test-user",
+        "end_user": end_user_id,
+        "startTime": "2024-01-01T12:00:00",
+        "api_key": "test-key",
+        "model": "gpt-4",
+        "custom_llm_provider": "openai",
+        "model_group": "gpt-4-group",
+        "prompt_tokens": 10,
+        "completion_tokens": 5,
+        "spend": 0.2,
+        "metadata": '{"usage_object": {}}',
+    }
+
+    writer.daily_end_user_spend_update_queue.add_update = AsyncMock()
+
+    await writer.add_spend_log_transaction_to_daily_end_user_transaction(
+        payload=payload,
+        prisma_client=mock_prisma,
+    )
+
+    writer.daily_end_user_spend_update_queue.add_update.assert_called_once()
+
+    call_args = writer.daily_end_user_spend_update_queue.add_update.call_args[1]
+    update_dict = call_args["update"]
+    assert len(update_dict) == 1
+    for key, transaction in update_dict.items():
+        assert key == f"{end_user_id}_2024-01-01_test-key_gpt-4_openai"
+        assert transaction["end_user_id"] == end_user_id
+        assert transaction["date"] == "2024-01-01"
+        assert transaction["api_key"] == "test-key"
+        assert transaction["model"] == "gpt-4"
+        assert transaction["custom_llm_provider"] == "openai"
+
+
+@pytest.mark.asyncio
+async def test_add_spend_log_transaction_to_daily_end_user_transaction_skips_when_end_user_id_missing():
+    writer = DBSpendUpdateWriter()
+    mock_prisma = MagicMock()
+    mock_prisma.get_request_status = MagicMock(return_value="success")
+
+    payload = {
+        "request_id": "req-2",
+        "user": "test-user",
+        "startTime": "2024-01-01T12:00:00",
+        "api_key": "test-key",
+        "model": "gpt-4",
+        "custom_llm_provider": "openai",
+        "model_group": "gpt-4-group",
+        "prompt_tokens": 10,
+        "completion_tokens": 5,
+        "spend": 0.2,
+        "metadata": '{"usage_object": {}}',
+    }
+
+    writer.daily_end_user_spend_update_queue.add_update = AsyncMock()
+
+    await writer.add_spend_log_transaction_to_daily_end_user_transaction(
+        payload=payload,
+        prisma_client=mock_prisma,
+    )
+
+    writer.daily_end_user_spend_update_queue.add_update.assert_not_called()
\ No newline at end of file
diff --git a/tests/test_litellm/proxy/management_endpoints/test_customer_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_customer_endpoints.py
index 86a6ceec25e..25ff6f89427 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_customer_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_customer_endpoints.py
@@ -1,4 +1,4 @@
-from unittest.mock import AsyncMock, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi import FastAPI, HTTPException, Request, status
@@ -301,3 +301,99 @@ def test_customer_endpoints_error_schema_consistency(mock_prisma_client, mock_us
     for key in ["message", "type", "code"]:
         assert isinstance(error1[key], str), f"error1[{key}] should be a string"
         assert isinstance(error2[key], str), f"error2[{key}] should be a string"
+
+
+@pytest.mark.asyncio
+async def test_get_customer_daily_activity_admin_param_passing(monkeypatch):
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints import customer_endpoints
+    from litellm.proxy.management_endpoints.customer_endpoints import (
+        get_customer_daily_activity,
+    )
+
+    mock_prisma_client = AsyncMock()
+    mock_prisma_client.db.litellm_endusertable.find_many = AsyncMock(
+        return_value=[]
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    mocked_response = MagicMock(name="SpendAnalyticsPaginatedResponse")
+    get_daily_activity_mock = AsyncMock(return_value=mocked_response)
+    monkeypatch.setattr(
+        customer_endpoints, "get_daily_activity", get_daily_activity_mock
+    )
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin1")
+    result = await get_customer_daily_activity(
+        end_user_ids="end-user-1,end-user-2",
+        start_date="2024-01-01",
+        end_date="2024-01-31",
+        model="gpt-4",
+        api_key="test-key",
+        page=2,
+        page_size=5,
+        exclude_end_user_ids="end-user-3",
+        user_api_key_dict=auth,
+    )
+
+    get_daily_activity_mock.assert_awaited_once()
+    kwargs = get_daily_activity_mock.call_args.kwargs
+    assert kwargs["table_name"] == "litellm_dailyenduserspend"
+    assert kwargs["entity_id_field"] == "end_user_id"
+    assert kwargs["entity_id"] == ["end-user-1", "end-user-2"]
+    assert kwargs["exclude_entity_ids"] == ["end-user-3"]
+    assert kwargs["start_date"] == "2024-01-01"
+    assert kwargs["end_date"] == "2024-01-31"
+    assert kwargs["model"] == "gpt-4"
+    assert kwargs["api_key"] == "test-key"
+    assert kwargs["page"] == 2
+    assert kwargs["page_size"] == 5
+
+    assert result is mocked_response
+
+
+@pytest.mark.asyncio
+async def test_get_customer_daily_activity_with_end_user_aliases(monkeypatch):
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints import customer_endpoints
+    from litellm.proxy.management_endpoints.customer_endpoints import (
+        get_customer_daily_activity,
+    )
+
+    mock_prisma_client = AsyncMock()
+    mock_end_user1 = MagicMock()
+    mock_end_user1.user_id = "end-user-1"
+    mock_end_user1.alias = "Customer One"
+    mock_end_user2 = MagicMock()
+    mock_end_user2.user_id = "end-user-2"
+    mock_end_user2.alias = "Customer Two"
+    
+    mock_prisma_client.db.litellm_endusertable.find_many = AsyncMock(
+        return_value=[mock_end_user1, mock_end_user2]
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    mocked_response = MagicMock(name="SpendAnalyticsPaginatedResponse")
+    get_daily_activity_mock = AsyncMock(return_value=mocked_response)
+    monkeypatch.setattr(
+        customer_endpoints, "get_daily_activity", get_daily_activity_mock
+    )
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin1")
+    await get_customer_daily_activity(
+        end_user_ids="end-user-1,end-user-2",
+        start_date="2024-01-01",
+        end_date="2024-01-31",
+        model=None,
+        api_key=None,
+        page=1,
+        page_size=10,
+        exclude_end_user_ids=None,
+        user_api_key_dict=auth,
+    )
+
+    kwargs = get_daily_activity_mock.call_args.kwargs
+    assert kwargs["entity_metadata_field"] == {
+        "end-user-1": {"alias": "Customer One"},
+        "end-user-2": {"alias": "Customer Two"},
+    }

From 5439f03bfcb74175633cf57a3d9b75af3854fbd6 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 12:56:43 -0800
Subject: [PATCH 035/178] =?UTF-8?q?bump:=20version=200.4.9=20=E2=86=92=200?=
 =?UTF-8?q?.4.10?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 litellm-proxy-extras/pyproject.toml | 4 ++--
 pyproject.toml                      | 2 +-
 requirements.txt                    | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 6bc576e4f3d..cc8a92b9c67 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm-proxy-extras"
-version = "0.4.9"
+version = "0.4.10"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 authors = ["BerriAI"]
 readme = "README.md"
@@ -22,7 +22,7 @@ requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "0.4.9"
+version = "0.4.10"
 version_files = [
     "pyproject.toml:version",
     "../requirements.txt:litellm-proxy-extras==",
diff --git a/pyproject.toml b/pyproject.toml
index 81e31a5ea81..da31bc9d8ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,7 @@ websockets = {version = "^15.0.1", optional = true}
 boto3 = {version = "1.36.0", optional = true}
 redisvl = {version = "^0.4.1", optional = true, markers = "python_version >= '3.9' and python_version < '3.14'"}
 mcp = {version = "^1.21.2", optional = true, python = ">=3.10"}
-litellm-proxy-extras = {version = "0.4.9", optional = true}
+litellm-proxy-extras = {version = "0.4.10", optional = true}
 rich = {version = "13.7.1", optional = true}
 litellm-enterprise = {version = "0.1.22", optional = true}
 diskcache = {version = "^5.6.1", optional = true}
diff --git a/requirements.txt b/requirements.txt
index b61428588d7..ac1eba2f4c4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -44,7 +44,7 @@ sentry_sdk==2.21.0 # for sentry error handling
 detect-secrets==1.5.0 # Enterprise - secret detection / masking in LLM requests
 cryptography==44.0.1
 tzdata==2025.1 # IANA time zone database
-litellm-proxy-extras==0.4.9 # for proxy extras - e.g. prisma migrations
+litellm-proxy-extras==0.4.10 # for proxy extras - e.g. prisma migrations
 ### LITELLM PACKAGE DEPENDENCIES
 python-dotenv==1.0.1 # for env
 tiktoken==0.8.0 # for calculating usage

From 183437795042392776c3ef6e8c798cfeafebb9c7 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 12:57:06 -0800
Subject: [PATCH 036/178] Adding migration

---
 .../migration.sql                             | 42 +++++++++++++++++++
 1 file changed, 42 insertions(+)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql
new file mode 100644
index 00000000000..c4234785c54
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251204124859_add_end_user_spend_table/migration.sql
@@ -0,0 +1,42 @@
+-- CreateTable
+CREATE TABLE "LiteLLM_DailyEndUserSpend" (
+    "id" TEXT NOT NULL,
+    "end_user_id" TEXT,
+    "date" TEXT NOT NULL,
+    "api_key" TEXT NOT NULL,
+    "model" TEXT,
+    "model_group" TEXT,
+    "custom_llm_provider" TEXT,
+    "mcp_namespaced_tool_name" TEXT,
+    "prompt_tokens" BIGINT NOT NULL DEFAULT 0,
+    "completion_tokens" BIGINT NOT NULL DEFAULT 0,
+    "cache_read_input_tokens" BIGINT NOT NULL DEFAULT 0,
+    "cache_creation_input_tokens" BIGINT NOT NULL DEFAULT 0,
+    "spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0,
+    "api_requests" BIGINT NOT NULL DEFAULT 0,
+    "successful_requests" BIGINT NOT NULL DEFAULT 0,
+    "failed_requests" BIGINT NOT NULL DEFAULT 0,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL,
+
+    CONSTRAINT "LiteLLM_DailyEndUserSpend_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateIndex
+CREATE INDEX "LiteLLM_DailyEndUserSpend_date_idx" ON "LiteLLM_DailyEndUserSpend"("date");
+
+-- CreateIndex
+CREATE INDEX "LiteLLM_DailyEndUserSpend_end_user_id_idx" ON "LiteLLM_DailyEndUserSpend"("end_user_id");
+
+-- CreateIndex
+CREATE INDEX "LiteLLM_DailyEndUserSpend_api_key_idx" ON "LiteLLM_DailyEndUserSpend"("api_key");
+
+-- CreateIndex
+CREATE INDEX "LiteLLM_DailyEndUserSpend_model_idx" ON "LiteLLM_DailyEndUserSpend"("model");
+
+-- CreateIndex
+CREATE INDEX "LiteLLM_DailyEndUserSpend_mcp_namespaced_tool_name_idx" ON "LiteLLM_DailyEndUserSpend"("mcp_namespaced_tool_name");
+
+-- CreateIndex
+CREATE UNIQUE INDEX "LiteLLM_DailyEndUserSpend_end_user_id_date_api_key_model_cu_key" ON "LiteLLM_DailyEndUserSpend"("end_user_id", "date", "api_key", "model", "custom_llm_provider", "mcp_namespaced_tool_name");
+

From b12ccb1a7acb21567f46e3b149651bf13fb6502a Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 13:11:20 -0800
Subject: [PATCH 037/178] Publish proxy extras

---
 ...litellm_proxy_extras-0.4.10-py3-none-any.whl | Bin 0 -> 40415 bytes
 .../dist/litellm_proxy_extras-0.4.10.tar.gz     | Bin 0 -> 18851 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl
 create mode 100644 litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz

diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10-py3-none-any.whl
new file mode 100644
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diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.10.tar.gz
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From 5a2e89a49ef3b104f55412956a7b8a74a0bbdee8 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 15:13:17 -0800
Subject: [PATCH 038/178] Customer Usage UI

---
 .../hooks/customers/useCustomers.ts           | 41 +++++++++++++++++
 .../EntityUsageExport/ExportTypeSelector.tsx  |  4 +-
 .../EntityUsageExport/UsageExportHeader.tsx   |  2 +-
 .../src/components/EntityUsageExport/types.ts |  3 +-
 .../src/components/EntityUsageExport/utils.ts |  8 ++--
 .../src/components/entity_usage.test.tsx      | 19 ++++++++
 .../src/components/entity_usage.tsx           | 19 +++++++-
 .../src/components/networking.tsx             | 21 ++++++++-
 .../src/components/new_usage.test.tsx         | 46 +++++++++++++++++++
 .../src/components/new_usage.tsx              | 22 ++++++++-
 10 files changed, 173 insertions(+), 12 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts
new file mode 100644
index 00000000000..10cbedc04d3
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts
@@ -0,0 +1,41 @@
+import { allEndUsersCall } from "@/components/networking";
+import { useQuery } from "@tanstack/react-query";
+import { createQueryKeys } from "../common/queryKeysFactory";
+import { all_admin_roles } from "@/utils/roles";
+
+const customersKeys = createQueryKeys("customers");
+
+export interface Customer {
+  user_id: string;
+  alias?: string | null;
+  spend: number;
+  blocked: boolean;
+  allowed_model_region?: string | null;
+  default_model?: string | null;
+  budget_id?: string | null;
+  litellm_budget_table?: {
+    budget_id: string;
+    max_budget?: number | null;
+    soft_budget?: number | null;
+    max_parallel_requests?: number | null;
+    tpm_limit?: number | null;
+    rpm_limit?: number | null;
+    model_max_budget?: Record<string, unknown> | null;
+    budget_duration?: string | null;
+    budget_reset_at?: string | null;
+    created_at: string;
+    created_by: string;
+    updated_at: string;
+    updated_by: string;
+  } | null;
+}
+
+export type CustomersResponse = Customer[];
+
+export const useCustomers = (accessToken: string | null, userRole: string | null) => {
+  return useQuery<CustomersResponse>({
+    queryKey: customersKeys.list({}),
+    queryFn: async () => await allEndUsersCall(accessToken!),
+    enabled: Boolean(accessToken) && all_admin_roles.includes(userRole || ""),
+  });
+};
diff --git a/ui/litellm-dashboard/src/components/EntityUsageExport/ExportTypeSelector.tsx b/ui/litellm-dashboard/src/components/EntityUsageExport/ExportTypeSelector.tsx
index 43e6f986dfb..17a833deacb 100644
--- a/ui/litellm-dashboard/src/components/EntityUsageExport/ExportTypeSelector.tsx
+++ b/ui/litellm-dashboard/src/components/EntityUsageExport/ExportTypeSelector.tsx
@@ -1,11 +1,11 @@
 import React from "react";
 import { Radio } from "antd";
-import type { ExportScope } from "./types";
+import type { ExportScope, EntityType } from "./types";
 
 interface ExportTypeSelectorProps {
   value: ExportScope;
   onChange: (value: ExportScope) => void;
-  entityType: "tag" | "team" | "organization";
+  entityType: EntityType;
 }
 
 const ExportTypeSelector: React.FC<ExportTypeSelectorProps> = ({ value, onChange, entityType }) => {
diff --git a/ui/litellm-dashboard/src/components/EntityUsageExport/UsageExportHeader.tsx b/ui/litellm-dashboard/src/components/EntityUsageExport/UsageExportHeader.tsx
index 3547d65379e..e326183d880 100644
--- a/ui/litellm-dashboard/src/components/EntityUsageExport/UsageExportHeader.tsx
+++ b/ui/litellm-dashboard/src/components/EntityUsageExport/UsageExportHeader.tsx
@@ -7,7 +7,7 @@ import type { EntitySpendData } from "./types";
 
 interface UsageExportHeaderProps {
   dateValue: DateRangePickerValue;
-  entityType: "tag" | "team" | "organization";
+  entityType: "tag" | "team" | "organization" | "customer";
   spendData: EntitySpendData;
   // Optional filter props
   showFilters?: boolean;
diff --git a/ui/litellm-dashboard/src/components/EntityUsageExport/types.ts b/ui/litellm-dashboard/src/components/EntityUsageExport/types.ts
index ea11701f7ee..ded2731c945 100644
--- a/ui/litellm-dashboard/src/components/EntityUsageExport/types.ts
+++ b/ui/litellm-dashboard/src/components/EntityUsageExport/types.ts
@@ -2,6 +2,7 @@ import type { DateRangePickerValue } from "@tremor/react";
 
 export type ExportFormat = "csv" | "json";
 export type ExportScope = "daily" | "daily_with_models";
+export type EntityType = "tag" | "team" | "organization" | "customer";
 
 export interface EntitySpendData {
   results: any[];
@@ -17,7 +18,7 @@ export interface EntitySpendData {
 export interface EntityUsageExportModalProps {
   isOpen: boolean;
   onClose: () => void;
-  entityType: "tag" | "team" | "organization";
+  entityType: EntityType;
   spendData: EntitySpendData;
   dateRange: DateRangePickerValue;
   selectedFilters: string[];
diff --git a/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts b/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
index 1327e158a6e..c93155feb23 100644
--- a/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
+++ b/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
@@ -1,6 +1,6 @@
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import Papa from "papaparse";
-import type { EntitySpendData, EntityBreakdown, ExportMetadata, ExportScope } from "./types";
+import type { EntitySpendData, EntityBreakdown, ExportMetadata, ExportScope, EntityType } from "./types";
 import type { DateRangePickerValue } from "@tremor/react";
 
 export const getEntityBreakdown = (spendData: EntitySpendData): EntityBreakdown[] => {
@@ -139,7 +139,7 @@ export const generateExportData = (
 };
 
 export const generateMetadata = (
-  entityType: "tag" | "team" | "organization",
+  entityType: EntityType,
   dateRange: DateRangePickerValue,
   selectedFilters: string[],
   exportScope: ExportScope,
@@ -166,7 +166,7 @@ export const handleExportCSV = (
   spendData: EntitySpendData,
   exportScope: ExportScope,
   entityLabel: string,
-  entityType: "tag" | "team" | "organization",
+  entityType: EntityType,
 ): void => {
   const data = generateExportData(spendData, exportScope, entityLabel);
   const csv = Papa.unparse(data);
@@ -186,7 +186,7 @@ export const handleExportJSON = (
   spendData: EntitySpendData,
   exportScope: ExportScope,
   entityLabel: string,
-  entityType: "tag" | "team" | "organization",
+  entityType: EntityType,
   dateRange: DateRangePickerValue,
   selectedFilters: string[],
 ): void => {
diff --git a/ui/litellm-dashboard/src/components/entity_usage.test.tsx b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
index 17016b6479d..2c070427ead 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
@@ -18,6 +18,7 @@ vi.mock("./networking", () => ({
   tagDailyActivityCall: vi.fn(),
   teamDailyActivityCall: vi.fn(),
   organizationDailyActivityCall: vi.fn(),
+  customerDailyActivityCall: vi.fn(),
 }));
 
 // Mock the child components to simplify testing
@@ -42,6 +43,7 @@ describe("EntityUsage", () => {
   const mockTagDailyActivityCall = vi.mocked(networking.tagDailyActivityCall);
   const mockTeamDailyActivityCall = vi.mocked(networking.teamDailyActivityCall);
   const mockOrganizationDailyActivityCall = vi.mocked(networking.organizationDailyActivityCall);
+  const mockCustomerDailyActivityCall = vi.mocked(networking.customerDailyActivityCall);
 
   const mockSpendData = {
     results: [
@@ -128,9 +130,11 @@ describe("EntityUsage", () => {
     mockTagDailyActivityCall.mockClear();
     mockTeamDailyActivityCall.mockClear();
     mockOrganizationDailyActivityCall.mockClear();
+    mockCustomerDailyActivityCall.mockClear();
     mockTagDailyActivityCall.mockResolvedValue(mockSpendData);
     mockTeamDailyActivityCall.mockResolvedValue(mockSpendData);
     mockOrganizationDailyActivityCall.mockResolvedValue(mockSpendData);
+    mockCustomerDailyActivityCall.mockResolvedValue(mockSpendData);
   });
 
   it("should render with tag entity type and display spend metrics", async () => {
@@ -182,6 +186,21 @@ describe("EntityUsage", () => {
     });
   });
 
+  it("should render with customer entity type and call customer API", async () => {
+    render(<EntityUsage {...defaultProps} entityType="customer" />);
+
+    await waitFor(() => {
+      expect(mockCustomerDailyActivityCall).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Customer Spend Overview")).toBeInTheDocument();
+
+    await waitFor(() => {
+      const spendElements = screen.getAllByText("$100.50");
+      expect(spendElements.length).toBeGreaterThan(0);
+    });
+  });
+
   it("should switch between tabs", async () => {
     render(<EntityUsage {...defaultProps} />);
 
diff --git a/ui/litellm-dashboard/src/components/entity_usage.tsx b/ui/litellm-dashboard/src/components/entity_usage.tsx
index 501eac7124b..ca30ded9494 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.tsx
@@ -23,12 +23,18 @@ import {
 } from "@tremor/react";
 import { ActivityMetrics, processActivityData } from "./activity_metrics";
 import { DailyData, BreakdownMetrics, KeyMetricWithMetadata, EntityMetricWithMetadata, TagUsage } from "./usage/types";
-import { organizationDailyActivityCall, tagDailyActivityCall, teamDailyActivityCall } from "./networking";
+import {
+  organizationDailyActivityCall,
+  tagDailyActivityCall,
+  teamDailyActivityCall,
+  customerDailyActivityCall,
+} from "./networking";
 import TopKeyView from "./top_key_view";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { valueFormatterSpend } from "./usage/utils/value_formatters";
 import { getProviderLogoAndName } from "./provider_info_helpers";
 import { UsageExportHeader } from "./EntityUsageExport";
+import type { EntityType } from "./EntityUsageExport/types";
 import TopModelView from "./top_model_view";
 
 interface EntityMetrics {
@@ -68,7 +74,7 @@ export interface EntityList {
 
 interface EntityUsageProps {
   accessToken: string | null;
-  entityType: "tag" | "team" | "organization";
+  entityType: EntityType;
   entityId?: string | null;
   userID: string | null;
   userRole: string | null;
@@ -135,6 +141,15 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
         selectedTags.length > 0 ? selectedTags : null,
       );
       setSpendData(data);
+    } else if (entityType === "customer") {
+      const data = await customerDailyActivityCall(
+        accessToken,
+        startTime,
+        endTime,
+        1,
+        selectedTags.length > 0 ? selectedTags : null,
+      );
+      setSpendData(data);
     } else {
       throw new Error("Invalid entity type");
     }
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 0e45c0f3a91..4582a8a8e1d 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -1736,6 +1736,25 @@ export const organizationDailyActivityCall = async (
   });
 };
 
+export const customerDailyActivityCall = async (
+  accessToken: string,
+  startTime: Date,
+  endTime: Date,
+  page: number = 1,
+  customerIds: string[] | null = null,
+) => {
+  return fetchDailyActivity({
+    accessToken,
+    endpoint: "/customer/daily/activity",
+    startTime,
+    endTime,
+    page,
+    extraQueryParams: {
+      end_user_ids: customerIds,
+    },
+  });
+};
+
 export const getTotalSpendCall = async (accessToken: string) => {
   /**
    * Get all models on proxy
@@ -2511,7 +2530,7 @@ export const allEndUsersCall = async (accessToken: string) => {
     console.log(data);
     return data;
   } catch (error) {
-    console.error("Failed to create key:", error);
+    console.error("Failed to fetch end users:", error);
     throw error;
   }
 };
diff --git a/ui/litellm-dashboard/src/components/new_usage.test.tsx b/ui/litellm-dashboard/src/components/new_usage.test.tsx
index a06045137d7..aec07765e7e 100644
--- a/ui/litellm-dashboard/src/components/new_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/new_usage.test.tsx
@@ -3,6 +3,7 @@ import { describe, it, expect, vi, beforeEach, beforeAll } from "vitest";
 import NewUsagePage from "./new_usage";
 import type { Organization } from "./networking";
 import * as networking from "./networking";
+import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
 
 // Polyfill ResizeObserver for test environment
 beforeAll(() => {
@@ -53,9 +54,14 @@ vi.mock("./EntityUsageExport", () => ({
   default: () => <div>Entity Usage Export Modal</div>,
 }));
 
+vi.mock("@/app/(dashboard)/hooks/customers/useCustomers", () => ({
+  useCustomers: vi.fn(),
+}));
+
 describe("NewUsage", () => {
   const mockUserDailyActivityAggregatedCall = vi.mocked(networking.userDailyActivityAggregatedCall);
   const mockTagListCall = vi.mocked(networking.tagListCall);
+  const mockUseCustomers = vi.mocked(useCustomers);
 
   const mockSpendData = {
     results: [
@@ -174,6 +180,19 @@ describe("NewUsage", () => {
     },
   ];
 
+  const mockCustomers = [
+    {
+      user_id: "customer-123",
+      alias: "Test Customer",
+      spend: 0,
+      blocked: false,
+      allowed_model_region: null,
+      default_model: null,
+      budget_id: null,
+      litellm_budget_table: null,
+    },
+  ];
+
   const defaultProps = {
     accessToken: "test-token",
     userRole: "Admin",
@@ -205,6 +224,11 @@ describe("NewUsage", () => {
     mockTagListCall.mockClear();
     mockUserDailyActivityAggregatedCall.mockResolvedValue(mockSpendData);
     mockTagListCall.mockResolvedValue({});
+    mockUseCustomers.mockReturnValue({
+      data: [],
+      isLoading: false,
+      error: null,
+    } as any);
   });
 
   it("should render and fetch usage data on mount", async () => {
@@ -289,4 +313,26 @@ describe("NewUsage", () => {
       expect(entityUsageElements.length).toBeGreaterThan(0);
     });
   });
+
+  it("should show customer usage tab for admins", async () => {
+    mockUseCustomers.mockReturnValue({
+      data: mockCustomers,
+      isLoading: false,
+      error: null,
+    } as any);
+
+    const { getByText, getAllByText } = render(<NewUsagePage {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
+    });
+
+    const customerTab = getByText("Customer Usage");
+    fireEvent.click(customerTab);
+
+    await waitFor(() => {
+      const entityUsageElements = getAllByText("Entity Usage");
+      expect(entityUsageElements.length).toBeGreaterThan(0);
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx
index a8d30885493..f9280ae2bf2 100644
--- a/ui/litellm-dashboard/src/components/new_usage.tsx
+++ b/ui/litellm-dashboard/src/components/new_usage.tsx
@@ -27,9 +27,10 @@ import {
   Text,
   Title,
 } from "@tremor/react";
-import React, { useCallback, useEffect, useMemo, useState } from "react";
 import { Alert } from "antd";
+import React, { useCallback, useEffect, useMemo, useState } from "react";
 
+import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { Button } from "@tremor/react";
 import { all_admin_roles } from "../utils/roles";
@@ -86,6 +87,7 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
   });
 
   const [allTags, setAllTags] = useState<EntityList[]>([]);
+  const { data: customers = [] } = useCustomers(accessToken, userRole);
   const [modelViewType, setModelViewType] = useState<"groups" | "individual">("groups");
   const [isCloudZeroModalOpen, setIsCloudZeroModalOpen] = useState(false);
   const [isGlobalExportModalOpen, setIsGlobalExportModalOpen] = useState(false);
@@ -430,6 +432,7 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
                   <Tab>Your Organization Usage</Tab>
                 )}
                 <Tab>Team Usage</Tab>
+                {all_admin_roles.includes(userRole || "") ? <Tab>Customer Usage</Tab> : <></>}
                 {all_admin_roles.includes(userRole || "") ? <Tab>Tag Usage</Tab> : <></>}
                 {all_admin_roles.includes(userRole || "") ? <Tab>User Agent Activity</Tab> : <></>}
               </TabList>
@@ -798,6 +801,23 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
                 />
               </TabPanel>
 
+              {/* Customer Usage Panel */}
+              <TabPanel>
+                <EntityUsage
+                  accessToken={accessToken}
+                  entityType="customer"
+                  userID={userID}
+                  userRole={userRole}
+                  entityList={
+                    customers?.map((customer) => ({
+                      label: customer.alias || customer.user_id,
+                      value: customer.user_id,
+                    })) || null
+                  }
+                  premiumUser={premiumUser}
+                  dateValue={dateValue}
+                />
+              </TabPanel>
               {/* Tag Usage Panel */}
               <TabPanel>
                 <EntityUsage

From dfe3124335fe7576af5a214d189fe99a768cf5cd Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Thu, 4 Dec 2025 16:34:59 -0800
Subject: [PATCH 039/178] UI new build

---
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 litellm/proxy/_experimental/out/virtual-keys.txt           | 6 +++---
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index 00000000000..07e77067441
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1518-4475f8385da5ac78.js b/litellm/proxy/_experimental/out/_next/static/chunks/1518-af5eabc2040f5a96.js
similarity index 65%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1518-4475f8385da5ac78.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1518-af5eabc2040f5a96.js
index 476fabcb02f..1a82a757ee1 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1518-4475f8385da5ac78.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1518-af5eabc2040f5a96.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js b/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js
deleted file mode 100644
index 15400abe793..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1674-de8248fbd0c554ba.js b/litellm/proxy/_experimental/out/_next/static/chunks/1674-de8248fbd0c554ba.js
deleted file mode 100644
index e8fa6e80e42..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1674-de8248fbd0c554ba.js
+++ /dev/null
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index 00000000000..6aae7a1e1e9
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1739-23e7361486c2cc74.js b/litellm/proxy/_experimental/out/_next/static/chunks/1739-1616f1e28b151332.js
similarity index 55%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1739-23e7361486c2cc74.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1739-1616f1e28b151332.js
index c1e1814d049..0a8b97880da 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1739-23e7361486c2cc74.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1739-1616f1e28b151332.js
@@ -1 +1 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2004-294ce010a90069b4.js b/litellm/proxy/_experimental/out/_next/static/chunks/2004-1eb16c345c0044ae.js
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rename to litellm/proxy/_experimental/out/_next/static/chunks/2004-1eb16c345c0044ae.js
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--- a/litellm/proxy/_experimental/out/_next/static/chunks/2004-294ce010a90069b4.js
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deleted file mode 100644
index dcfa3582f8b..00000000000
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new file mode 100644
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new file mode 100644
index 00000000000..9bfb3112851
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new file mode 100644
index 00000000000..d0085b0c417
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new file mode 100644
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similarity index 80%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8541-04c822145b2301f8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/4073-c83ea30de699cedc.js
index 42d2abebd51..df0ede750e0 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/4073-c83ea30de699cedc.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5096-d9222b69b30b3d56.js b/litellm/proxy/_experimental/out/_next/static/chunks/5096-d9222b69b30b3d56.js
deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5333-438ba079aae9630c.js b/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5333-438ba079aae9630c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
index 5e4051ca903..2a03ddfa5f9 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5333-438ba079aae9630c.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
@@ -1 +1 @@
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not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tE;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tE;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,x,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,o,"m",E).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,b,"f")}get aborted(){return en(this,v,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",k).call(this)}async finalText(){return await this.done(),en(this,o,"m",S).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",E).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,b=new WeakMap,v=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},M=function(){this.ended||et(this,l,void 0,"f")},E=function(e){if(this.ended)return;let t=en(this,o,"m",R).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tM(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},C=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},R=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tM(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tC={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tR={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tR&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tR[r.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tC[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tE.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=tv;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tP(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tP,tO.Files=tg;class tj extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tL{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,j.set(this,void 0),I.set(this,()=>{}),A.set(this,()=>{}),L.set(this,void 0),Z.set(this,()=>{}),T.set(this,()=>{}),N.set(this,{}),z.set(this,!1),$.set(this,!1),q.set(this,!1),D.set(this,!1),B.set(this,void 0),H.set(this,void 0),F.set(this,e=>{if(et(this,$,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,q,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,j,new Promise((e,t)=>{et(this,I,e,"f"),et(this,A,t,"f")}),"f"),et(this,L,new Promise((e,t)=>{et(this,Z,e,"f"),et(this,T,t,"f")}),"f"),en(this,j,"f").catch(()=>{}),en(this,L,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,H,"f")}async withResponse(){let e=await en(this,j,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tL;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,F,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,P,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,H,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,z,"f")}get errored(){return en(this,$,"f")}get aborted(){return en(this,q,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,D,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,D,!0,"f"),await en(this,L,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,z,"f"))return;"end"===e&&(et(this,z,!0,"f"),en(this,Z,"f").call(this));let n=en(this,N,"f")[e];if(n&&(en(this,N,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}[(O=new WeakMap,j=new WeakMap,I=new WeakMap,A=new WeakMap,L=new WeakMap,Z=new WeakMap,T=new WeakMap,N=new WeakMap,z=new WeakMap,$=new WeakMap,q=new WeakMap,D=new WeakMap,B=new WeakMap,H=new WeakMap,F=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tZ extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tb.fromResponse(t.response,t.controller))}}class tT extends tc{constructor(){super(...arguments),this.batches=new tZ(this._client)}create(e,t){e.model in tN&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tN[e.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tC[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tL.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tN={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tT.Batches=tZ;class tz extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let t$=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tq{constructor({baseURL:e=t$("ANTHROPIC_BASE_URL"),apiKey:t=t$("ANTHROPIC_API_KEY")??null,authToken:n=t$("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&eL())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tD.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eE(a.logLevel,"ClientOptions.logLevel",this)??eE(t$("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eH,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/630-f305780b75c36612.js b/litellm/proxy/_experimental/out/_next/static/chunks/630-84f939b9d5c498f8.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/630-f305780b75c36612.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/630-84f939b9d5c498f8.js
index 8fc423a056d..cb192eb2ea6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/630-f305780b75c36612.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/630-84f939b9d5c498f8.js
@@ -1 +1 @@
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similarity index 86%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6600-1c55511ad9da9e4d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6600-f6ef8cab1138b91c.js
index 20b7ecee0e7..4f8d7a7683d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6600-1c55511ad9da9e4d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6600-f6ef8cab1138b91c.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6843-98abf1271c25c6e0.js b/litellm/proxy/_experimental/out/_next/static/chunks/6843-98abf1271c25c6e0.js
deleted file mode 100644
index f13a0e243bf..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7155-459bc53437553b96.js b/litellm/proxy/_experimental/out/_next/static/chunks/7155-459bc53437553b96.js
deleted file mode 100644
index f079e752c84..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7155-459bc53437553b96.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2525-a7d77bb2600c3955.js b/litellm/proxy/_experimental/out/_next/static/chunks/7318-c50027425e9c9b90.js
similarity index 90%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2525-a7d77bb2600c3955.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7318-c50027425e9c9b90.js
index 689f3c5fdcd..b4ca84fc4f8 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2525-a7d77bb2600c3955.js
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H(e,l)},e.getIsSomeSelected=()=>{let{rowSelection:l}=t.getState();return"some"===D(e,l)},e.getIsAllSubRowsSelected=()=>{let{rowSelection:l}=t.getState();return"all"===D(e,l)},e.getCanSelect=()=>{var l;return"function"==typeof t.options.enableRowSelection?t.options.enableRowSelection(e):null==(l=t.options.enableRowSelection)||l},e.getCanSelectSubRows=()=>{var l;return"function"==typeof t.options.enableSubRowSelection?t.options.enableSubRowSelection(e):null==(l=t.options.enableSubRowSelection)||l},e.getCanMultiSelect=()=>{var l;return"function"==typeof t.options.enableMultiRowSelection?t.options.enableMultiRowSelection(e):null==(l=t.options.enableMultiRowSelection)||l},e.getToggleSelectedHandler=()=>{let t=e.getCanSelect();return l=>{var n;t&&e.toggleSelected(null==(n=l.target)?void 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H(e,l)},e.getIsSomeSelected=()=>{let{rowSelection:l}=t.getState();return"some"===D(e,l)},e.getIsAllSubRowsSelected=()=>{let{rowSelection:l}=t.getState();return"all"===D(e,l)},e.getCanSelect=()=>{var l;return"function"==typeof t.options.enableRowSelection?t.options.enableRowSelection(e):null==(l=t.options.enableRowSelection)||l},e.getCanSelectSubRows=()=>{var l;return"function"==typeof t.options.enableSubRowSelection?t.options.enableSubRowSelection(e):null==(l=t.options.enableSubRowSelection)||l},e.getCanMultiSelect=()=>{var l;return"function"==typeof t.options.enableMultiRowSelection?t.options.enableMultiRowSelection(e):null==(l=t.options.enableMultiRowSelection)||l},e.getToggleSelectedHandler=()=>{let t=e.getCanSelect();return l=>{var n;t&&e.toggleSelected(null==(n=l.target)?void 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deleted file mode 100644
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here",v=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),y=i.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),N={};o.length>0&&(N.tags=o),c.length>0&&(N.vector_stores=c),d.length>0&&(N.guardrails=d);let w=g||"your-model-name",A="azure"===x?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(_,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(_,'"\n)');switch(u){case s.KP.CHAT:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(v,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case s.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(v,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case s.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(l,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case s.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case s.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n	input="'.concat(l||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case s.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(l?',\n	prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case s.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(l||"Your text to convert to speech here",'",\n	voice="').concat(p,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(l||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var s,a,r,l;n.d(t,{KP:function(){return a},vf:function(){return o}}),(r=s||(s={})).AUDIO_SPEECH="audio_speech",r.AUDIO_TRANSCRIPTION="audio_transcription",r.IMAGE_GENERATION="image_generation",r.VIDEO_GENERATION="video_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDING="embedding",(l=a||(a={})).IMAGE="image",l.VIDEO="video",l.CHAT="chat",l.RESPONSES="responses",l.IMAGE_EDITS="image_edits",l.ANTHROPIC_MESSAGES="anthropic_messages",l.EMBEDDINGS="embeddings",l.SPEECH="speech",l.TRANSCRIPTION="transcription";let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},o=e=>{if(console.log("getEndpointType:",e),Object.values(s).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}},42673:function(e,t,n){var s,a;n.d(t,{Cl:function(){return s},bK:function(){return d},cd:function(){return i},dr:function(){return o},fK:function(){return r},ph:function(){return c}}),(a=s||(s={})).AIML="AI/ML API",a.Bedrock="Amazon Bedrock",a.Anthropic="Anthropic",a.AssemblyAI="AssemblyAI",a.SageMaker="AWS SageMaker",a.Azure="Azure",a.Azure_AI_Studio="Azure AI Foundry (Studio)",a.Cerebras="Cerebras",a.Cohere="Cohere",a.Dashscope="Dashscope",a.Databricks="Databricks (Qwen API)",a.DeepInfra="DeepInfra",a.Deepgram="Deepgram",a.Deepseek="Deepseek",a.ElevenLabs="ElevenLabs",a.FalAI="Fal AI",a.FireworksAI="Fireworks AI",a.Google_AI_Studio="Google AI Studio",a.GradientAI="GradientAI",a.Groq="Groq",a.Hosted_Vllm="vllm",a.Infinity="Infinity",a.JinaAI="Jina AI",a.MistralAI="Mistral AI",a.Ollama="Ollama",a.OpenAI="OpenAI",a.OpenAI_Compatible="OpenAI-Compatible Endpoints (Together AI, etc.)",a.OpenAI_Text="OpenAI Text Completion",a.OpenAI_Text_Compatible="OpenAI-Compatible Text Completion Models (Together AI, etc.)",a.Openrouter="Openrouter",a.Oracle="Oracle Cloud Infrastructure (OCI)",a.Perplexity="Perplexity",a.RunwayML="RunwayML",a.Sambanova="Sambanova",a.Snowflake="Snowflake",a.TogetherAI="TogetherAI",a.Triton="Triton",a.Vertex_AI="Vertex AI (Anthropic, Gemini, etc.)",a.VolcEngine="VolcEngine",a.Voyage="Voyage AI",a.xAI="xAI";let r={AIML:"aiml",OpenAI:"openai",OpenAI_Text:"text-completion-openai",Azure:"azure",Azure_AI_Studio:"azure_ai",Anthropic:"anthropic",Google_AI_Studio:"gemini",Bedrock:"bedrock",Groq:"groq",MistralAI:"mistral",Cohere:"cohere",OpenAI_Compatible:"openai",OpenAI_Text_Compatible:"text-completion-openai",Vertex_AI:"vertex_ai",Databricks:"databricks",Dashscope:"dashscope",xAI:"xai",Deepseek:"deepseek",Ollama:"ollama",AssemblyAI:"assemblyai",Cerebras:"cerebras",Sambanova:"sambanova",Perplexity:"perplexity",RunwayML:"runwayml",TogetherAI:"together_ai",Openrouter:"openrouter",Oracle:"oci",Snowflake:"snowflake",FireworksAI:"fireworks_ai",GradientAI:"gradient_ai",Triton:"triton",Deepgram:"deepgram",ElevenLabs:"elevenlabs",FalAI:"fal_ai",SageMaker:"sagemaker_chat",Voyage:"voyage",JinaAI:"jina_ai",VolcEngine:"volcengine",DeepInfra:"deepinfra",Hosted_Vllm:"hosted_vllm",Infinity:"infinity"},l="../ui/assets/logos/",i={"AI/ML API":"".concat(l,"aiml_api.svg"),Anthropic:"".concat(l,"anthropic.svg"),AssemblyAI:"".concat(l,"assemblyai_small.png"),Azure:"".concat(l,"microsoft_azure.svg"),"Azure AI Foundry (Studio)":"".concat(l,"microsoft_azure.svg"),"Amazon Bedrock":"".concat(l,"bedrock.svg"),"AWS SageMaker":"".concat(l,"bedrock.svg"),Cerebras:"".concat(l,"cerebras.svg"),Cohere:"".concat(l,"cohere.svg"),"Databricks (Qwen API)":"".concat(l,"databricks.svg"),Dashscope:"".concat(l,"dashscope.svg"),Deepseek:"".concat(l,"deepseek.svg"),"Fireworks AI":"".concat(l,"fireworks.svg"),Groq:"".concat(l,"groq.svg"),"Google AI Studio":"".concat(l,"google.svg"),vllm:"".concat(l,"vllm.png"),Infinity:"".concat(l,"infinity.png"),"Mistral AI":"".concat(l,"mistral.svg"),Ollama:"".concat(l,"ollama.svg"),OpenAI:"".concat(l,"openai_small.svg"),"OpenAI Text Completion":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Text Completion Models (Together AI, etc.)":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Endpoints (Together AI, etc.)":"".concat(l,"openai_small.svg"),Openrouter:"".concat(l,"openrouter.svg"),"Oracle Cloud Infrastructure (OCI)":"".concat(l,"oracle.svg"),Perplexity:"".concat(l,"perplexity-ai.svg"),RunwayML:"".concat(l,"runwayml.png"),Sambanova:"".concat(l,"sambanova.svg"),Snowflake:"".concat(l,"snowflake.svg"),TogetherAI:"".concat(l,"togetherai.svg"),"Vertex AI (Anthropic, Gemini, etc.)":"".concat(l,"google.svg"),xAI:"".concat(l,"xai.svg"),GradientAI:"".concat(l,"gradientai.svg"),Triton:"".concat(l,"nvidia_triton.png"),Deepgram:"".concat(l,"deepgram.png"),ElevenLabs:"".concat(l,"elevenlabs.png"),"Fal AI":"".concat(l,"fal_ai.jpg"),"Voyage AI":"".concat(l,"voyage.webp"),"Jina AI":"".concat(l,"jina.png"),VolcEngine:"".concat(l,"volcengine.png"),DeepInfra:"".concat(l,"deepinfra.png")},o=e=>{if(!e)return{logo:"",displayName:"-"};if("gemini"===e.toLowerCase()){let e="Google AI Studio";return{logo:i[e],displayName:e}}let 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base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(v,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(v,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(l,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n	input="'.concat(l||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(l?',\n	prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(l||"Your text to convert to speech here",'",\n	voice="').concat(p,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(l||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var a,s,r,l;n.d(t,{KP:function(){return s},vf:function(){return o}}),(r=a||(a={})).AUDIO_SPEECH="audio_speech",r.AUDIO_TRANSCRIPTION="audio_transcription",r.IMAGE_GENERATION="image_generation",r.VIDEO_GENERATION="video_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDING="embedding",(l=s||(s={})).IMAGE="image",l.VIDEO="video",l.CHAT="chat",l.RESPONSES="responses",l.IMAGE_EDITS="image_edits",l.ANTHROPIC_MESSAGES="anthropic_messages",l.EMBEDDINGS="embeddings",l.SPEECH="speech",l.TRANSCRIPTION="transcription",l.A2A_AGENTS="a2a_agents";let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},o=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}},42673:function(e,t,n){var a,s;n.d(t,{Cl:function(){return a},bK:function(){return d},cd:function(){return i},dr:function(){return o},fK:function(){return r},ph:function(){return c}}),(s=a||(a={})).A2A_Agent="A2A Agent",s.AIML="AI/ML API",s.Bedrock="Amazon Bedrock",s.Anthropic="Anthropic",s.AssemblyAI="AssemblyAI",s.SageMaker="AWS SageMaker",s.Azure="Azure",s.Azure_AI_Studio="Azure AI Foundry (Studio)",s.Cerebras="Cerebras",s.Cohere="Cohere",s.Dashscope="Dashscope",s.Databricks="Databricks (Qwen API)",s.DeepInfra="DeepInfra",s.Deepgram="Deepgram",s.Deepseek="Deepseek",s.ElevenLabs="ElevenLabs",s.FalAI="Fal AI",s.FireworksAI="Fireworks AI",s.Google_AI_Studio="Google AI Studio",s.GradientAI="GradientAI",s.Groq="Groq",s.Hosted_Vllm="vllm",s.Infinity="Infinity",s.JinaAI="Jina AI",s.MistralAI="Mistral AI",s.Ollama="Ollama",s.OpenAI="OpenAI",s.OpenAI_Compatible="OpenAI-Compatible Endpoints (Together AI, etc.)",s.OpenAI_Text="OpenAI Text Completion",s.OpenAI_Text_Compatible="OpenAI-Compatible Text Completion Models (Together AI, etc.)",s.Openrouter="Openrouter",s.Oracle="Oracle Cloud Infrastructure (OCI)",s.Perplexity="Perplexity",s.RunwayML="RunwayML",s.Sambanova="Sambanova",s.Snowflake="Snowflake",s.TogetherAI="TogetherAI",s.Triton="Triton",s.Vertex_AI="Vertex AI (Anthropic, Gemini, etc.)",s.VolcEngine="VolcEngine",s.Voyage="Voyage AI",s.xAI="xAI";let r={A2A_Agent:"a2a_agent",AIML:"aiml",OpenAI:"openai",OpenAI_Text:"text-completion-openai",Azure:"azure",Azure_AI_Studio:"azure_ai",Anthropic:"anthropic",Google_AI_Studio:"gemini",Bedrock:"bedrock",Groq:"groq",MistralAI:"mistral",Cohere:"cohere",OpenAI_Compatible:"openai",OpenAI_Text_Compatible:"text-completion-openai",Vertex_AI:"vertex_ai",Databricks:"databricks",Dashscope:"dashscope",xAI:"xai",Deepseek:"deepseek",Ollama:"ollama",AssemblyAI:"assemblyai",Cerebras:"cerebras",Sambanova:"sambanova",Perplexity:"perplexity",RunwayML:"runwayml",TogetherAI:"together_ai",Openrouter:"openrouter",Oracle:"oci",Snowflake:"snowflake",FireworksAI:"fireworks_ai",GradientAI:"gradient_ai",Triton:"triton",Deepgram:"deepgram",ElevenLabs:"elevenlabs",FalAI:"fal_ai",SageMaker:"sagemaker_chat",Voyage:"voyage",JinaAI:"jina_ai",VolcEngine:"volcengine",DeepInfra:"deepinfra",Hosted_Vllm:"hosted_vllm",Infinity:"infinity"},l="../ui/assets/logos/",i={"A2A Agent":"".concat(l,"a2a_agent.png"),"AI/ML API":"".concat(l,"aiml_api.svg"),Anthropic:"".concat(l,"anthropic.svg"),AssemblyAI:"".concat(l,"assemblyai_small.png"),Azure:"".concat(l,"microsoft_azure.svg"),"Azure AI Foundry (Studio)":"".concat(l,"microsoft_azure.svg"),"Amazon Bedrock":"".concat(l,"bedrock.svg"),"AWS SageMaker":"".concat(l,"bedrock.svg"),Cerebras:"".concat(l,"cerebras.svg"),Cohere:"".concat(l,"cohere.svg"),"Databricks (Qwen API)":"".concat(l,"databricks.svg"),Dashscope:"".concat(l,"dashscope.svg"),Deepseek:"".concat(l,"deepseek.svg"),"Fireworks AI":"".concat(l,"fireworks.svg"),Groq:"".concat(l,"groq.svg"),"Google AI Studio":"".concat(l,"google.svg"),vllm:"".concat(l,"vllm.png"),Infinity:"".concat(l,"infinity.png"),"Mistral AI":"".concat(l,"mistral.svg"),Ollama:"".concat(l,"ollama.svg"),OpenAI:"".concat(l,"openai_small.svg"),"OpenAI Text Completion":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Text Completion Models (Together AI, etc.)":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Endpoints (Together AI, etc.)":"".concat(l,"openai_small.svg"),Openrouter:"".concat(l,"openrouter.svg"),"Oracle Cloud Infrastructure (OCI)":"".concat(l,"oracle.svg"),Perplexity:"".concat(l,"perplexity-ai.svg"),RunwayML:"".concat(l,"runwayml.png"),Sambanova:"".concat(l,"sambanova.svg"),Snowflake:"".concat(l,"snowflake.svg"),TogetherAI:"".concat(l,"togetherai.svg"),"Vertex AI (Anthropic, Gemini, etc.)":"".concat(l,"google.svg"),xAI:"".concat(l,"xai.svg"),GradientAI:"".concat(l,"gradientai.svg"),Triton:"".concat(l,"nvidia_triton.png"),Deepgram:"".concat(l,"deepgram.png"),ElevenLabs:"".concat(l,"elevenlabs.png"),"Fal AI":"".concat(l,"fal_ai.jpg"),"Voyage AI":"".concat(l,"voyage.webp"),"Jina AI":"".concat(l,"jina.png"),VolcEngine:"".concat(l,"volcengine.png"),DeepInfra:"".concat(l,"deepinfra.png")},o=e=>{if(!e)return{logo:"",displayName:"-"};if("gemini"===e.toLowerCase()){let e="Google AI Studio";return{logo:i[e],displayName:e}}let t=Object.keys(r).find(t=>r[t].toLowerCase()===e.toLowerCase());if(!t)return{logo:"",displayName:e};let n=a[t];return{logo:i[n],displayName:n}},c=e=>{if("AI/ML API"===e)return"aiml/flux-pro/v1.1";if("Vertex AI (Anthropic, Gemini, etc.)"===e)return"gemini-pro";if("Anthropic"==e||"Amazon Bedrock"==e)return"claude-3-opus";if("AWS SageMaker"==e)return"sagemaker/jumpstart-dft-meta-textgeneration-llama-2-7b";if("Google AI Studio"==e)return"gemini-pro";if("Azure AI Foundry (Studio)"==e)return"azure_ai/command-r-plus";else if("Azure"==e)return"my-deployment";else if("Oracle Cloud Infrastructure (OCI)"==e)return"oci/xai.grok-4";else if("Snowflake"==e)return"snowflake/mistral-7b";else if("Voyage AI"==e)return"voyage/";else if("Jina AI"==e)return"jina_ai/";else if("VolcEngine"==e)return"volcengine/<any-model-on-volcengine>";else if("DeepInfra"==e)return"deepinfra/<any-model-on-deepinfra>";else if("Fal AI"==e)return"fal_ai/fal-ai/flux-pro/v1.1-ultra";else if("RunwayML"==e)return"runwayml/gen4_turbo";else return"gpt-3.5-turbo"},d=(e,t)=>{console.log("Provider key: ".concat(e));let n=r[e];console.log("Provider mapped to: ".concat(n));let a=[];return e&&"object"==typeof t&&(Object.entries(t).forEach(e=>{let[t,s]=e;null!==s&&"object"==typeof s&&"litellm_provider"in s&&(s.litellm_provider===n||s.litellm_provider.includes(n))&&a.push(t)}),"Cohere"==e&&(console.log("Adding cohere chat models"),Object.entries(t).forEach(e=>{let[t,n]=e;null!==n&&"object"==typeof n&&"litellm_provider"in n&&"cohere_chat"===n.litellm_provider&&a.push(t)})),"AWS SageMaker"==e&&(console.log("Adding sagemaker chat models"),Object.entries(t).forEach(e=>{let[t,n]=e;null!==n&&"object"==typeof n&&"litellm_provider"in n&&"sagemaker_chat"===n.litellm_provider&&a.push(t)}))),a}},87526:function(e,t,n){n.d(t,{Z:function(){return C}});var 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/773-b02e89f4d1193982.js b/litellm/proxy/_experimental/out/_next/static/chunks/773-ff02700a337e55b2.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7906-1b1cdd8da2773bb2.js b/litellm/proxy/_experimental/out/_next/static/chunks/7906-ff470037aad6df61.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7906-1b1cdd8da2773bb2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7906-ff470037aad6df61.js
index 7b5d0fdca13..342acb0398a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7906-1b1cdd8da2773bb2.js
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8093-a70cb8468c3bacb1.js b/litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8093-a70cb8468c3bacb1.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js
index c46d30ad04b..87b6214b023 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8093-a70cb8468c3bacb1.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js
@@ -1 +1 @@
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new file mode 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8135-269532e44b9e1cc0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js b/litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js
index 9e0c96a2463..3abb45800b5 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8524-8f4aa1548d36fa46.js b/litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8524-8f4aa1548d36fa46.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js
index 7682b4fbe92..c6b03656c47 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8524-8f4aa1548d36fa46.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js
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not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tE;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tE;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,x,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,o,"m",E).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,b,"f")}get aborted(){return en(this,v,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",k).call(this)}async finalText(){return await this.done(),en(this,o,"m",S).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",E).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,b=new WeakMap,v=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},M=function(){this.ended||et(this,l,void 0,"f")},E=function(e){if(this.ended)return;let t=en(this,o,"m",R).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tM(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},C=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},R=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tM(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tC={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tR={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tR&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tR[r.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tC[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tE.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=tv;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tP(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tP,tO.Files=tg;class tj extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tL{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,j.set(this,void 0),I.set(this,()=>{}),A.set(this,()=>{}),L.set(this,void 0),T.set(this,()=>{}),Z.set(this,()=>{}),N.set(this,{}),$.set(this,!1),q.set(this,!1),D.set(this,!1),z.set(this,!1),B.set(this,void 0),H.set(this,void 0),F.set(this,e=>{if(et(this,q,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,D,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,j,new Promise((e,t)=>{et(this,I,e,"f"),et(this,A,t,"f")}),"f"),et(this,L,new Promise((e,t)=>{et(this,T,e,"f"),et(this,Z,t,"f")}),"f"),en(this,j,"f").catch(()=>{}),en(this,L,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,H,"f")}async withResponse(){let e=await en(this,j,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tL;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,F,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,P,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,H,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,$,"f")}get errored(){return en(this,q,"f")}get aborted(){return en(this,D,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,z,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,z,!0,"f"),await en(this,L,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,$,"f"))return;"end"===e&&(et(this,$,!0,"f"),en(this,T,"f").call(this));let n=en(this,N,"f")[e];if(n&&(en(this,N,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,z,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,Z,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,z,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,Z,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}[(O=new WeakMap,j=new WeakMap,I=new WeakMap,A=new WeakMap,L=new WeakMap,T=new WeakMap,Z=new WeakMap,N=new WeakMap,$=new WeakMap,q=new WeakMap,D=new WeakMap,z=new WeakMap,B=new WeakMap,H=new WeakMap,F=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tT extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tb.fromResponse(t.response,t.controller))}}class tZ extends tc{constructor(){super(...arguments),this.batches=new tT(this._client)}create(e,t){e.model in tN&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tN[e.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tC[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tL.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tN={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tZ.Batches=tT;class t$ extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let tq=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tD{constructor({baseURL:e=tq("ANTHROPIC_BASE_URL"),apiKey:t=tq("ANTHROPIC_API_KEY")??null,authToken:n=tq("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&eL())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tz.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eE(a.logLevel,"ClientOptions.logLevel",this)??eE(tq("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eH,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9798-a47f1a4423863a8a.js b/litellm/proxy/_experimental/out/_next/static/chunks/8650-bdc42de3748f9feb.js
similarity index 62%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9798-a47f1a4423863a8a.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8650-bdc42de3748f9feb.js
index 644c3b73538..396357d3fed 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9798-a47f1a4423863a8a.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8650-bdc42de3748f9feb.js
@@ -1 +1 @@
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deleted file mode 100644
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similarity index 99%
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rename to litellm/proxy/_experimental/out/_next/static/chunks/9111-12f794ec35b5648b.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5170-eddf033da66a3d25.js b/litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js
similarity index 57%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5170-eddf033da66a3d25.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js
index 1d233a83f8c..5eaf762deca 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5170-eddf033da66a3d25.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-29593a3a38ff72cd.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-f4b21704c11c2d9d.js
similarity index 93%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-29593a3a38ff72cd.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-f4b21704c11c2d9d.js
index 6c7b4993e41..b67e8730fd6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-29593a3a38ff72cd.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-392368af0265ebf3.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-670a9deb6340686a.js
similarity index 92%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-392368af0265ebf3.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-670a9deb6340686a.js
index cfcc3ee8781..f2cccdf8737 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-392368af0265ebf3.js
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rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/layout-a0258e2243643336.js
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index 2de7670c62f..b6393670a81 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/layout-a0258e2243643336.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-f66c8c75efc80fa3.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-896105d02e58444f.js
similarity index 85%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-f66c8c75efc80fa3.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-896105d02e58444f.js
index 40db53efd2a..1817c4c1a21 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-f66c8c75efc80fa3.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-896105d02e58444f.js
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(x,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(I,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=E.length>0?E:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(x,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(x,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(I,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(x,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(x,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(x,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(x,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(x,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return p}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},p=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:p,placeholder:l="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(p){g(!0);try{let e=await (0,r.vectorStoreListCall)(p);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[p]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:l,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[475,9409,7187,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,766,8568,9984,8049,5572,1518,2971,2117,1744],function(){return e(e.s=13118)}),_N_E=e.O()}]);
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(x,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(x,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(x,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(x,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(x,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(x,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(x,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(x,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return p}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},p=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:p,placeholder:l="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(p){g(!0);try{let e=await (0,r.vectorStoreListCall)(p);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[p]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:l,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,9984,8049,9566,1518,2971,2117,1744],function(){return e(e.s=49568)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-b14017f2434341b6.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-b14017f2434341b6.js
deleted file mode 100644
index 296c2a0c08b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-b14017f2434341b6.js
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similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-e723d4c81fc7d9a9.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-4dd219948b528c92.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-fbfae949bb4fca35.js
similarity index 90%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-4dd219948b528c92.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-fbfae949bb4fca35.js
index 92e95f2db20..3131be2c1c1 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-4dd219948b528c92.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-fbfae949bb4fca35.js
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openai.AzureOpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(b,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(b,'"\n)');switch(d){case a.KP.CHAT:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(m,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:c=!1}=e,[u,m]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:u.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:c})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[475,9409,7187,8135,2409,353,1994,8565,3709,5319,7906,816,7271,766,8568,8049,5572,2971,2117,1744],function(){return e(e.s=80893)}),_N_E=e.O()}]);
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encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(m,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:c=!1}=e,[u,m]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:u.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:c})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,8049,9566,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-4a1119ecd30d2b39.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-1f13af87ed0f771a.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-4a1119ecd30d2b39.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-1f13af87ed0f771a.js
index 49bd42e3929..f38fa7cf5d0 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-4a1119ecd30d2b39.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-1f13af87ed0f771a.js
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new file mode 100644
index 00000000000..bee4ba5571b
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/main-cefebbba2af77d3d.js b/litellm/proxy/_experimental/out/_next/static/chunks/main-598d78e71630173a.js
similarity index 67%
rename from litellm/proxy/_experimental/out/_next/static/chunks/main-cefebbba2af77d3d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/main-598d78e71630173a.js
index 09e17a282e4..32c718d58f4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/main-cefebbba2af77d3d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/main-598d78e71630173a.js
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diff --git a/litellm/proxy/_experimental/out/experimental/old-usage.txt b/litellm/proxy/_experimental/out/experimental/old-usage.txt
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From fadfbb13d3e4124017acebebc249cf2c00478748 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 4 Dec 2025 17:29:47 -0800
Subject: [PATCH 040/178] [Docs] A2a - Permission management  (#17515)

* docs add a2a gateway + mcp gateway

* docs a2a permissions

* docs a2a permission

* docs

* docs a2a

* docs a2a

* add new img

* docs agent permissions
---
 docs/my-website/docs/a2a.md                   |  12 +-
 docs/my-website/docs/a2a_agent_permissions.md | 259 ++++++++++++++++++
 docs/my-website/img/a2a_gateway.png           | Bin 0 -> 1057399 bytes
 docs/my-website/img/agent_id.png              | Bin 0 -> 235097 bytes
 docs/my-website/img/agent_key.png             | Bin 0 -> 180108 bytes
 docs/my-website/img/agent_team.png            | Bin 0 -> 360414 bytes
 docs/my-website/sidebars.js                   |  19 +-
 7 files changed, 288 insertions(+), 2 deletions(-)
 create mode 100644 docs/my-website/docs/a2a_agent_permissions.md
 create mode 100644 docs/my-website/img/a2a_gateway.png
 create mode 100644 docs/my-website/img/agent_id.png
 create mode 100644 docs/my-website/img/agent_key.png
 create mode 100644 docs/my-website/img/agent_team.png

diff --git a/docs/my-website/docs/a2a.md b/docs/my-website/docs/a2a.md
index 05b147de7cb..b4aa4ed03ac 100644
--- a/docs/my-website/docs/a2a.md
+++ b/docs/my-website/docs/a2a.md
@@ -2,7 +2,17 @@ import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 import Image from '@theme/IdealImage';
 
-# /a2a - Agent Gateway (A2A Protocol)
+# Agent Gateway (A2A Protocol) - Overview
+
+Add A2A Agents on LiteLLM AI Gateway, Invoke agents in A2A Protocol, track request/response logs in LiteLLM Logs. Manage which Teams, Keys can access which Agents onboarded.
+
+<Image 
+  img={require('../img/a2a_gateway.png')}
+  style={{width: '80%', display: 'block', margin: '0', borderRadius: '8px'}}
+/>
+
+<br />
+<br />
 
 | Feature | Supported | 
 |---------|-----------|
diff --git a/docs/my-website/docs/a2a_agent_permissions.md b/docs/my-website/docs/a2a_agent_permissions.md
new file mode 100644
index 00000000000..93f367f43e7
--- /dev/null
+++ b/docs/my-website/docs/a2a_agent_permissions.md
@@ -0,0 +1,259 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import Image from '@theme/IdealImage';
+
+# Agent Permission Management
+
+Control which A2A agents can be accessed by specific keys or teams in LiteLLM.
+
+## Overview
+
+Agent Permission Management lets you restrict which agents a LiteLLM Virtual Key or Team can access. This is useful for:
+
+- **Multi-tenant environments**: Give different teams access to different agents
+- **Security**: Prevent keys from invoking agents they shouldn't have access to
+- **Compliance**: Enforce access policies for sensitive agent workflows
+
+When permissions are configured:
+- `GET /v1/agents` only returns agents the key/team can access
+- `POST /a2a/{agent_id}` (Invoking an agent) returns `403 Forbidden` if access is denied
+
+## Setting Permissions on a Key
+
+This example shows how to create a key with agent permissions and test access.
+
+### 1. Get Your Agent ID
+
+<Tabs>
+<TabItem value="ui" label="UI">
+
+1. Go to **Agents** in the sidebar
+2. Click into the agent you want
+3. Copy the **Agent ID**
+
+<Image 
+  img={require('../img/agent_id.png')}
+  style={{width: '80%', display: 'block', margin: '0', borderRadius: '8px'}}
+/>
+
+</TabItem>
+<TabItem value="api" label="API">
+
+```bash title="List all agents" showLineNumbers
+curl "http://localhost:4000/v1/agents" \
+  -H "Authorization: Bearer sk-master-key"
+```
+
+Response:
+```json title="Response" showLineNumbers
+{
+  "agents": [
+    {"agent_id": "agent-123", "name": "Support Agent"},
+    {"agent_id": "agent-456", "name": "Sales Agent"}
+  ]
+}
+```
+
+</TabItem>
+</Tabs>
+
+### 2. Create a Key with Agent Permissions
+
+<Tabs>
+<TabItem value="ui" label="UI">
+
+1. Go to **Keys** → **Create Key**
+2. Expand **Agent Settings**
+3. Select the agents you want to allow
+
+<Image 
+  img={require('../img/agent_key.png')}
+  style={{width: '80%', display: 'block', margin: '0', borderRadius: '8px'}}
+/>
+
+</TabItem>
+<TabItem value="api" label="API">
+
+```bash title="Create key with agent permissions" showLineNumbers
+curl -X POST "http://localhost:4000/key/generate" \
+  -H "Authorization: Bearer sk-master-key" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "object_permission": {
+      "agents": ["agent-123"]
+    }
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+### 3. Test Access
+
+**Allowed agent (succeeds):**
+```bash title="Invoke allowed agent" showLineNumbers
+curl -X POST "http://localhost:4000/a2a/agent-123" \
+  -H "Authorization: Bearer sk-your-new-key" \
+  -H "Content-Type: application/json" \
+  -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}'
+```
+
+**Blocked agent (fails with 403):**
+```bash title="Invoke blocked agent" showLineNumbers
+curl -X POST "http://localhost:4000/a2a/agent-456" \
+  -H "Authorization: Bearer sk-your-new-key" \
+  -H "Content-Type: application/json" \
+  -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}'
+```
+
+Response:
+```json title="403 Forbidden Response" showLineNumbers
+{
+  "error": {
+    "message": "Access denied to agent: agent-456",
+    "code": 403
+  }
+}
+```
+
+## Setting Permissions on a Team
+
+Restrict all keys belonging to a team to only access specific agents.
+
+### 1. Create a Team with Agent Permissions
+
+<Tabs>
+<TabItem value="ui" label="UI">
+
+1. Go to **Teams** → **Create Team**
+2. Expand **Agent Settings**
+3. Select the agents you want to allow for this team
+
+<Image 
+  img={require('../img/agent_key.png')}
+  style={{width: '80%', display: 'block', margin: '0', borderRadius: '8px'}}
+/>
+
+</TabItem>
+<TabItem value="api" label="API">
+
+```bash title="Create team with agent permissions" showLineNumbers
+curl -X POST "http://localhost:4000/team/new" \
+  -H "Authorization: Bearer sk-master-key" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "team_alias": "support-team",
+    "object_permission": {
+      "agents": ["agent-123"]
+    }
+  }'
+```
+
+Response:
+```json title="Response" showLineNumbers
+{
+  "team_id": "team-abc-123",
+  "team_alias": "support-team"
+}
+```
+
+</TabItem>
+</Tabs>
+
+### 2. Create a Key for the Team
+
+<Tabs>
+<TabItem value="ui" label="UI">
+
+1. Go to **Keys** → **Create Key**
+2. Select the **Team** from the dropdown
+
+<Image 
+  img={require('../img/agent_team.png')}
+  style={{width: '80%', display: 'block', margin: '0', borderRadius: '8px'}}
+/>
+
+</TabItem>
+<TabItem value="api" label="API">
+
+```bash title="Create key for team" showLineNumbers
+curl -X POST "http://localhost:4000/key/generate" \
+  -H "Authorization: Bearer sk-master-key" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "team_id": "team-abc-123"
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+### 3. Test Access
+
+The key inherits agent permissions from the team.
+
+**Allowed agent (succeeds):**
+```bash title="Invoke allowed agent" showLineNumbers
+curl -X POST "http://localhost:4000/a2a/agent-123" \
+  -H "Authorization: Bearer sk-team-key" \
+  -H "Content-Type: application/json" \
+  -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}'
+```
+
+**Blocked agent (fails with 403):**
+```bash title="Invoke blocked agent" showLineNumbers
+curl -X POST "http://localhost:4000/a2a/agent-456" \
+  -H "Authorization: Bearer sk-team-key" \
+  -H "Content-Type: application/json" \
+  -d '{"message": {"role": "user", "parts": [{"type": "text", "text": "Hello"}]}}'
+```
+
+## How It Works
+
+```mermaid
+flowchart TD
+    A[Request to invoke agent] --> B{LiteLLM Virtual Key has agent restrictions?}
+    B -->|Yes| C{LiteLLM Team has agent restrictions?}
+    B -->|No| D{LiteLLM Team has agent restrictions?}
+    
+    C -->|Yes| E[Use intersection of key + team permissions]
+    C -->|No| F[Use key permissions only]
+    
+    D -->|Yes| G[Inherit team permissions]
+    D -->|No| H[Allow ALL agents]
+    
+    E --> I{Agent in allowed list?}
+    F --> I
+    G --> I
+    H --> J[Allow request]
+    
+    I -->|Yes| J
+    I -->|No| K[Return 403 Forbidden]
+```
+
+| Key Permissions | Team Permissions | Result | Notes |
+|-----------------|------------------|--------|-------|
+| None | None | Key can access **all** agents | Open access by default when no restrictions are set |
+| `["agent-1", "agent-2"]` | None | Key can access `agent-1` and `agent-2` | Key uses its own permissions |
+| None | `["agent-1", "agent-3"]` | Key can access `agent-1` and `agent-3` | Key inherits team's permissions |
+| `["agent-1", "agent-2"]` | `["agent-1", "agent-3"]` | Key can access `agent-1` only | Intersection of both lists (most restrictive wins) |
+
+## Viewing Permissions
+
+<Tabs>
+<TabItem value="ui" label="UI">
+
+1. Go to **Keys** or **Teams**
+2. Click into the key/team you want to view
+3. Agent permissions are displayed in the info view
+
+</TabItem>
+<TabItem value="api" label="API">
+
+```bash title="Get key info" showLineNumbers
+curl "http://localhost:4000/key/info?key=sk-your-key" \
+  -H "Authorization: Bearer sk-master-key"
+```
+
+</TabItem>
+</Tabs>
diff --git a/docs/my-website/img/a2a_gateway.png b/docs/my-website/img/a2a_gateway.png
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literal 0
HcmV?d00001

diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index c36e4141f4b..faec93de1dc 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -129,6 +129,16 @@ const sidebars = {
       },
       items: [
         "proxy/docker_quick_start",
+        {
+          type: "link",
+          label: "A2A Agent Gateway",
+          href: "https://docs.litellm.ai/docs/a2a",
+        },
+        {
+          type: "link",
+          label: "MCP Gateway",
+          href: "https://docs.litellm.ai/docs/mcp",
+        },
         {
           "type": "category",
           "label": "Config.yaml",
@@ -317,7 +327,14 @@ const sidebars = {
         slug: "/supported_endpoints",
       },
       items: [
-        "a2a",
+        {
+          type: "category",
+          label: "/a2a - A2A Agent Gateway",
+          items: [
+            "a2a",
+            "a2a_agent_permissions",
+          ],
+        },
         "assistants",
         {
           type: "category",

From b2e8d3fd4280a8feb27bdc133b65814ada970722 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Thu, 4 Dec 2025 17:59:25 -0800
Subject: [PATCH 041/178] [Feat] Allow adding OpenAI compatible chat providers
 using .json + add public ai provider (#17448)

* feat: Add JSON config for OpenAI-compatible providers

Co-authored-by: ishaan <ishaan@berri.ai>

* feat: Add simple JSON config for OpenAI-compatible providers

Co-authored-by: ishaan <ishaan@berri.ai>

* feat: Implement JSON-based provider config and migrate PublicAI

Co-authored-by: ishaan <ishaan@berri.ai>

* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* Checkpoint before follow-up message

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* docs fix

* undo change

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: ishaan <ishaan@berri.ai>
---
 .../adding_openai_compatible_providers.md     | 130 ++++++++
 .../docs/providers/openai_compatible.md       |   4 +-
 litellm/__init__.py                           |   2 +-
 litellm/constants.py                          |   3 +-
 .../get_llm_provider_logic.py                 |  20 +-
 litellm/llms/openai_like/README.md            | 129 ++++++++
 litellm/llms/openai_like/dynamic_config.py    | 145 ++++++++
 litellm/llms/openai_like/json_loader.py       |  72 ++++
 litellm/llms/openai_like/providers.json       |  14 +
 litellm/llms/publicai/chat/transformation.py  | 114 -------
 litellm/utils.py                              |   8 +
 .../test_litellm/llms/openai_like/__init__.py |   0
 .../llms/openai_like/test_json_providers.py   | 311 ++++++++++++++++++
 13 files changed, 827 insertions(+), 125 deletions(-)
 create mode 100644 docs/my-website/docs/contributing/adding_openai_compatible_providers.md
 create mode 100644 litellm/llms/openai_like/README.md
 create mode 100644 litellm/llms/openai_like/dynamic_config.py
 create mode 100644 litellm/llms/openai_like/json_loader.py
 create mode 100644 litellm/llms/openai_like/providers.json
 delete mode 100644 litellm/llms/publicai/chat/transformation.py
 create mode 100644 tests/test_litellm/llms/openai_like/__init__.py
 create mode 100644 tests/test_litellm/llms/openai_like/test_json_providers.py

diff --git a/docs/my-website/docs/contributing/adding_openai_compatible_providers.md b/docs/my-website/docs/contributing/adding_openai_compatible_providers.md
new file mode 100644
index 00000000000..bb89eea35bf
--- /dev/null
+++ b/docs/my-website/docs/contributing/adding_openai_compatible_providers.md
@@ -0,0 +1,130 @@
+# Adding OpenAI-Compatible Providers
+
+For simple OpenAI-compatible providers (like Hyperbolic, Nscale, etc.), you can add support by editing a single JSON file.
+
+## Quick Start
+
+1. Edit `litellm/llms/openai_like/providers.json`
+2. Add your provider configuration
+3. Test with: `litellm.completion(model="your_provider/model-name", ...)`
+
+## Basic Configuration
+
+For a fully OpenAI-compatible provider:
+
+```json
+{
+  "your_provider": {
+    "base_url": "https://api.yourprovider.com/v1",
+    "api_key_env": "YOUR_PROVIDER_API_KEY"
+  }
+}
+```
+
+That's it! The provider is now available.
+
+## Configuration Options
+
+### Required Fields
+
+- `base_url` - API endpoint (e.g., `https://api.provider.com/v1`)
+- `api_key_env` - Environment variable name for API key (e.g., `PROVIDER_API_KEY`)
+
+### Optional Fields
+
+- `api_base_env` - Environment variable to override `base_url`
+- `base_class` - Use `"openai_gpt"` (default) or `"openai_like"`
+- `param_mappings` - Map OpenAI parameter names to provider-specific names
+- `constraints` - Parameter value constraints (min/max)
+- `special_handling` - Special behaviors like content format conversion
+
+## Examples
+
+### Simple Provider (Fully Compatible)
+
+```json
+{
+  "hyperbolic": {
+    "base_url": "https://api.hyperbolic.xyz/v1",
+    "api_key_env": "HYPERBOLIC_API_KEY"
+  }
+}
+```
+
+### Provider with Parameter Mapping
+
+```json
+{
+  "publicai": {
+    "base_url": "https://api.publicai.co/v1",
+    "api_key_env": "PUBLICAI_API_KEY",
+    "param_mappings": {
+      "max_completion_tokens": "max_tokens"
+    }
+  }
+}
+```
+
+### Provider with Constraints
+
+```json
+{
+  "custom_provider": {
+    "base_url": "https://api.custom.com/v1",
+    "api_key_env": "CUSTOM_API_KEY",
+    "constraints": {
+      "temperature_max": 1.0,
+      "temperature_min": 0.0
+    }
+  }
+}
+```
+
+## Usage
+
+```python
+import litellm
+import os
+
+# Set your API key
+os.environ["YOUR_PROVIDER_API_KEY"] = "your-key-here"
+
+# Use the provider
+response = litellm.completion(
+    model="your_provider/model-name",
+    messages=[{"role": "user", "content": "Hello"}],
+)
+```
+
+## When to Use Python Instead
+
+Use a Python config class if you need:
+
+- Custom authentication flows (OAuth, JWT, etc.)
+- Complex request/response transformations
+- Provider-specific streaming logic
+- Advanced tool calling modifications
+
+For these cases, create a config class in `litellm/llms/your_provider/chat/transformation.py` that inherits from `OpenAIGPTConfig` or `OpenAILikeChatConfig`.
+
+## Testing
+
+Test your provider:
+
+```bash
+# Quick test
+python -c "
+import litellm
+import os
+os.environ['PROVIDER_API_KEY'] = 'your-key'
+response = litellm.completion(
+    model='provider/model-name',
+    messages=[{'role': 'user', 'content': 'test'}]
+)
+print(response.choices[0].message.content)
+"
+```
+
+## Reference
+
+See existing providers in `litellm/llms/openai_like/providers.json` for examples.
diff --git a/docs/my-website/docs/providers/openai_compatible.md b/docs/my-website/docs/providers/openai_compatible.md
index 2f11379a8db..f67500f2b10 100644
--- a/docs/my-website/docs/providers/openai_compatible.md
+++ b/docs/my-website/docs/providers/openai_compatible.md
@@ -11,7 +11,7 @@ Selecting `openai` as the provider routes your request to an OpenAI-compatible e
 This library **requires** an API key for all requests, either through the `api_key` parameter 
 or the `OPENAI_API_KEY` environment variable.
 
-If you don’t want to provide a fake API key in each request, consider using a provider that directly matches your 
+If you don't want to provide a fake API key in each request, consider using a provider that directly matches your 
 OpenAI-compatible endpoint, such as [`hosted_vllm`](/docs/providers/vllm) or [`llamafile`](/docs/providers/llamafile).
 
 :::
@@ -150,4 +150,4 @@ model_list:
       api_base: http://my-custom-base
       api_key: "" 
       supports_system_message: False # 👈 KEY CHANGE
-```
\ No newline at end of file
+```
diff --git a/litellm/__init__.py b/litellm/__init__.py
index c9f0ddd1426..e312169ffc7 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1339,7 +1339,7 @@ from .llms.nebius.chat.transformation import NebiusConfig
 from .llms.wandb.chat.transformation import WandbConfig
 from .llms.dashscope.chat.transformation import DashScopeChatConfig
 from .llms.moonshot.chat.transformation import MoonshotChatConfig
-from .llms.publicai.chat.transformation import PublicAIChatConfig
+# PublicAI now uses JSON-based configuration (see litellm/llms/openai_like/providers.json)
 from .llms.docker_model_runner.chat.transformation import DockerModelRunnerChatConfig
 from .llms.v0.chat.transformation import V0ChatConfig
 from .llms.oci.chat.transformation import OCIChatConfig
diff --git a/litellm/constants.py b/litellm/constants.py
index fa9f1d527af..fd3eb762395 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -545,7 +545,7 @@ openai_compatible_endpoints: List = [
     "api.studio.nebius.ai/v1",
     "https://dashscope-intl.aliyuncs.com/compatible-mode/v1",
     "https://api.moonshot.ai/v1",
-    "https://platform.publicai.co/v1",
+    "https://api.publicai.co/v1",
     "https://api.v0.dev/v1",
     "https://api.morphllm.com/v1",
     "https://api.lambda.ai/v1",
@@ -587,6 +587,7 @@ openai_compatible_providers: List = [
     "github_copilot",  # GitHub Copilot Chat API
     "novita",
     "meta_llama",
+    "publicai",  # PublicAI - JSON-configured provider
     "featherless_ai",
     "nscale",
     "nebius",
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index a90d16dba49..288c122e0e7 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -468,6 +468,18 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
     custom_llm_provider = model.split("/", 1)[0]
     model = model.split("/", 1)[1]
 
+    # Check JSON providers FIRST (before hardcoded ones)
+    from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+    from litellm.llms.openai_like.dynamic_config import create_config_class
+
+    if JSONProviderRegistry.exists(custom_llm_provider):
+        provider_config = JSONProviderRegistry.get(custom_llm_provider)
+        config_class = create_config_class(provider_config)
+        api_base, dynamic_api_key = config_class()._get_openai_compatible_provider_info(
+            api_base, api_key
+        )
+        return model, custom_llm_provider, dynamic_api_key, api_base
+
     if custom_llm_provider == "perplexity":
         # perplexity is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.perplexity.ai
         (
@@ -763,13 +775,7 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
         ) = litellm.MoonshotChatConfig()._get_openai_compatible_provider_info(
             api_base, api_key
         )
-    elif custom_llm_provider == "publicai":
-        (
-            api_base,
-            dynamic_api_key,
-        ) = litellm.PublicAIChatConfig()._get_openai_compatible_provider_info(
-            api_base, api_key
-        )
+    # publicai is now handled by JSON config (see litellm/llms/openai_like/providers.json)
     elif custom_llm_provider == "docker_model_runner":
         (
             api_base,
diff --git a/litellm/llms/openai_like/README.md b/litellm/llms/openai_like/README.md
new file mode 100644
index 00000000000..2e7a32f65a7
--- /dev/null
+++ b/litellm/llms/openai_like/README.md
@@ -0,0 +1,129 @@
+# JSON-Based OpenAI-Compatible Provider Configuration
+
+This directory contains the new JSON-based configuration system for OpenAI-compatible providers.
+
+## Overview
+
+Instead of creating a full Python module for simple OpenAI-compatible providers, you can now define them in a single JSON file.
+
+## Files
+
+- `providers.json` - Configuration file for all JSON-based providers
+- `json_loader.py` - Loads and parses the JSON configuration
+- `dynamic_config.py` - Generates Python config classes from JSON
+- `chat/` - Existing OpenAI-like chat completion handlers
+
+## Adding a New Provider
+
+### For Simple OpenAI-Compatible Providers
+
+Edit `providers.json` and add your provider:
+
+```json
+{
+  "your_provider": {
+    "base_url": "https://api.yourprovider.com/v1",
+    "api_key_env": "YOUR_PROVIDER_API_KEY"
+  }
+}
+```
+
+That's it! The provider will be automatically loaded and available.
+
+### Optional Configuration Fields
+
+```json
+{
+  "your_provider": {
+    "base_url": "https://api.yourprovider.com/v1",
+    "api_key_env": "YOUR_PROVIDER_API_KEY",
+    
+    // Optional: Override base_url via environment variable
+    "api_base_env": "YOUR_PROVIDER_API_BASE",
+    
+    // Optional: Which base class to use (default: "openai_gpt")
+    "base_class": "openai_gpt",  // or "openai_like"
+    
+    // Optional: Parameter name mappings
+    "param_mappings": {
+      "max_completion_tokens": "max_tokens"
+    },
+    
+    // Optional: Parameter constraints
+    "constraints": {
+      "temperature_max": 1.0,
+      "temperature_min": 0.0,
+      "temperature_min_with_n_gt_1": 0.3
+    },
+    
+    // Optional: Special handling flags
+    "special_handling": {
+      "convert_content_list_to_string": true
+    }
+  }
+}
+```
+
+## Example: PublicAI
+
+The first JSON-configured provider:
+
+```json
+{
+  "publicai": {
+    "base_url": "https://api.publicai.co/v1",
+    "api_key_env": "PUBLICAI_API_KEY",
+    "api_base_env": "PUBLICAI_API_BASE",
+    "base_class": "openai_gpt",
+    "param_mappings": {
+      "max_completion_tokens": "max_tokens"
+    },
+    "special_handling": {
+      "convert_content_list_to_string": true
+    }
+  }
+}
+```
+
+## Usage
+
+```python
+import litellm
+
+response = litellm.completion(
+    model="publicai/swiss-ai/apertus-8b-instruct",
+    messages=[{"role": "user", "content": "Hello"}],
+)
+```
+
+## Benefits
+
+- **Simple**: 2-5 lines of JSON vs 100+ lines of Python
+- **Fast**: Add a provider in 5 minutes
+- **Safe**: No Python code to mess up
+- **Consistent**: All providers follow the same pattern
+- **Maintainable**: Centralized configuration
+
+## When to Use Python Instead
+
+Use a Python config class if you need:
+- Custom authentication (OAuth, rotating tokens, etc.)
+- Complex request/response transformations
+- Provider-specific streaming logic
+- Advanced tool calling transformations
+
+## Implementation Details
+
+### How It Works
+
+1. `json_loader.py` loads `providers.json` on import
+2. `dynamic_config.py` generates config classes on-demand
+3. Provider resolution checks JSON registry first
+4. ProviderConfigManager returns JSON-based configs
+
+### Integration Points
+
+The JSON system is integrated at:
+- `litellm/litellm_core_utils/get_llm_provider_logic.py` - Provider resolution
+- `litellm/utils.py` - ProviderConfigManager
+- `litellm/constants.py` - openai_compatible_providers list
diff --git a/litellm/llms/openai_like/dynamic_config.py b/litellm/llms/openai_like/dynamic_config.py
new file mode 100644
index 00000000000..ca2489799c2
--- /dev/null
+++ b/litellm/llms/openai_like/dynamic_config.py
@@ -0,0 +1,145 @@
+"""
+Dynamic configuration class generator for JSON-based providers.
+"""
+
+from typing import Any, Coroutine, List, Literal, Optional, Tuple, Union, overload
+
+from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    handle_messages_with_content_list_to_str_conversion,
+)
+from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig
+from litellm.llms.openai_like.chat.transformation import OpenAILikeChatConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import AllMessageValues
+
+from .json_loader import SimpleProviderConfig
+
+
+def create_config_class(provider: SimpleProviderConfig):
+    """Generate config class dynamically from JSON configuration"""
+
+    # Choose base class
+    base_class = (
+        OpenAIGPTConfig if provider.base_class == "openai_gpt" else OpenAILikeChatConfig
+    )
+
+    class JSONProviderConfig(base_class):
+        @overload
+        def _transform_messages(
+            self, messages: List[AllMessageValues], model: str, is_async: Literal[True]
+        ) -> Coroutine[Any, Any, List[AllMessageValues]]:
+            ...
+
+        @overload
+        def _transform_messages(
+            self,
+            messages: List[AllMessageValues],
+            model: str,
+            is_async: Literal[False] = False,
+        ) -> List[AllMessageValues]:
+            ...
+
+        def _transform_messages(
+            self, messages: List[AllMessageValues], model: str, is_async: bool = False
+        ) -> Union[List[AllMessageValues], Coroutine[Any, Any, List[AllMessageValues]]]:
+            """Transform messages based on special_handling config"""
+            
+            # Handle content list to string conversion if configured
+            if provider.special_handling.get("convert_content_list_to_string"):
+                messages = handle_messages_with_content_list_to_str_conversion(messages)
+            
+            if is_async:
+                return super()._transform_messages(
+                    messages=messages, model=model, is_async=True
+                )
+            else:
+                return super()._transform_messages(
+                    messages=messages, model=model, is_async=False
+                )
+
+        def _get_openai_compatible_provider_info(
+            self, api_base: Optional[str], api_key: Optional[str]
+        ) -> Tuple[Optional[str], Optional[str]]:
+            """Get API base and key from JSON config"""
+
+            # Resolve base URL
+            resolved_base = api_base
+            if not resolved_base and provider.api_base_env:
+                resolved_base = get_secret_str(provider.api_base_env)
+            if not resolved_base:
+                resolved_base = provider.base_url
+
+            # Resolve API key
+            resolved_key = api_key or get_secret_str(provider.api_key_env)
+
+            return resolved_base, resolved_key
+
+        def get_complete_url(
+            self,
+            api_base: Optional[str],
+            api_key: Optional[str],
+            model: str,
+            optional_params: dict,
+            litellm_params: dict,
+            stream: Optional[bool] = None,
+        ) -> str:
+            """Build complete URL for the API endpoint"""
+            if not api_base:
+                api_base = provider.base_url
+
+            if not api_base.endswith("/chat/completions"):
+                api_base = f"{api_base}/chat/completions"
+
+            return api_base
+
+        def get_supported_openai_params(self, model: str) -> list:
+            """Get supported OpenAI params from base class"""
+            return super().get_supported_openai_params(model=model)
+
+        def map_openai_params(
+            self,
+            non_default_params: dict,
+            optional_params: dict,
+            model: str,
+            drop_params: bool,
+        ) -> dict:
+            """Apply parameter mappings and constraints"""
+
+            supported_params = self.get_supported_openai_params(model)
+            
+            # Apply supported params
+            for param, value in non_default_params.items():
+                # Check parameter mappings first
+                if param in provider.param_mappings:
+                    optional_params[provider.param_mappings[param]] = value
+                elif param in supported_params:
+                    optional_params[param] = value
+
+            # Apply temperature constraints if present
+            if "temperature" in optional_params:
+                temp = optional_params["temperature"]
+                constraints = provider.constraints
+
+                # Clamp to max
+                if "temperature_max" in constraints:
+                    temp = min(temp, constraints["temperature_max"])
+
+                # Clamp to min
+                if "temperature_min" in constraints:
+                    temp = max(temp, constraints["temperature_min"])
+
+                # Special case: temperature_min_with_n_gt_1
+                if "temperature_min_with_n_gt_1" in constraints:
+                    n = optional_params.get("n", 1)
+                    if n > 1 and temp < constraints["temperature_min_with_n_gt_1"]:
+                        temp = constraints["temperature_min_with_n_gt_1"]
+
+                optional_params["temperature"] = temp
+
+            return optional_params
+
+        @property
+        def custom_llm_provider(self) -> Optional[str]:
+            return provider.slug
+
+    return JSONProviderConfig
diff --git a/litellm/llms/openai_like/json_loader.py b/litellm/llms/openai_like/json_loader.py
new file mode 100644
index 00000000000..35c0f1a30c3
--- /dev/null
+++ b/litellm/llms/openai_like/json_loader.py
@@ -0,0 +1,72 @@
+"""
+JSON-based provider configuration loader for OpenAI-compatible providers.
+"""
+
+import json
+from pathlib import Path
+from typing import Dict, Optional
+
+
+class SimpleProviderConfig:
+    """Simple data class for JSON provider config"""
+
+    def __init__(self, slug: str, data: dict):
+        self.slug = slug
+        self.base_url = data["base_url"]
+        self.api_key_env = data["api_key_env"]
+        self.api_base_env = data.get("api_base_env")
+        self.base_class = data.get("base_class", "openai_gpt")
+        self.param_mappings = data.get("param_mappings", {})
+        self.constraints = data.get("constraints", {})
+        self.special_handling = data.get("special_handling", {})
+
+
+class JSONProviderRegistry:
+    """Load providers from JSON once on import"""
+
+    _providers: Dict[str, SimpleProviderConfig] = {}
+    _loaded = False
+
+    @classmethod
+    def load(cls):
+        """Load providers from JSON configuration file"""
+        if cls._loaded:
+            return
+
+        json_path = Path(__file__).parent / "providers.json"
+        
+        if not json_path.exists():
+            # No JSON file yet, that's okay
+            cls._loaded = True
+            return
+
+        try:
+            with open(json_path) as f:
+                data = json.load(f)
+
+            for slug, config in data.items():
+                cls._providers[slug] = SimpleProviderConfig(slug, config)
+
+            cls._loaded = True
+        except Exception as e:
+            print(f"Warning: Failed to load JSON provider configs: {e}")
+            cls._loaded = True
+
+    @classmethod
+    def get(cls, slug: str) -> Optional[SimpleProviderConfig]:
+        """Get a provider configuration by slug"""
+        return cls._providers.get(slug)
+
+    @classmethod
+    def exists(cls, slug: str) -> bool:
+        """Check if a provider is defined via JSON"""
+        return slug in cls._providers
+
+    @classmethod
+    def list_providers(cls) -> list:
+        """List all registered provider slugs"""
+        return list(cls._providers.keys())
+
+
+# Load on import
+JSONProviderRegistry.load()
diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json
new file mode 100644
index 00000000000..3fb20b2dfc1
--- /dev/null
+++ b/litellm/llms/openai_like/providers.json
@@ -0,0 +1,14 @@
+{
+  "publicai": {
+    "base_url": "https://api.publicai.co/v1",
+    "api_key_env": "PUBLICAI_API_KEY",
+    "api_base_env": "PUBLICAI_API_BASE",
+    "base_class": "openai_gpt",
+    "param_mappings": {
+      "max_completion_tokens": "max_tokens"
+    },
+    "special_handling": {
+      "convert_content_list_to_string": true
+    }
+  }
+}
diff --git a/litellm/llms/publicai/chat/transformation.py b/litellm/llms/publicai/chat/transformation.py
deleted file mode 100644
index 93921e48d52..00000000000
--- a/litellm/llms/publicai/chat/transformation.py
+++ /dev/null
@@ -1,114 +0,0 @@
-"""
-Translates from OpenAI's `/v1/chat/completions` to PublicAI's `/v1/chat/completions`
-"""
-
-from typing import Any, Coroutine, List, Literal, Optional, Tuple, Union, overload
-
-from litellm.litellm_core_utils.prompt_templates.common_utils import (
-    handle_messages_with_content_list_to_str_conversion,
-)
-from litellm.secret_managers.main import get_secret_str
-from litellm.types.llms.openai import AllMessageValues
-
-from ...openai.chat.gpt_transformation import OpenAIGPTConfig
-
-
-class PublicAIChatConfig(OpenAIGPTConfig):
-    @overload
-    def _transform_messages(
-        self, messages: List[AllMessageValues], model: str, is_async: Literal[True]
-    ) -> Coroutine[Any, Any, List[AllMessageValues]]:
-        ...
-
-    @overload
-    def _transform_messages(
-        self,
-        messages: List[AllMessageValues],
-        model: str,
-        is_async: Literal[False] = False,
-    ) -> List[AllMessageValues]:
-        ...
-
-    def _transform_messages(
-        self, messages: List[AllMessageValues], model: str, is_async: bool = False
-    ) -> Union[List[AllMessageValues], Coroutine[Any, Any, List[AllMessageValues]]]:
-        """
-        PublicAI does not support content in list format.
-        """
-        messages = handle_messages_with_content_list_to_str_conversion(messages)
-        if is_async:
-            return super()._transform_messages(
-                messages=messages, model=model, is_async=True
-            )
-        else:
-            return super()._transform_messages(
-                messages=messages, model=model, is_async=False
-            )
-
-    def _get_openai_compatible_provider_info(
-        self, api_base: Optional[str], api_key: Optional[str]
-    ) -> Tuple[Optional[str], Optional[str]]:
-        api_base = (
-            api_base
-            or get_secret_str("PUBLICAI_API_BASE")
-            or "https://platform.publicai.co/v1"
-        )  # type: ignore
-        dynamic_api_key = api_key or get_secret_str("PUBLICAI_API_KEY")
-        return api_base, dynamic_api_key
-
-    def get_complete_url(
-        self,
-        api_base: Optional[str],
-        api_key: Optional[str],
-        model: str,
-        optional_params: dict,
-        litellm_params: dict,
-        stream: Optional[bool] = None,
-    ) -> str:
-        """
-        If api_base is not provided, use the default PublicAI /chat/completions endpoint.
-        """
-        if not api_base:
-            api_base = "https://platform.publicai.co/v1"
-
-        if not api_base.endswith("/chat/completions"):
-            api_base = f"{api_base}/chat/completions"
-
-        return api_base
-
-    def get_supported_openai_params(self, model: str) -> list:
-        """
-        Get the supported OpenAI params for PublicAI models
-        
-        PublicAI limitations:
-        - functions parameter is not supported (use tools instead)
-        """
-        excluded_params: List[str] = ["functions"]
-        
-        base_openai_params = super().get_supported_openai_params(model=model)
-        final_params: List[str] = []
-        for param in base_openai_params:
-            if param not in excluded_params:
-                final_params.append(param)
-        
-        return final_params
-
-    def map_openai_params(
-        self,
-        non_default_params: dict,
-        optional_params: dict,
-        model: str,
-        drop_params: bool,
-    ) -> dict:
-        """
-        Map OpenAI parameters to PublicAI parameters
-        """
-        supported_openai_params = self.get_supported_openai_params(model)
-        for param, value in non_default_params.items():
-            if param == "max_completion_tokens":
-                optional_params["max_tokens"] = value
-            elif param in supported_openai_params:
-                optional_params[param] = value
-
-        return optional_params
-
diff --git a/litellm/utils.py b/litellm/utils.py
index b77c0e62e7d..0db84d3f5b9 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7022,6 +7022,14 @@ class ProviderConfigManager:
         Returns the provider config for a given provider.
         """
 
+        # Check JSON providers FIRST
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+        from litellm.llms.openai_like.dynamic_config import create_config_class
+
+        if JSONProviderRegistry.exists(provider.value):
+            provider_config = JSONProviderRegistry.get(provider.value)
+            return create_config_class(provider_config)()
+
         if (
             provider == LlmProviders.OPENAI
             and litellm.openaiOSeriesConfig.is_model_o_series_model(model=model)
diff --git a/tests/test_litellm/llms/openai_like/__init__.py b/tests/test_litellm/llms/openai_like/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai_like/test_json_providers.py b/tests/test_litellm/llms/openai_like/test_json_providers.py
new file mode 100644
index 00000000000..e17cb714331
--- /dev/null
+++ b/tests/test_litellm/llms/openai_like/test_json_providers.py
@@ -0,0 +1,311 @@
+"""
+Tests for JSON-based provider configuration system.
+"""
+
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+try:
+    import pytest
+except ImportError:
+    # pytest not available, will run as standalone script
+    pytest = None
+
+# Add workspace to path
+workspace_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))
+sys.path.insert(0, workspace_path)
+
+import litellm
+
+
+class TestJSONProviderLoader:
+    """Test JSON provider loading and configuration"""
+
+    def test_load_json_providers(self):
+        """Test that JSON providers load correctly"""
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        # Verify publicai is loaded
+        assert JSONProviderRegistry.exists("publicai")
+
+        # Get publicai config
+        publicai = JSONProviderRegistry.get("publicai")
+        assert publicai is not None
+        assert publicai.base_url == "https://api.publicai.co/v1"
+        assert publicai.api_key_env == "PUBLICAI_API_KEY"
+        assert publicai.api_base_env == "PUBLICAI_API_BASE"
+        assert publicai.param_mappings.get("max_completion_tokens") == "max_tokens"
+
+    def test_dynamic_config_generation(self):
+        """Test dynamic config class creation"""
+        from litellm.llms.openai_like.dynamic_config import create_config_class
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        provider = JSONProviderRegistry.get("publicai")
+        config_class = create_config_class(provider)
+        config = config_class()
+
+        # Test API info resolution
+        api_base, api_key = config._get_openai_compatible_provider_info(None, None)
+        assert api_base == "https://api.publicai.co/v1"
+
+        # Test with custom base
+        api_base, api_key = config._get_openai_compatible_provider_info(
+            "https://custom.api.com", "test-key"
+        )
+        assert api_base == "https://custom.api.com"
+        assert api_key == "test-key"
+
+    def test_parameter_mapping(self):
+        """Test parameter mapping works"""
+        from litellm.llms.openai_like.dynamic_config import create_config_class
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        provider = JSONProviderRegistry.get("publicai")
+        config_class = create_config_class(provider)
+        config = config_class()
+
+        # Test parameter mapping
+        optional_params = {}
+        non_default_params = {"max_completion_tokens": 100, "temperature": 0.7}
+        result = config.map_openai_params(
+            non_default_params, optional_params, "gpt-4", False
+        )
+
+        # max_completion_tokens should be mapped to max_tokens
+        assert "max_tokens" in result
+        assert result["max_tokens"] == 100
+        assert "max_completion_tokens" not in result
+
+        # temperature should be passed through
+        assert result["temperature"] == 0.7
+
+    def test_supported_params(self):
+        """Test that config returns supported params"""
+        from litellm.llms.openai_like.dynamic_config import create_config_class
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        provider = JSONProviderRegistry.get("publicai")
+        config_class = create_config_class(provider)
+        config = config_class()
+
+        # Get supported params
+        supported = config.get_supported_openai_params("gpt-4")
+
+        # Should have standard OpenAI params
+        assert isinstance(supported, list)
+        assert len(supported) > 0
+
+    def test_provider_resolution(self):
+        """Test that provider resolution finds JSON providers"""
+        from litellm.litellm_core_utils.get_llm_provider_logic import (
+            get_llm_provider,
+        )
+
+        model, provider, api_key, api_base = get_llm_provider(
+            model="publicai/gpt-4",
+            custom_llm_provider=None,
+            api_base=None,
+            api_key=None,
+        )
+
+        assert model == "gpt-4"
+        assert provider == "publicai"
+        assert api_base == "https://api.publicai.co/v1"
+
+    def test_provider_config_manager(self):
+        """Test that ProviderConfigManager returns JSON-based configs"""
+        from litellm import LlmProviders
+        from litellm.utils import ProviderConfigManager
+
+        config = ProviderConfigManager.get_provider_chat_config(
+            model="gpt-4", provider=LlmProviders.PUBLICAI
+        )
+
+        assert config is not None
+        assert config.custom_llm_provider == "publicai"
+
+
+class TestPublicAIIntegration:
+    """Integration tests for PublicAI provider"""
+
+    def test_publicai_completion_basic(self):
+        """Test basic completion call to PublicAI"""
+        # Set API key from the one provided
+        os.environ["PUBLICAI_API_KEY"] = (
+            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
+        )
+
+        try:
+            response = litellm.completion(
+                model="publicai/swiss-ai/apertus-8b-instruct",
+                messages=[{"role": "user", "content": "Say 'test successful' and nothing else"}],
+                max_tokens=10,
+            )
+
+            # Verify response structure
+            assert response is not None
+            assert hasattr(response, "choices")
+            assert len(response.choices) > 0
+            assert hasattr(response.choices[0], "message")
+            assert hasattr(response.choices[0].message, "content")
+            assert response.choices[0].message.content is not None
+
+            # Check that we got a response
+            content = response.choices[0].message.content.lower()
+            assert len(content) > 0
+
+            print(f"✓ PublicAI completion successful: {response.choices[0].message.content}")
+
+        except Exception as e:
+            if pytest:
+                pytest.fail(f"PublicAI completion failed: {str(e)}")
+            else:
+                raise
+
+    def test_publicai_completion_with_streaming(self):
+        """Test streaming completion with PublicAI"""
+        os.environ["PUBLICAI_API_KEY"] = (
+            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
+        )
+
+        try:
+            response = litellm.completion(
+                model="publicai/swiss-ai/apertus-8b-instruct",
+                messages=[{"role": "user", "content": "Count to 3"}],
+                max_tokens=20,
+                stream=True,
+            )
+
+            # Collect chunks
+            chunks = []
+            for chunk in response:
+                assert chunk is not None
+                if hasattr(chunk.choices[0], "delta") and hasattr(
+                    chunk.choices[0].delta, "content"
+                ):
+                    if chunk.choices[0].delta.content:
+                        chunks.append(chunk.choices[0].delta.content)
+
+            # Verify we got chunks
+            assert len(chunks) > 0
+            full_response = "".join(chunks)
+            assert len(full_response) > 0
+
+            print(f"✓ PublicAI streaming successful: {full_response}")
+
+        except Exception as e:
+            if pytest:
+                pytest.fail(f"PublicAI streaming failed: {str(e)}")
+            else:
+                raise
+
+    def test_publicai_parameter_mapping(self):
+        """Test that max_completion_tokens is mapped to max_tokens"""
+        os.environ["PUBLICAI_API_KEY"] = (
+            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
+        )
+
+        try:
+            # Use max_completion_tokens (OpenAI's newer parameter)
+            response = litellm.completion(
+                model="publicai/swiss-ai/apertus-8b-instruct",
+                messages=[{"role": "user", "content": "Hi"}],
+                max_completion_tokens=5,  # This should be mapped to max_tokens
+            )
+
+            assert response is not None
+            assert len(response.choices) > 0
+
+            print("✓ Parameter mapping successful")
+
+        except Exception as e:
+            if pytest:
+                pytest.fail(f"Parameter mapping test failed: {str(e)}")
+            else:
+                raise
+
+    def test_publicai_content_list_conversion(self):
+        """Test that content list format is converted to string"""
+        os.environ["PUBLICAI_API_KEY"] = (
+            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
+        )
+
+        try:
+            # Send message with content as list (should be converted to string)
+            response = litellm.completion(
+                model="publicai/swiss-ai/apertus-8b-instruct",
+                messages=[
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "text", "text": "Say hello"}
+                        ]
+                    }
+                ],
+                max_tokens=10,
+            )
+
+            assert response is not None
+            assert len(response.choices) > 0
+
+            print("✓ Content list conversion successful")
+
+        except Exception as e:
+            if pytest:
+                pytest.fail(f"Content list conversion test failed: {str(e)}")
+            else:
+                raise
+
+
+if __name__ == "__main__":
+    # Run basic tests
+    print("Testing JSON Provider System...")
+    
+    test_loader = TestJSONProviderLoader()
+    print("\n1. Testing JSON provider loading...")
+    test_loader.test_load_json_providers()
+    print("   ✓ JSON providers loaded")
+    
+    print("\n2. Testing dynamic config generation...")
+    test_loader.test_dynamic_config_generation()
+    print("   ✓ Dynamic config works")
+    
+    print("\n3. Testing parameter mapping...")
+    test_loader.test_parameter_mapping()
+    print("   ✓ Parameter mapping works")
+    
+    print("\n4. Testing excluded params...")
+    test_loader.test_excluded_params()
+    print("   ✓ Excluded params work")
+    
+    print("\n5. Testing provider resolution...")
+    test_loader.test_provider_resolution()
+    print("   ✓ Provider resolution works")
+    
+    print("\n6. Testing provider config manager...")
+    test_loader.test_provider_config_manager()
+    print("   ✓ Config manager works")
+    
+    print("\n" + "="*50)
+    print("PublicAI Integration Tests...")
+    print("="*50)
+    
+    test_integration = TestPublicAIIntegration()
+    
+    print("\n7. Testing basic completion...")
+    test_integration.test_publicai_completion_basic()
+    
+    print("\n8. Testing streaming...")
+    test_integration.test_publicai_completion_with_streaming()
+    
+    print("\n9. Testing parameter mapping...")
+    test_integration.test_publicai_parameter_mapping()
+    
+    print("\n10. Testing content list conversion...")
+    test_integration.test_publicai_content_list_conversion()
+    
+    print("\n" + "="*50)
+    print("✓ All tests passed!")
+    print("="*50)

From 4f3b843efe492fbda6ef2569355d6c5d052c4abc Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Thu, 4 Dec 2025 18:32:23 -0800
Subject: [PATCH 042/178] docs openai

---
 docs/my-website/docs/provider_registration/index.md | 6 ++++++
 docs/my-website/sidebars.js                         | 6 ++++++
 2 files changed, 12 insertions(+)

diff --git a/docs/my-website/docs/provider_registration/index.md b/docs/my-website/docs/provider_registration/index.md
index 66f61554783..60570dee7b7 100644
--- a/docs/my-website/docs/provider_registration/index.md
+++ b/docs/my-website/docs/provider_registration/index.md
@@ -2,6 +2,12 @@
 title: "Integrate as a Model Provider"
 ---
 
+## Quick Start for OpenAI-Compatible Providers
+
+If your API is OpenAI-compatible, you can add support by editing a single JSON file. See [Adding OpenAI-Compatible Providers](/docs/contributing/adding_openai_compatible_providers) for the simple approach.
+
+---
+
 This guide focuses on how to setup the classes and configuration necessary to act as a chat provider.
 
 Please see this guide first and look at the existing code in the codebase to understand how to act as a different provider, e.g. handling embeddings or image-generation.
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index faec93de1dc..cebe31a8e11 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -490,6 +490,11 @@ const sidebars = {
           id: "provider_registration/index",
           label: "Integrate as a Model Provider",
         },
+        {
+          type: "doc",
+          id: "contributing/adding_openai_compatible_providers",
+          label: "Add OpenAI-Compatible Provider (JSON)",
+        },
         {
           type: "doc",
           id: "provider_registration/add_model_pricing",
@@ -814,6 +819,7 @@ const sidebars = {
           type: "category",
           label: "Adding Providers",
           items: [
+            "contributing/adding_openai_compatible_providers",
             "adding_provider/directory_structure",
             "adding_provider/new_rerank_provider",
           ]

From 7106509ef059eaa86d6d1274b73d435819e3295b Mon Sep 17 00:00:00 2001
From: YutaSaito <36355491+uc4w6c@users.noreply.github.com>
Date: Fri, 5 Dec 2025 12:19:00 +0900
Subject: [PATCH 043/178] chore: add stack trace to mcp error message (#17269)

---
 .../mcp_server/rest_endpoints.py              |  8 +++-
 .../mcp_tools/mcp_connection_status.tsx       | 37 +++++++++++++++++--
 .../src/components/networking.tsx             |  3 +-
 .../src/hooks/useTestMCPConnection.tsx        |  7 ++++
 4 files changed, 50 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index d284e747364..6f293a298c3 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -1,4 +1,5 @@
 import importlib
+import traceback
 from typing import Dict, List, Optional, Union
 
 from fastapi import APIRouter, Depends, Query, Request
@@ -326,7 +327,12 @@ if MCP_AVAILABLE:
 
         except Exception as e:
             verbose_logger.error(f"Error in MCP operation: {e}", exc_info=True)
-            return {"status": "error", "message": "An internal error has occurred."}
+            stack_trace = traceback.format_exc()
+            return {
+                "status": "error",
+                "message": f"An internal error has occurred: {str(e)}",
+                "stack_trace": stack_trace,
+            }
 
     @router.post("/test/connection")
     async def test_connection(
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_connection_status.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_connection_status.tsx
index 5e4c93e0cb7..601895d29d0 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_connection_status.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_connection_status.tsx
@@ -1,5 +1,5 @@
 import React, { useEffect } from "react";
-import { Button, Spin, Alert } from "antd";
+import { Button, Spin, Alert, Collapse } from "antd";
 import { CheckCircleOutlined, ExclamationCircleOutlined, ReloadOutlined, ToolOutlined } from "@ant-design/icons";
 import { Card, Title, Text } from "@tremor/react";
 import { useTestMCPConnection } from "../../hooks/useTestMCPConnection";
@@ -12,7 +12,7 @@ interface MCPConnectionStatusProps {
 }
 
 const MCPConnectionStatus: React.FC<MCPConnectionStatusProps> = ({ accessToken, oauthAccessToken, formValues, onToolsLoaded }) => {
-  const { tools, isLoadingTools, toolsError, canFetchTools, fetchTools } = useTestMCPConnection({
+  const { tools, isLoadingTools, toolsError, toolsErrorStackTrace, canFetchTools, fetchTools } = useTestMCPConnection({
     accessToken,
     oauthAccessToken,
     formValues, 
@@ -95,7 +95,38 @@ const MCPConnectionStatus: React.FC<MCPConnectionStatusProps> = ({ accessToken,
             {toolsError && (
               <Alert
                 message="Connection Failed"
-                description={toolsError}
+                description={
+                  <div>
+                    <div>{toolsError}</div>
+                    {toolsErrorStackTrace && (
+                      <Collapse
+                        items={[
+                          {
+                            key: "stack-trace",
+                            label: "Stack Trace",
+                            children: (
+                              <pre style={{ 
+                                whiteSpace: "pre-wrap", 
+                                wordBreak: "break-word",
+                                fontSize: "12px",
+                                fontFamily: "monospace",
+                                margin: 0,
+                                padding: "8px",
+                                backgroundColor: "#f5f5f5",
+                                borderRadius: "4px",
+                                maxHeight: "400px",
+                                overflow: "auto"
+                              }}>
+                                {toolsErrorStackTrace}
+                              </pre>
+                            ),
+                          },
+                        ]}
+                        style={{ marginTop: "12px" }}
+                      />
+                    )}
+                  </div>
+                }
                 type="error"
                 showIcon
                 action={
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 0e45c0f3a91..c5dc3114ff6 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -5964,7 +5964,7 @@ export const listMCPTools = async (accessToken: string, serverId: string) => {
       throw new Error("Failed to fetch MCP tools");
     }
 
-    // Return the full response object which includes tools, error, and message
+    // Return the full response object which includes tools, error, message, and stack_trace
     return data;
   } catch (error) {
     console.error("Failed to fetch MCP tools:", error);
@@ -5973,6 +5973,7 @@ export const listMCPTools = async (accessToken: string, serverId: string) => {
       tools: [],
       error: "network_error",
       message: error instanceof Error ? error.message : "Failed to fetch MCP tools",
+      stack_trace: null,
     };
   }
 };
diff --git a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
index a82bb2fa45b..7354b1a5364 100644
--- a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
+++ b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
@@ -29,6 +29,7 @@ interface UseTestMCPConnectionReturn {
   tools: any[];
   isLoadingTools: boolean;
   toolsError: string | null;
+  toolsErrorStackTrace: string | null;
   hasShownSuccessMessage: boolean;
   canFetchTools: boolean;
   fetchTools: () => Promise<void>;
@@ -44,6 +45,7 @@ export const useTestMCPConnection = ({
   const [tools, setTools] = useState<any[]>([]);
   const [isLoadingTools, setIsLoadingTools] = useState(false);
   const [toolsError, setToolsError] = useState<string | null>(null);
+  const [toolsErrorStackTrace, setToolsErrorStackTrace] = useState<string | null>(null);
   const [hasShownSuccessMessage, setHasShownSuccessMessage] = useState(false);
 
   // Check if we have the minimum required fields to fetch tools
@@ -137,18 +139,21 @@ export const useTestMCPConnection = ({
       if (toolsResponse.tools && !toolsResponse.error) {
         setTools(toolsResponse.tools);
         setToolsError(null);
+        setToolsErrorStackTrace(null);
         if (toolsResponse.tools.length > 0 && !hasShownSuccessMessage) {
           setHasShownSuccessMessage(true);
         }
       } else {
         const errorMessage = toolsResponse.message || "Failed to retrieve tools list";
         setToolsError(errorMessage);
+        setToolsErrorStackTrace(toolsResponse.stack_trace || null);
         setTools([]);
         setHasShownSuccessMessage(false);
       }
     } catch (error) {
       console.error("Tools fetch error:", error);
       setToolsError(error instanceof Error ? error.message : String(error));
+      setToolsErrorStackTrace(null);
       setTools([]);
       setHasShownSuccessMessage(false);
     } finally {
@@ -159,6 +164,7 @@ export const useTestMCPConnection = ({
   const clearTools = () => {
     setTools([]);
     setToolsError(null);
+    setToolsErrorStackTrace(null);
     setHasShownSuccessMessage(false);
   };
 
@@ -190,6 +196,7 @@ export const useTestMCPConnection = ({
     tools,
     isLoadingTools,
     toolsError,
+    toolsErrorStackTrace,
     hasShownSuccessMessage,
     canFetchTools,
     fetchTools,

From 6af693de364166cb9c2b5056c3db26b61a3b5cb1 Mon Sep 17 00:00:00 2001
From: Dominic Feliton <37809476+dominicfeliton@users.noreply.github.com>
Date: Thu, 4 Dec 2025 19:24:28 -0800
Subject: [PATCH 044/178] (fix): empty response + vllm streaming (#17516)

* Fix empty response + vllm streaming

* Add unit test
---
 litellm/llms/openai/openai.py                 |  4 +--
 .../llms/openai/test_openai_empty_response.py | 30 +++++++++++++++++++
 2 files changed, 32 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index 20842525e59..bb9225fc79b 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -444,7 +444,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM):
             else:
                 headers = {}
             response = raw_response.parse()
-            if not hasattr(response, "model_dump"):
+            if not data.get("stream") and not hasattr(response, "model_dump"):
                 raise OpenAIError(
                     status_code=500,
                     message=f"Empty or invalid response from LLM endpoint. Received: {response!r}. Check the reverse proxy or model server configuration.",
@@ -482,7 +482,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM):
             else:
                 headers = {}
             response = raw_response.parse()
-            if not hasattr(response, "model_dump"):
+            if not data.get("stream") and not hasattr(response, "model_dump"):
                 raise OpenAIError(
                     status_code=500,
                     message=f"Empty or invalid response from LLM endpoint. Received: {response!r}. Check the reverse proxy or model server configuration.",
diff --git a/tests/test_litellm/llms/openai/test_openai_empty_response.py b/tests/test_litellm/llms/openai/test_openai_empty_response.py
index fb42918f381..d1692bdf9bd 100644
--- a/tests/test_litellm/llms/openai/test_openai_empty_response.py
+++ b/tests/test_litellm/llms/openai/test_openai_empty_response.py
@@ -95,3 +95,33 @@ class TestEmptyResponseHandling:
 
         assert response == mock_response
         assert headers == {"x-request-id": "123"}
+
+    def test_sync_streaming_response_passes_through_without_model_dump(self):
+        """
+        Test that streaming responses (which don't have model_dump) pass through
+        correctly without raising an error. This validates the fix for VLLM streaming.
+        """
+        openai_chat = OpenAIChatCompletion()
+
+        # Create a mock response WITHOUT model_dump (like an AsyncStream/Iterator)
+        mock_stream = MagicMock(spec=[])  # spec=[] means no attributes
+
+        mock_raw_response = MagicMock()
+        mock_raw_response.headers = {"x-request-id": "123"}
+        mock_raw_response.parse.return_value = mock_stream
+
+        mock_client = MagicMock()
+        mock_client.chat.completions.with_raw_response.create.return_value = (
+            mock_raw_response
+        )
+
+        # Key: data has stream=True - this should bypass the model_dump check
+        headers, response = openai_chat.make_sync_openai_chat_completion_request(
+            openai_client=mock_client,
+            data={"messages": [{"role": "user", "content": "test"}], "stream": True},
+            timeout=30,
+            logging_obj=MagicMock(),
+        )
+
+        assert response == mock_stream
+        assert headers == {"x-request-id": "123"}

From a6006e698c210d204b75a851b59baeb56c8b197d Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 09:34:49 +0530
Subject: [PATCH 045/178] Add support for cursor BYOK with its own
 configuration

---
 docs/my-website/docs/proxy/cursor.md          |  94 ++++++++++++
 docs/my-website/sidebars.js                   |   1 +
 .../proxy/response_api_endpoints/endpoints.py | 144 ++++++++++++++++++
 .../response_api_endpoints/test_endpoints.py  |  63 ++++++++
 4 files changed, 302 insertions(+)
 create mode 100644 docs/my-website/docs/proxy/cursor.md

diff --git a/docs/my-website/docs/proxy/cursor.md b/docs/my-website/docs/proxy/cursor.md
new file mode 100644
index 00000000000..1d9b6a0e0bc
--- /dev/null
+++ b/docs/my-website/docs/proxy/cursor.md
@@ -0,0 +1,94 @@
+---
+id: cursor
+title: Cursor Endpoint (/cursor/chat/completions)
+description: Accept Responses API input from Cursor and return OpenAI Chat Completions output
+---
+
+LiteLLM provides a Cursor-specific endpoint to make Cursor IDE work seamlessly with the LiteLLM Proxy when using BYOK + custom `base_url`.
+
+- Accepts Requests in OpenAI Responses API input format (Cursor sends this)
+- Returns Responses in OpenAI Chat Completions format (Cursor expects this)
+- Supports streaming and non‑streaming
+
+## Endpoint
+
+- Path: `/cursor/chat/completions`
+- Auth: Standard LiteLLM Proxy auth (`Authorization: Bearer <key>`)
+- Behavior: Internally routes to LiteLLM `/responses` flow and transforms output to Chat Completions
+
+## Why this exists
+
+When setting up Cursor with BYOK against a custom `base_url`, Cursor sends requests to the Chat Completions endpoint but in the OpenAI Responses API input shape. Without translation, Cursor won’t display streamed output. This endpoint bridges the formats:
+
+- Input: Responses API (`input`, tool calls, etc.)
+- Output: Chat Completions (`choices`, `delta`, `finish_reason`, etc.)
+
+## Usage
+
+### Non-streaming
+
+```bash
+curl -X POST http://localhost:4000/cursor/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gpt-4o",
+    "input": [{"role": "user", "content": "Hello"}]
+  }'
+```
+
+Example response (shape):
+
+```json
+{
+  "id": "chatcmpl-123",
+  "object": "chat.completion",
+  "created": 1733333333,
+  "model": "gpt-4o",
+  "choices": [
+    {
+      "index": 0,
+      "message": {
+        "role": "assistant",
+        "content": "Hello! How can I help you?"
+      },
+      "finish_reason": "stop"
+    }
+  ],
+  "usage": {
+    "prompt_tokens": 10,
+    "completion_tokens": 8,
+    "total_tokens": 18
+  }
+}
+```
+
+### Streaming
+
+```bash
+curl -N -X POST http://localhost:4000/cursor/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gpt-4o",
+    "input": [{"role": "user", "content": "Hello"}],
+    "stream": true
+  }'
+```
+
+- Server-Sent Events (SSE)
+- Emits `chat.completion.chunk` deltas (`choices[].delta`) and ends with `data: [DONE]`
+
+## Configuration
+
+No special configuration is required beyond your normal LiteLLM Proxy setup. Ensure that:
+
+- Your `config.yaml` includes the models you want to call via this endpoint
+- Your Cursor project uses your LiteLLM Proxy `base_url` and a valid API key
+
+## Notes
+
+- Only this page documents the Cursor endpoint. The native `/responses` docs remain unchanged.
+- This endpoint is intended specifically for Cursor’s request/response expectations. Other clients should continue to use `/v1/chat/completions` or `/v1/responses` as appropriate.
+
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index cebe31a8e11..a2f1339f1e3 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -448,6 +448,7 @@ const sidebars = {
         "realtime",
         "rerank",
         "response_api",
+        "proxy/cursor",
         {
           type: "category",
           label: "/search",
diff --git a/litellm/proxy/response_api_endpoints/endpoints.py b/litellm/proxy/response_api_endpoints/endpoints.py
index 26d10c1ac47..7736c37a809 100644
--- a/litellm/proxy/response_api_endpoints/endpoints.py
+++ b/litellm/proxy/response_api_endpoints/endpoints.py
@@ -85,6 +85,150 @@ async def responses_api(
         )
 
 
+@router.post(
+    "/cursor/chat/completions",
+    dependencies=[Depends(user_api_key_auth)],
+    tags=["responses"],
+)
+async def cursor_chat_completions(
+    request: Request,
+    fastapi_response: Response,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
+    """
+    Cursor-specific endpoint that accepts Responses API input format but returns chat completions format.
+    
+    This endpoint handles requests from Cursor IDE which sends Responses API format (`input` field)
+    but expects chat completions format response (`choices`, `messages`, etc.).
+    
+    ```bash
+    curl -X POST http://localhost:4000/cursor/chat/completions \
+    -H "Content-Type: application/json" \
+    -H "Authorization: Bearer sk-1234" \
+    -d '{
+        "model": "gpt-4o",
+        "input": [{"role": "user", "content": "Hello"}]
+    }'
+    Responds back in chat completions format.
+    ```
+    """
+    from litellm.completion_extras.litellm_responses_transformation.handler import (
+        responses_api_bridge,
+    )
+    from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
+    from litellm.proxy.proxy_server import (
+        _read_request_body,
+        async_data_generator,
+        general_settings,
+        llm_router,
+        proxy_config,
+        proxy_logging_obj,
+        user_api_base,
+        user_max_tokens,
+        user_model,
+        user_request_timeout,
+        user_temperature,
+        version,
+    )
+    from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
+    from litellm.types.llms.openai import ResponsesAPIResponse
+
+    data = await _read_request_body(request=request)
+    processor = ProxyBaseLLMRequestProcessing(data=data)
+
+    def cursor_data_generator(response, user_api_key_dict, request_data):
+        """
+        Custom generator that transforms Responses API streaming chunks to chat completion chunks.
+        
+        This generator is used for the cursor endpoint to convert Responses API format responses
+        to chat completion format that Cursor IDE expects.
+        
+        Args:
+            response: The streaming response (BaseResponsesAPIStreamingIterator or other)
+            user_api_key_dict: User API key authentication dict
+            request_data: Request data containing model, logging_obj, etc.
+        
+        Returns:
+            Async generator that yields SSE-formatted chat completion chunks
+        """
+        # If response is a BaseResponsesAPIStreamingIterator, transform it first
+        if isinstance(response, BaseResponsesAPIStreamingIterator):
+            # Transform Responses API iterator to chat completion iterator
+            completion_stream = responses_api_bridge.transformation_handler.get_model_response_iterator(
+                streaming_response=response,
+                sync_stream=False,
+                json_mode=False,
+            )
+            # Wrap in CustomStreamWrapper to get the async generator
+            logging_obj = request_data.get("litellm_logging_obj")
+            streamwrapper = CustomStreamWrapper(
+                completion_stream=completion_stream,
+                model=request_data.get("model", ""),
+                custom_llm_provider=None,
+                logging_obj=logging_obj,
+            )
+            # Use async_data_generator to format as SSE
+            return async_data_generator(
+                response=streamwrapper,
+                user_api_key_dict=user_api_key_dict,
+                request_data=request_data,
+            )
+        # Otherwise, use the default generator
+        return async_data_generator(
+            response=response,
+            user_api_key_dict=user_api_key_dict,
+            request_data=request_data,
+        )
+
+    try:
+        response = await processor.base_process_llm_request(
+            request=request,
+            fastapi_response=fastapi_response,
+            user_api_key_dict=user_api_key_dict,
+            route_type="aresponses",
+            proxy_logging_obj=proxy_logging_obj,
+            llm_router=llm_router,
+            general_settings=general_settings,
+            proxy_config=proxy_config,
+            select_data_generator=cursor_data_generator,
+            model=None,
+            user_model=user_model,
+            user_temperature=user_temperature,
+            user_request_timeout=user_request_timeout,
+            user_max_tokens=user_max_tokens,
+            user_api_base=user_api_base,
+            version=version,
+        )
+
+        # Transform non-streaming Responses API response to chat completions format
+        if isinstance(response, ResponsesAPIResponse):
+            logging_obj = processor.data.get("litellm_logging_obj")
+            transformed_response = responses_api_bridge.transformation_handler.transform_response(
+                model=processor.data.get("model", ""),
+                raw_response=response,
+                model_response=None,
+                logging_obj=logging_obj,
+                request_data=processor.data,
+                messages=processor.data.get("input", []),
+                optional_params={},
+                litellm_params={},
+                encoding=None,
+                api_key=None,
+                json_mode=None,
+            )
+            return transformed_response
+
+        # Streaming responses are already transformed by cursor_select_data_generator
+        return response
+    except Exception as e:
+        raise await processor._handle_llm_api_exception(
+            e=e,
+            user_api_key_dict=user_api_key_dict,
+            proxy_logging_obj=proxy_logging_obj,
+            version=version,
+        )
+
+
 @router.get(
     "/v1/responses/{response_id}",
     dependencies=[Depends(user_api_key_auth)],
diff --git a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
index bca0944aeac..4bbbf87edb8 100644
--- a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
@@ -51,3 +51,66 @@ class TestResponsesAPIEndpoints(unittest.TestCase):
 
         assert response.status_code in [200, 401, 500]
 
+    @pytest.mark.asyncio
+    @patch("litellm.proxy.proxy_server.llm_router")
+    @patch("litellm.proxy.proxy_server.user_api_key_auth")
+    async def test_cursor_chat_completions_route(self, mock_auth, mock_router):
+        """
+        Test that /cursor/chat/completions endpoint:
+        1. Accepts Responses API input format
+        2. Returns chat completions format response
+        3. Transforms streaming responses correctly
+        """
+        from litellm.types.llms.openai import ResponsesAPIResponse
+        from litellm.types.utils import ResponseOutputMessage, ResponseOutputText
+
+        mock_auth.return_value = MagicMock(
+            token="test_token",
+            user_id="test_user",
+            team_id=None,
+        )
+
+        # Mock a Responses API response
+        mock_responses_response = ResponsesAPIResponse(
+            id="resp_cursor123",
+            created_at=1234567890,
+            model="gpt-4o",
+            object="response",
+            output=[
+                ResponseOutputMessage(
+                    type="message",
+                    role="assistant",
+                    content=[
+                        ResponseOutputText(type="output_text", text="Hello from Cursor!")
+                    ],
+                )
+            ],
+        )
+
+        mock_router.aresponses = AsyncMock(return_value=mock_responses_response)
+
+        client = TestClient(app)
+
+        # Test with Responses API input format (what Cursor sends)
+        test_data = {
+            "model": "gpt-4o",
+            "input": [{"role": "user", "content": "Hello"}],
+        }
+
+        response = client.post(
+            "/cursor/chat/completions",
+            json=test_data,
+            headers={"Authorization": "Bearer sk-1234"},
+        )
+
+        # Should return 200 (or 401/500 if auth fails)
+        assert response.status_code in [200, 401, 500]
+
+        # If successful, verify it returns chat completions format
+        if response.status_code == 200:
+            response_data = response.json()
+            # Should have chat completion structure
+            assert "choices" in response_data or "id" in response_data
+            # Should not have Responses API structure
+            assert "output" not in response_data or "status" not in response_data
+

From 4d83a48b59c15e7d4170b51e0c6b72ad2aae555f Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 09:39:58 +0530
Subject: [PATCH 046/178] Add steps to add litellm proxy in cursor

---
 docs/my-website/docs/proxy/cursor.md | 22 +++++++++++++++++++---
 1 file changed, 19 insertions(+), 3 deletions(-)

diff --git a/docs/my-website/docs/proxy/cursor.md b/docs/my-website/docs/proxy/cursor.md
index 1d9b6a0e0bc..83284db9831 100644
--- a/docs/my-website/docs/proxy/cursor.md
+++ b/docs/my-website/docs/proxy/cursor.md
@@ -28,7 +28,7 @@ When setting up Cursor with BYOK against a custom `base_url`, Cursor sends reque
 ### Non-streaming
 
 ```bash
-curl -X POST http://localhost:4000/cursor/chat/completions \
+curl -X POST https://litellm-internal/cursor/chat/completions \
   -H "Content-Type: application/json" \
   -H "Authorization: Bearer sk-1234" \
   -d '{
@@ -66,7 +66,7 @@ Example response (shape):
 ### Streaming
 
 ```bash
-curl -N -X POST http://localhost:4000/cursor/chat/completions \
+curl -N -X POST https://litellm-internal/cursor/chat/completions \
   -H "Content-Type: application/json" \
   -H "Authorization: Bearer sk-1234" \
   -d '{
@@ -81,10 +81,26 @@ curl -N -X POST http://localhost:4000/cursor/chat/completions \
 
 ## Configuration
 
+### Base URL Setup
+
+**Important**: When configuring Cursor IDE to use this endpoint, you must include `/cursor` in the base URL.
+
+Cursor automatically appends `/chat/completions` to the base URL you provide. To ensure requests go to `/cursor/chat/completions`, configure your base URL in Cursor as:
+
+```
+Base URL: https://litellm-internal/cursor
+```
+
+This way, when Cursor appends `/chat/completions`, the full path becomes `/cursor/chat/completions`, which is the correct endpoint.
+
+**Example**: If your LiteLLM Proxy is running at `https://litellm-internal`, set the base URL in Cursor to `https://litellm-internal/cursor` (not just `https://litellm-internal`).
+
+### General Setup
+
 No special configuration is required beyond your normal LiteLLM Proxy setup. Ensure that:
 
 - Your `config.yaml` includes the models you want to call via this endpoint
-- Your Cursor project uses your LiteLLM Proxy `base_url` and a valid API key
+- Your Cursor project uses your LiteLLM Proxy `base_url` (with `/cursor` included) and a valid API key
 
 ## Notes
 

From 01ee46b49342258eac868eb24ce005c1604ada86 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 10:01:48 +0530
Subject: [PATCH 047/178] Add steps to add litellm proxy in cursor

---
 docs/my-website/docs/proxy/cursor.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/my-website/docs/proxy/cursor.md b/docs/my-website/docs/proxy/cursor.md
index 83284db9831..6bfac517569 100644
--- a/docs/my-website/docs/proxy/cursor.md
+++ b/docs/my-website/docs/proxy/cursor.md
@@ -103,8 +103,6 @@ No special configuration is required beyond your normal LiteLLM Proxy setup. Ens
 - Your Cursor project uses your LiteLLM Proxy `base_url` (with `/cursor` included) and a valid API key
 
 ## Notes
-
-- Only this page documents the Cursor endpoint. The native `/responses` docs remain unchanged.
 - This endpoint is intended specifically for Cursor’s request/response expectations. Other clients should continue to use `/v1/chat/completions` or `/v1/responses` as appropriate.
 
 

From 392e5059b0835e913133fef00b362545469887da Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 10:02:42 +0530
Subject: [PATCH 048/178] Add steps to add litellm proxy in cursor

---
 docs/my-website/docs/proxy/cursor.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/docs/proxy/cursor.md b/docs/my-website/docs/proxy/cursor.md
index 6bfac517569..d01c1e62036 100644
--- a/docs/my-website/docs/proxy/cursor.md
+++ b/docs/my-website/docs/proxy/cursor.md
@@ -1,6 +1,6 @@
 ---
 id: cursor
-title: Cursor Endpoint (/cursor/chat/completions)
+title: /cursor/chat/completions - Cursor Endpoint 
 description: Accept Responses API input from Cursor and return OpenAI Chat Completions output
 ---
 

From 48b5100c181a8f116d98b75070ad4fd00bde5a35 Mon Sep 17 00:00:00 2001
From: Devaj Mody <m.devaj.m@gmail.com>
Date: Fri, 5 Dec 2025 00:50:15 -0500
Subject: [PATCH 049/178] fix(guardrails): mask all matching keywords in
 content filter (#17521)

Fixes #17517

  - Fixed bug where only the first matching blocked keyword was masked
  - Now iterates through ALL blocked keywords and masks each one
  - Added 3 regression tests for multiple keyword masking
---
 .../litellm_content_filter/content_filter.py  |  16 ++-
 .../content_filter/test_content_filter.py     | 116 ++++++++++++++++++
 2 files changed, 128 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
index 6756b188847..c9feb2c47e6 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
@@ -355,10 +355,16 @@ class ContentFilterGuardrail(CustomGuardrail):
                     text = text.replace(matched_text, redaction_tag)
                     verbose_proxy_logger.info(f"Masked {pattern_name} in content")
 
-            # Check blocked words
-            word_match = self._check_blocked_words(text)
-            if word_match:
-                keyword, action, description = word_match
+            # Check blocked words - iterate through ALL blocked words
+            # to ensure all matching keywords are processed, not just the first one
+            text_lower = text.lower()
+            for keyword, (action, description) in self.blocked_words.items():
+                if keyword not in text_lower:
+                    continue
+
+                verbose_proxy_logger.debug(
+                    f"Blocked word '{keyword}' found with action {action}"
+                )
 
                 if action == ContentFilterAction.BLOCK:
                     error_msg = f"Content blocked: keyword '{keyword}' detected"
@@ -381,6 +387,8 @@ class ContentFilterGuardrail(CustomGuardrail):
                         text,
                         flags=re.IGNORECASE,
                     )
+                    # Update text_lower after masking to avoid re-matching
+                    text_lower = text.lower()
                     verbose_proxy_logger.info(f"Masked keyword '{keyword}' in content")
 
             processed_texts.append(text)
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
index b5c093fdf06..ec7a0c0700a 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
@@ -555,3 +555,119 @@ class TestContentFilterGuardrail:
         assert guardrail.blocked_words["langchain"] == ("BLOCK", None)
         assert "openai" in guardrail.blocked_words
         assert guardrail.blocked_words["openai"] == ("MASK", "Competitor name")
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_masks_all_different_blocked_keywords(self):
+        """
+        Test that ALL different blocked keywords are masked, not just the first one.
+
+        Regression test for GitHub issue #17517:
+        https://github.com/BerriAI/litellm/issues/17517
+
+        Before fix:
+            Input: "Keyword01 Keyword01 Keyword02"
+            Output: "[KEYWORD_REDACTED] [KEYWORD_REDACTED] Keyword02"
+            (only first matching keyword type was replaced)
+
+        After fix:
+            Input: "Keyword01 Keyword01 Keyword02"
+            Output: "[KEYWORD_REDACTED] [KEYWORD_REDACTED] [KEYWORD_REDACTED]"
+            (all matching keywords are replaced)
+        """
+        blocked_words = [
+            BlockedWord(
+                keyword="keyword01",
+                action=ContentFilterAction.MASK,
+            ),
+            BlockedWord(
+                keyword="keyword02",
+                action=ContentFilterAction.MASK,
+            ),
+        ]
+
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-multiple-keywords",
+            blocked_words=blocked_words,
+        )
+
+        # Test case from issue #17517
+        guardrailed_inputs = await guardrail.apply_guardrail(
+            inputs={"texts": ["Keyword01 Keyword01 Keyword02"]},
+            request_data={},
+            input_type="request",
+        )
+        result = guardrailed_inputs.get("texts", [])
+
+        assert result is not None
+        assert len(result) == 1
+        # All keywords should be redacted
+        assert result[0] == "[KEYWORD_REDACTED] [KEYWORD_REDACTED] [KEYWORD_REDACTED]"
+        assert "Keyword01" not in result[0]
+        assert "Keyword02" not in result[0]
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_masks_multiple_keywords_different_order(self):
+        """
+        Test that keyword order in input doesn't affect masking all keywords.
+
+        Additional test for GitHub issue #17517.
+        """
+        blocked_words = [
+            BlockedWord(
+                keyword="keyword01",
+                action=ContentFilterAction.MASK,
+            ),
+            BlockedWord(
+                keyword="keyword02",
+                action=ContentFilterAction.MASK,
+            ),
+        ]
+
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-multiple-keywords-order",
+            blocked_words=blocked_words,
+        )
+
+        # Test with keyword02 appearing first
+        guardrailed_inputs = await guardrail.apply_guardrail(
+            inputs={"texts": ["Keyword02 Keyword01 Keyword02"]},
+            request_data={},
+            input_type="request",
+        )
+        result = guardrailed_inputs.get("texts", [])
+
+        assert result is not None
+        assert len(result) == 1
+        assert result[0] == "[KEYWORD_REDACTED] [KEYWORD_REDACTED] [KEYWORD_REDACTED]"
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_blocks_on_any_blocked_keyword(self):
+        """
+        Test that if any keyword has BLOCK action, it blocks even if others have MASK.
+        """
+        blocked_words = [
+            BlockedWord(
+                keyword="safe_word",
+                action=ContentFilterAction.MASK,
+            ),
+            BlockedWord(
+                keyword="danger_word",
+                action=ContentFilterAction.BLOCK,
+            ),
+        ]
+
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-block-priority",
+            blocked_words=blocked_words,
+        )
+
+        # Should block when danger_word is present, even if safe_word is also there
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={"texts": ["safe_word and danger_word together"]},
+                request_data={},
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "danger_word" in str(exc_info.value.detail)

From 8776336c3c61e4d647a364b2cde340639a50da45 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 4 Dec 2025 21:51:56 -0800
Subject: [PATCH 050/178] Enable detailed debugging for reference (#17508)

* Deprecate set_verbose in favor of LITELLM_LOG

Co-authored-by: krrishdholakia <krrishdholakia@gmail.com>

* Update debugging documentation links

Co-authored-by: krrishdholakia <krrishdholakia@gmail.com>

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
---
 docs/my-website/docs/proxy/config_settings.md | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index b71e100e157..d4a522f055c 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -29,7 +29,8 @@ litellm_settings:
   request_timeout: 10 # (int) llm requesttimeout in seconds. Raise Timeout error if call takes longer than 10s. Sets litellm.request_timeout 
   force_ipv4: boolean # If true, litellm will force ipv4 for all LLM requests. Some users have seen httpx ConnectionError when using ipv6 + Anthropic API
   
-  set_verbose: boolean # sets litellm.set_verbose=True to view verbose debug logs. DO NOT LEAVE THIS ON IN PRODUCTION
+  # Debugging - see debugging docs for more options
+  # Use `--debug` or `--detailed_debug` CLI flags, or set LITELLM_LOG env var to "INFO", "DEBUG", or "ERROR"
   json_logs: boolean # if true, logs will be in json format
 
   # Fallbacks, reliability
@@ -171,7 +172,7 @@ router_settings:
 | redact_user_api_key_info | boolean | If true, redacts information about the user api key from logs [Proxy Logging](logging#redacting-userapikeyinfo) |
 | mcp_aliases | object | Maps friendly aliases to MCP server names for easier tool access. Only the first alias for each server is used. [MCP Aliases](../mcp#mcp-aliases) |
 | langfuse_default_tags | array of strings | Default tags for Langfuse Logging. Use this if you want to control which LiteLLM-specific fields are logged as tags by the LiteLLM proxy. By default LiteLLM Proxy logs no LiteLLM-specific fields as tags. [Further docs](./logging#litellm-specific-tags-on-langfuse---cache_hit-cache_key) |
-| set_verbose | boolean | If true, sets litellm.set_verbose=True to view verbose debug logs. DO NOT LEAVE THIS ON IN PRODUCTION |
+| set_verbose | boolean | [DEPRECATED - see debugging docs](./debugging) Use `--debug` or `--detailed_debug` CLI flags, or set `LITELLM_LOG` env var to "INFO", "DEBUG", or "ERROR" instead. |
 | json_logs | boolean | If true, logs will be in json format. If you need to store the logs as JSON, just set the `litellm.json_logs = True`. We currently just log the raw POST request from litellm as a JSON [Further docs](./debugging) |
 | default_fallbacks | array of strings | List of fallback models to use if a specific model group is misconfigured / bad. [Further docs](./reliability#default-fallbacks) |
 | request_timeout | integer | The timeout for requests in seconds. If not set, the default value is `6000 seconds`. [For reference OpenAI Python SDK defaults to `600 seconds`.](https://github.com/openai/openai-python/blob/main/src/openai/_constants.py) |
@@ -333,7 +334,7 @@ router_settings:
 | caching_groups | Optional[List[tuple]] | List of model groups for caching across model groups. Defaults to None. - e.g. caching_groups=[("openai-gpt-3.5-turbo", "azure-gpt-3.5-turbo")]|
 | alerting_config | AlertingConfig | [SDK-only arg] Slack alerting configuration. Defaults to None. [Further Docs](../routing.md#alerting-) |
 | assistants_config | AssistantsConfig | Set on proxy via `assistant_settings`. [Further docs](../assistants.md) |
-| set_verbose | boolean | [DEPRECATED PARAM - see debug docs](./debugging.md) If true, sets the logging level to verbose. |
+| set_verbose | boolean | [DEPRECATED PARAM - see debug docs](./debugging) If true, sets the logging level to verbose. |
 | retry_after | int | Time to wait before retrying a request in seconds. Defaults to 0. If `x-retry-after` is received from LLM API, this value is overridden. |
 | provider_budget_config | ProviderBudgetConfig | Provider budget configuration. Use this to set llm_provider budget limits. example $100/day to OpenAI, $100/day to Azure, etc. Defaults to None. [Further Docs](./provider_budget_routing.md) |
 | enable_pre_call_checks | boolean | If true, checks if a call is within the model's context window before making the call. [More information here](reliability) |
@@ -798,7 +799,7 @@ router_settings:
 | SEND_USER_API_KEY_ALIAS | Flag to send user API key alias to Zscaler AI Guard. Default is False
 | SEND_USER_API_KEY_TEAM_ID | Flag to send user API key team ID to Zscaler AI Guard. Default is False
 | SEND_USER_API_KEY_USER_ID | Flag to send user API key user ID to Zscaler AI Guard. Default is False
-| SET_VERBOSE | Flag to enable verbose logging
+| SET_VERBOSE | [DEPRECATED] Use `LITELLM_LOG` instead with values "INFO", "DEBUG", or "ERROR". See [debugging docs](./debugging)
 | SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD | Minimum number of requests to consider "reasonable traffic" for single-deployment cooldown logic. Default is 1000
 | SLACK_DAILY_REPORT_FREQUENCY | Frequency of daily Slack reports (e.g., daily, weekly)
 | SLACK_WEBHOOK_URL | Webhook URL for Slack integration

From 63fae7949371786125a2e5c92aaf44570481af4e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kristian=20Br=C3=BCnn?=
 <11316874+kristianmitk@users.noreply.github.com>
Date: Fri, 5 Dec 2025 06:52:57 +0100
Subject: [PATCH 051/178] fix(sql): Optimize SpendLogs queries to use timestamp
 filtering for index usage (#17504)

* fix: optimize SpendLogs queries to use timestamp filtering (#17487)

* use timestamptz & enhance test
---
 .../analytics_endpoints.py                    |  2 +-
 .../spend_management_endpoints.py             | 34 ++++----
 .../spend_tracking/spend_tracking_utils.py    |  2 +-
 .../test_spend_query_optimization.py          | 84 +++++++++++++++++++
 4 files changed, 102 insertions(+), 20 deletions(-)
 create mode 100644 tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py

diff --git a/litellm/proxy/analytics_endpoints/analytics_endpoints.py b/litellm/proxy/analytics_endpoints/analytics_endpoints.py
index f929cb74e40..4752593742c 100644
--- a/litellm/proxy/analytics_endpoints/analytics_endpoints.py
+++ b/litellm/proxy/analytics_endpoints/analytics_endpoints.py
@@ -84,7 +84,7 @@ async def get_global_activity(
             FROM "LiteLLM_SpendLogs" sl
             LEFT JOIN "LiteLLM_VerificationToken" vt ON sl."api_key" = vt."token"
             WHERE 
-                sl."startTime" BETWEEN $1::date AND $2::date + interval '1 day'
+                sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
             GROUP BY 
                 vt."key_alias",
                 sl."call_type",
diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 2d3fc023a39..5be9d9bab3c 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -213,7 +213,7 @@ async def get_global_activity_internal_user(
         COUNT(*) AS api_requests,
         SUM(total_tokens) AS total_tokens
     FROM "LiteLLM_SpendLogs"
-    WHERE "startTime" BETWEEN $1::date AND $2::date + interval '1 day'
+    WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
     AND "user" = $3
     GROUP BY date_trunc('day', "startTime")
     """
@@ -297,7 +297,7 @@ async def get_global_activity(
                 COUNT(*) AS api_requests,
                 SUM(total_tokens) AS total_tokens
             FROM "LiteLLM_SpendLogs"
-            WHERE "startTime" BETWEEN $1::date AND $2::date + interval '1 day'
+            WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
             GROUP BY date_trunc('day', "startTime")
             """
             db_response = await prisma_client.db.query_raw(
@@ -356,7 +356,7 @@ async def get_global_activity_model_internal_user(
         COUNT(*) AS api_requests,
         SUM(total_tokens) AS total_tokens
     FROM "LiteLLM_SpendLogs"
-    WHERE "startTime" BETWEEN $1::date AND $2::date + interval '1 day'
+    WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
     AND "user" = $3
     GROUP BY model_group, date_trunc('day', "startTime")
     """
@@ -464,7 +464,7 @@ async def get_global_activity_model(
                 COUNT(*) AS api_requests,
                 SUM(total_tokens) AS total_tokens
             FROM "LiteLLM_SpendLogs"
-            WHERE "startTime" BETWEEN $1::date AND $2::date + interval '1 day'
+            WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
             GROUP BY model_group, date_trunc('day', "startTime")
             """
             db_response = await prisma_client.db.query_raw(
@@ -609,8 +609,7 @@ async def get_global_activity_exceptions_per_deployment(
         FROM
             "LiteLLM_ErrorLogs"
         WHERE
-            "startTime" >= $1::date
-            AND "startTime" < ($2::date + INTERVAL '1 day')
+            "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
             AND model_group = $3
             AND status_code = '429'
         GROUP BY
@@ -741,8 +740,7 @@ async def get_global_activity_exceptions(
         FROM
             "LiteLLM_ErrorLogs"
         WHERE
-            "startTime" >= $1::date
-            AND "startTime" < ($2::date + INTERVAL '1 day')
+            "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
             AND model_group = $3
             AND status_code = '429'
         GROUP BY
@@ -855,7 +853,7 @@ async def get_global_spend_provider(
             model_id,
             SUM(spend) AS spend
             FROM "LiteLLM_SpendLogs"
-            WHERE "startTime" BETWEEN $1::date AND $2::date 
+            WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\') 
             AND length(model_id) > 0
             AND "user" = $3
             GROUP BY model_id
@@ -869,7 +867,7 @@ async def get_global_spend_provider(
             model_id,
             SUM(spend) AS spend
             FROM "LiteLLM_SpendLogs"
-            WHERE "startTime" BETWEEN $1::date AND $2::date AND length(model_id) > 0
+            WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\') AND length(model_id) > 0
             GROUP BY model_id
             """
             db_response = await prisma_client.db.query_raw(
@@ -1019,7 +1017,7 @@ async def get_global_spend_report(
                     FROM
                         "LiteLLM_SpendLogs" sl
                     WHERE
-                        sl."startTime" BETWEEN $1::date AND $2::date AND sl.api_key = $3
+                        sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\') AND sl.api_key = $3
                     GROUP BY
                         sl.api_key,
                         sl.model
@@ -1064,7 +1062,7 @@ async def get_global_spend_report(
                     FROM
                         "LiteLLM_SpendLogs" sl
                     WHERE
-                        sl."startTime" BETWEEN $1::date AND $2::date AND sl.user = $3
+                        sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\') AND sl.user = $3
                     GROUP BY
                         sl.api_key,
                         sl.model
@@ -1118,7 +1116,7 @@ async def get_global_spend_report(
                 ON 
                     sl.team_id = tt.team_id
                 WHERE
-                    sl."startTime" BETWEEN $1::date AND $2::date
+                    sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
                 GROUP BY
                     date_trunc('day', sl."startTime"),
                     tt.team_alias,
@@ -1177,7 +1175,7 @@ async def get_global_spend_report(
                 FROM
                     "LiteLLM_SpendLogs" sl
                 WHERE
-                    sl."startTime" BETWEEN $1::date AND $2::date
+                    sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
                 GROUP BY
                     date_trunc('day', sl."startTime"),
                     customer,
@@ -1234,7 +1232,7 @@ async def get_global_spend_report(
                     FROM
                         "LiteLLM_SpendLogs" sl
                     WHERE
-                        sl."startTime" BETWEEN $1::date AND $2::date
+                        sl."startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
                     GROUP BY
                         sl.api_key,
                         sl.model
@@ -1442,7 +1440,7 @@ async def _get_spend_report_for_time_range(
         jsonb_array_elements_text(request_tags) AS individual_request_tag,
         SUM(spend) AS total_spend
         FROM "LiteLLM_SpendLogs"
-        WHERE "startTime" >= $1::date AND "startTime" < ($2::date + INTERVAL '1 day')
+        WHERE "startTime" >= $1::timestamptz AND "startTime" < ($2::timestamptz + INTERVAL \'1 day\')
         GROUP BY individual_request_tag
         ORDER BY total_spend DESC;
         """
@@ -2683,8 +2681,8 @@ async def global_spend_end_users(data: Optional[GlobalEndUsersSpend] = None):
     sql_query = """
 SELECT end_user, COUNT(*) AS total_count, SUM(spend) AS total_spend
 FROM "LiteLLM_SpendLogs"
-WHERE "startTime" >= $1::timestamp
-  AND "startTime" < $2::timestamp
+WHERE "startTime" >= $1::timestamptz
+  AND "startTime" < $2::timestamptz
   AND (
     CASE
       WHEN $3::TEXT IS NULL THEN TRUE
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index a5ad105c3ba..ec379df7114 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -483,7 +483,7 @@ async def get_spend_by_team_and_customer(
         ON 
             sl.team_id = tt.team_id
         WHERE
-            sl."startTime" BETWEEN $1::date AND $2::date
+            sl."startTime" >= $1::timestamptz AND sl."startTime" < ($2::timestamptz + INTERVAL '1 day')
             AND sl.team_id = $3
             AND sl.end_user = $4
         GROUP BY
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
new file mode 100644
index 00000000000..f65c958b3db
--- /dev/null
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
@@ -0,0 +1,84 @@
+"""
+Test that spend queries use timestamp filtering instead of date casting.
+
+This prevents the performance issue where date casting prevents index usage.
+GitHub Issue: #17487
+"""
+
+import datetime
+import os
+import sys
+from datetime import timezone
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../.."))
+
+from litellm.proxy.spend_tracking.spend_tracking_utils import (
+    get_spend_by_team_and_customer,
+)
+
+
+@pytest.mark.asyncio
+async def test_spend_query_uses_timestamp_filtering():
+    """
+    Test that spend queries use timestamp filtering for index optimization.
+
+    Verifies:
+    1. SQL does NOT cast the startTime column to DATE (which prevents index usage)
+    2. SQL uses >= and < operators with INTERVAL for timestamp range filtering
+    3. Parameters passed are datetime objects (not date objects)
+    """
+    # Mock prisma client
+    mock_prisma = MagicMock()
+    mock_db = MagicMock()
+    mock_query_raw = AsyncMock(return_value=[])
+    mock_db.query_raw = mock_query_raw
+    mock_prisma.db = mock_db
+
+    # Use timezone-aware datetime objects
+    start_date = datetime.datetime(2024, 1, 1, tzinfo=timezone.utc)
+    end_date = datetime.datetime(2024, 1, 31, tzinfo=timezone.utc)
+
+    # Call the function
+    await get_spend_by_team_and_customer(
+        start_date=start_date,
+        end_date=end_date,
+        team_id="test_team",
+        customer_id="test_customer",
+        prisma_client=mock_prisma,
+    )
+
+    # Verify the query was called
+    assert mock_query_raw.called, "query_raw should have been called"
+
+    # Extract SQL and parameters
+    # Prisma query_raw is called like: query_raw(sql, param1, param2, ...)
+    call_args = mock_query_raw.call_args[0]
+    sql = call_args[0]
+    params = call_args[1:]
+
+    # 1) SQL should NOT cast the startTime column to DATE (prevents index usage)
+    assert "::date" not in sql.lower(), \
+        "SQL should not use '::date' casting which prevents index usage"
+    assert "date(" not in sql.lower(), \
+        "SQL should not use DATE() function which prevents index usage"
+
+    # 2) SQL should use timestamp-range filtering pattern for index optimization
+    assert '"startTime" >=' in sql or '"startTime">=' in sql, \
+        "SQL should use >= operator for lower bound"
+    assert '"startTime" <' in sql or '"startTime"<' in sql, \
+        "SQL should use < operator for upper bound"
+    assert "interval '1 day'" in sql.lower(), \
+        "SQL should use INTERVAL for date arithmetic"
+
+    # 3) Parameters should be datetime objects (not date objects)
+    assert isinstance(params[0], datetime.datetime), \
+        "First parameter (start_date) should be datetime object"
+    assert isinstance(params[1], datetime.datetime), \
+        "Second parameter (end_date) should be datetime object"
+    assert params[0].tzinfo is not None, \
+        "start_date should be timezone-aware"
+    assert params[1].tzinfo is not None, \
+        "end_date should be timezone-aware"

From 8da265b9019aaa4ca757fb99d9838af2d1776c21 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 21:59:43 -0800
Subject: [PATCH 052/178] Fix select in edit membership

---
 .../organization/organization_view.tsx        |  2 +-
 .../components/team/EditMembership.test.tsx   | 72 +++++++++++++++++++
 ...edit_membership.tsx => EditMembership.tsx} | 17 +++--
 .../src/components/team/team_info.tsx         |  4 +-
 4 files changed, 83 insertions(+), 12 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/team/EditMembership.test.tsx
 rename ui/litellm-dashboard/src/components/team/{edit_membership.tsx => EditMembership.tsx} (93%)

diff --git a/ui/litellm-dashboard/src/components/organization/organization_view.tsx b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
index 76f5e81b2fc..962ec6fa4ea 100644
--- a/ui/litellm-dashboard/src/components/organization/organization_view.tsx
+++ b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
@@ -39,7 +39,7 @@ import {
 } from "../networking";
 import ObjectPermissionsView from "../object_permissions_view";
 import NumericalInput from "../shared/numerical_input";
-import MemberModal from "../team/edit_membership";
+import MemberModal from "../team/EditMembership";
 import VectorStoreSelector from "../vector_store_management/VectorStoreSelector";
 
 interface OrganizationInfoProps {
diff --git a/ui/litellm-dashboard/src/components/team/EditMembership.test.tsx b/ui/litellm-dashboard/src/components/team/EditMembership.test.tsx
new file mode 100644
index 00000000000..03837ac7ff1
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/team/EditMembership.test.tsx
@@ -0,0 +1,72 @@
+import { act, fireEvent, screen, waitFor } from "@testing-library/react";
+import { describe, expect, it, vi } from "vitest";
+import { renderWithProviders } from "../../../tests/test-utils";
+import EditMembership from "./EditMembership";
+
+describe("EditMembership", () => {
+  const mockOnCancel = vi.fn();
+  const mockOnSubmit = vi.fn();
+
+  const defaultConfig = {
+    title: "Add Member",
+    roleOptions: [
+      { label: "Admin", value: "admin" },
+      { label: "Member", value: "member" },
+    ],
+    defaultRole: "member",
+    showEmail: true,
+    showUserId: false,
+  };
+
+  it("should render", () => {
+    renderWithProviders(
+      <EditMembership
+        visible={true}
+        onCancel={mockOnCancel}
+        onSubmit={mockOnSubmit}
+        mode="add"
+        config={defaultConfig}
+      />,
+    );
+
+    expect(screen.getByRole("dialog")).toBeInTheDocument();
+    expect(screen.getByLabelText("Email")).toBeInTheDocument();
+    expect(screen.getByLabelText("Role")).toBeInTheDocument();
+  });
+
+  it("should submit form data when adding a member", async () => {
+    renderWithProviders(
+      <EditMembership
+        visible={true}
+        onCancel={mockOnCancel}
+        onSubmit={mockOnSubmit}
+        mode="add"
+        config={defaultConfig}
+      />,
+    );
+
+    const emailInput = screen.getByPlaceholderText("user@example.com");
+    const submitButton = screen.getByRole("button", { name: "Add Member" });
+
+    act(() => {
+      fireEvent.change(emailInput, { target: { value: "test@example.com" } });
+    });
+
+    await waitFor(() => {
+      expect(emailInput).toHaveValue("test@example.com");
+    });
+
+    act(() => {
+      fireEvent.click(submitButton);
+    });
+
+    await waitFor(() => {
+      expect(mockOnSubmit).toHaveBeenCalledWith(
+        expect.objectContaining({
+          user_email: "test@example.com",
+          role: "member",
+        }),
+      );
+    });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/team/edit_membership.tsx b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
similarity index 93%
rename from ui/litellm-dashboard/src/components/team/edit_membership.tsx
rename to ui/litellm-dashboard/src/components/team/EditMembership.tsx
index 93142599aca..e201075cf41 100644
--- a/ui/litellm-dashboard/src/components/team/edit_membership.tsx
+++ b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
@@ -1,7 +1,6 @@
+import { Text, TextInput } from "@tremor/react";
+import { Button as AntButton, Form, Modal, Select } from "antd";
 import React, { useEffect } from "react";
-import { Modal, Form, Button as AntButton } from "antd";
-import { Select, SelectItem, TextInput } from "@tremor/react";
-import { Text } from "@tremor/react";
 import NumericalInput from "../shared/numerical_input";
 
 interface BaseMember {
@@ -135,9 +134,9 @@ const MemberModal = <T extends BaseMember>({
         return (
           <Select>
             {field.options?.map((option) => (
-              <SelectItem key={option.value} value={option.value}>
+              <Select.Option key={option.value} value={option.value}>
                 {option.label}
-              </SelectItem>
+              </Select.Option>
             ))}
           </Select>
         );
@@ -199,14 +198,14 @@ const MemberModal = <T extends BaseMember>({
                   // Then all other roles
                   ...config.roleOptions.filter((option) => option.value !== initialData.role),
                 ].map((option) => (
-                  <SelectItem key={option.value} value={option.value}>
+                  <Select.Option key={option.value} value={option.value}>
                     {option.label}
-                  </SelectItem>
+                  </Select.Option>
                 ))
               : config.roleOptions.map((option) => (
-                  <SelectItem key={option.value} value={option.value}>
+                  <Select.Option key={option.value} value={option.value}>
                     {option.label}
-                  </SelectItem>
+                  </Select.Option>
                 ))}
           </Select>
         </Form.Item>
diff --git a/ui/litellm-dashboard/src/components/team/team_info.tsx b/ui/litellm-dashboard/src/components/team/team_info.tsx
index e9e5e6f640d..f2ca96c9d69 100644
--- a/ui/litellm-dashboard/src/components/team/team_info.tsx
+++ b/ui/litellm-dashboard/src/components/team/team_info.tsx
@@ -32,20 +32,20 @@ import { Button, Form, Input, message, Select, Switch, Tooltip } from "antd";
 import { CheckIcon, CopyIcon } from "lucide-react";
 import React, { useEffect, useMemo, useState } from "react";
 import { copyToClipboard as utilCopyToClipboard } from "../../utils/dataUtils";
+import AgentSelector from "../agent_management/AgentSelector";
 import DeleteResourceModal from "../common_components/DeleteResourceModal";
 import PassThroughRoutesSelector from "../common_components/PassThroughRoutesSelector";
 import { getModelDisplayName, unfurlWildcardModelsInList } from "../key_team_helpers/fetch_available_models_team_key";
 import LoggingSettingsView from "../logging_settings_view";
 import MCPServerSelector from "../mcp_server_management/MCPServerSelector";
 import MCPToolPermissions from "../mcp_server_management/MCPToolPermissions";
-import AgentSelector from "../agent_management/AgentSelector";
 import NotificationsManager from "../molecules/notifications_manager";
 import { fetchMCPAccessGroups } from "../networking";
 import ObjectPermissionsView from "../object_permissions_view";
 import NumericalInput from "../shared/numerical_input";
 import VectorStoreSelector from "../vector_store_management/VectorStoreSelector";
-import MemberModal from "./edit_membership";
 import EditLoggingSettings from "./EditLoggingSettings";
+import MemberModal from "./EditMembership";
 import MemberPermissions from "./member_permissions";
 import TeamMembersComponent from "./team_member_view";
 

From 316f7671a9e6c7164e65c809038e0102073bc42f Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 03:01:59 -0300
Subject: [PATCH 053/178] fix(gemini): handle partial JSON chunks after first
 valid chunk (#17496)

* fix(gemini): allow JSON accumulation on any chunk, not just first

* test(gemini): add tests for partial JSON chunk handling
---
 .../vertex_and_google_ai_studio_gemini.py     | 13 ++--
 ...test_vertex_and_google_ai_studio_gemini.py | 59 +++++++++++++++++++
 2 files changed, 65 insertions(+), 7 deletions(-)

diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index 665661b9d22..a4c4f8bb3f7 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -2589,13 +2589,12 @@ class ModelResponseIterator:
         try:
             json_chunk = json.loads(chunk)
 
-        except json.JSONDecodeError as e:
-            if (
-                self.sent_first_chunk is False
-            ):  # only check for accumulated json, on first chunk, else raise error. Prevent real errors from being masked.
-                self.chunk_type = "accumulated_json"
-                return self.handle_accumulated_json_chunk(chunk=chunk)
-            raise e
+        except json.JSONDecodeError:
+            # Switch to accumulation mode for partial JSON chunks
+            # This can happen at any point due to network fragmentation, not just first chunk
+            # See: https://github.com/BerriAI/litellm/issues/16562
+            self.chunk_type = "accumulated_json"
+            return self.handle_accumulated_json_chunk(chunk=chunk)
 
         if self.sent_first_chunk is False:
             self.sent_first_chunk = True
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 2b305dbade1..89e35ecacd5 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -2062,3 +2062,62 @@ def test_gemini_image_models_excluded_from_thinking():
         # None of these should have thinkingConfig
         assert "thinkingConfig" not in result, f"Model {model} should not have thinkingConfig"
 
+
+def test_partial_json_chunk_after_first_chunk():
+    """
+    Test that partial JSON chunks are handled correctly even AFTER the first chunk.
+
+    This tests the fix for:
+    - https://github.com/BerriAI/litellm/issues/16562
+    - https://github.com/BerriAI/litellm/issues/16037
+    - https://github.com/BerriAI/litellm/issues/14747
+    - https://github.com/BerriAI/litellm/issues/10410
+    - https://github.com/BerriAI/litellm/issues/5650
+
+    The bug was that accumulation mode only activated on the first chunk.
+    If chunk 1 was valid and chunk 5 arrived partial, it would crash.
+    """
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        ModelResponseIterator,
+    )
+
+    iterator = ModelResponseIterator(
+        streaming_response=MagicMock(),
+        sync_stream=True,
+        logging_obj=MagicMock(),
+    )
+
+    # First chunk arrives COMPLETE - this sets sent_first_chunk = True
+    first_chunk = '{"candidates": [{"content": {"parts": [{"text": "Hello"}]}}]}'
+    result1 = iterator.handle_valid_json_chunk(first_chunk)
+    assert result1 is not None, "First complete chunk should parse OK"
+    assert iterator.sent_first_chunk is True, "sent_first_chunk should be True after first chunk"
+
+    # Later chunk arrives PARTIAL (simulating network fragmentation)
+    partial_chunk = '{"candidates": [{"content":'
+    result2 = iterator.handle_valid_json_chunk(partial_chunk)
+
+    # Should switch to accumulation mode instead of crashing
+    assert result2 is None, "Partial chunk should return None while accumulating"
+    assert iterator.chunk_type == "accumulated_json", "Should switch to accumulated_json mode"
+
+
+def test_partial_json_chunk_on_first_chunk():
+    """Test that first chunk being partial still works (existing behavior)."""
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        ModelResponseIterator,
+    )
+
+    iterator = ModelResponseIterator(
+        streaming_response=MagicMock(),
+        sync_stream=True,
+        logging_obj=MagicMock(),
+    )
+
+    # First chunk is partial
+    partial = '{"candidates": [{"content":'
+    result = iterator.handle_valid_json_chunk(partial)
+
+    assert result is None, "Partial first chunk should return None"
+    assert iterator.chunk_type == "accumulated_json", "Should switch to accumulated_json mode"
+

From 51cc102c30d82dfecad7df8745a0a2358391f532 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 4 Dec 2025 22:06:13 -0800
Subject: [PATCH 054/178] fix(unified_guardrail.py): support during_call event
 type for unified guardrails (#17514)

* fix(unified_guardrail.py): support during_call event type for unified guardrails

allows guardrails overriding apply_guardrails to work 'during_call'

* feat(generic_guardrail_api.py): support new 'tool_calls' field for generic guardrail api

returns the tool calls emitted by the LLM API to the user

* fix(generic_guardrail_api.py): working anthropic /v1/messages tool call response

send llm tool calls to guardrail api when called via `/v1/messages` API

* fix(responses/): run generic_guardrail_api on responses api tool call responses

* fix: fix tests

* test: fix tests

* fix: fix tests
---
 .../mock_bedrock_guardrail_server.py          |  36 +---
 .../transformation.py                         |  59 +-----
 .../chat/guardrail_translation/handler.py     |  66 ++++--
 litellm/llms/anthropic/chat/transformation.py | 132 +++++++-----
 .../chat/guardrail_translation/handler.py     |   8 +-
 .../guardrail_translation/handler.py          |  81 ++++++--
 litellm/proxy/_new_secret_config.yaml         |   2 +-
 .../generic_guardrail_api.py                  |   4 +-
 .../unified_guardrail/unified_guardrail.py    |  46 ++++-
 litellm/proxy/utils.py                        |  18 +-
 .../transformation.py                         | 144 ++++++++++---
 litellm/types/guardrails.py                   |  16 +-
 .../guardrail_hooks/generic_guardrail_api.py  |  48 ++---
 .../rerank/test_rerank_guardrail_handler.py   |  28 +--
 .../guardrail_translation/test_handler.py     |  74 ++++++-
 .../test_text_completion_guardrail_handler.py |  21 +-
 ...test_image_generation_guardrail_handler.py |  14 +-
 ...test_openai_responses_guardrail_handler.py | 194 +++++++++++++++++-
 .../test_text_to_speech_guardrail_handler.py  |  28 +--
 ...t_audio_transcription_guardrail_handler.py |  28 +--
 .../test_generic_guardrail_api.py             |   2 +-
 21 files changed, 738 insertions(+), 311 deletions(-)

diff --git a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
index fd53ece6604..b5c1b3fa0c8 100644
--- a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
+++ b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
@@ -361,41 +361,6 @@ async def health():
     return {"status": "healthy"}
 
 
-@app.post(
-    "/guardrail/{guardrailIdentifier}/version/{guardrailVersion}/apply",
-    response_model=BedrockGuardrailResponse,
-)
-async def apply_guardrail(
-    guardrailIdentifier: str,
-    guardrailVersion: str,
-    request: BedrockRequest,
-    token: str = Depends(verify_bearer_token),
-) -> BedrockGuardrailResponse:
-    """
-    Apply guardrail to input or output content.
-
-    This endpoint mimics the AWS Bedrock ApplyGuardrail API.
-
-    Args:
-        guardrailIdentifier: The guardrail ID
-        guardrailVersion: The guardrail version
-        request: The guardrail request containing content to analyze
-        token: Bearer token (verified by dependency)
-
-    Returns:
-        BedrockGuardrailResponse with analysis results
-    """
-    # Process the request
-    response, output_texts = process_guardrail_request(request)
-
-    # Log the request (optional, for debugging)
-    print(f"Guardrail applied: {guardrailIdentifier} v{guardrailVersion}")
-    print(f"Source: {request.source}")
-    print(f"Action: {response.action}")
-
-    return response
-
-
 """
 LiteLLM exposes a basic guardrail API with the text extracted from the request and sent to the guardrail API, as well as the received request body for any further processing. 
 
@@ -427,6 +392,7 @@ class LitellmBasicGuardrailRequest(BaseModel):
     texts: List[str]
     images: Optional[List[str]] = None
     tools: Optional[List[dict]] = None
+    tool_calls: Optional[List[dict]] = None
     request_data: Dict[str, Any] = Field(default_factory=dict)
     additional_provider_specific_params: Dict[str, Any] = Field(default_factory=dict)
     input_type: Literal["request", "response"]
diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index 2045836387f..c4233140b31 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -367,49 +367,14 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
                     reasoning_content = None  # flush reasoning content
                     index += 1
             elif isinstance(item, ResponseFunctionToolCall):
-
-                provider_specific_fields = getattr(
-                    item, "provider_specific_fields", None
+                from litellm.responses.litellm_completion_transformation.transformation import (
+                    LiteLLMCompletionResponsesConfig,
                 )
-                if provider_specific_fields and not isinstance(
-                    provider_specific_fields, dict
-                ):
-                    provider_specific_fields = (
-                        dict(provider_specific_fields)
-                        if hasattr(provider_specific_fields, "__dict__")
-                        else {}
-                    )
-                elif hasattr(item, "get") and callable(item.get):  # type: ignore
-                    provider_fields = item.get("provider_specific_fields")  # type: ignore
-                    if provider_fields:
-                        provider_specific_fields = (
-                            provider_fields
-                            if isinstance(provider_fields, dict)
-                            else (
-                                dict(provider_fields)  # type: ignore
-                                if hasattr(provider_fields, "__dict__")
-                                else {}
-                            )
-                        )
 
-                function_dict: Dict[str, Any] = {
-                    "name": item.name,
-                    "arguments": item.arguments,
-                }
-
-                if provider_specific_fields:
-                    function_dict["provider_specific_fields"] = provider_specific_fields
-
-                tool_call_dict: Dict[str, Any] = {
-                    "id": item.call_id,
-                    "function": function_dict,
-                    "type": "function",
-                }
-
-                if provider_specific_fields:
-                    tool_call_dict["provider_specific_fields"] = (
-                        provider_specific_fields
-                    )
+                tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call(
+                    tool_call_item=item,
+                    index=index,
+                )
 
                 msg = Message(
                     content=None,
@@ -718,17 +683,9 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
                     }
                 }
             elif format_type == "json_object":
-                return {
-                    "format": {
-                        "type": "json_object"
-                    }
-                }
+                return {"format": {"type": "json_object"}}
             elif format_type == "text":
-                return {
-                    "format": {
-                        "type": "text"
-                    }
-                }
+                return {"format": {"type": "text"}}
 
         return None
 
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index 5969a76ed90..d8bede65f09 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -16,13 +16,17 @@ import json
 from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, cast
 
 from litellm._logging import verbose_proxy_logger
+from litellm.llms.anthropic.chat.transformation import AnthropicConfig
 from litellm.llms.anthropic.experimental_pass_through.adapters.transformation import (
     LiteLLMAnthropicMessagesAdapter,
 )
 from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
 from litellm.types.guardrails import GenericGuardrailAPIInputs
 from litellm.types.llms.anthropic import AllAnthropicToolsValues
-from litellm.types.llms.openai import ChatCompletionToolParam
+from litellm.types.llms.openai import (
+    ChatCompletionToolCallChunk,
+    ChatCompletionToolParam,
+)
 
 if TYPE_CHECKING:
     from litellm.integrations.custom_guardrail import CustomGuardrail
@@ -209,7 +213,7 @@ class AnthropicMessagesHandler(BaseTranslation):
         user_api_key_dict: Optional[Any] = None,
     ) -> Any:
         """
-        Process output response by applying guardrails to text content.
+        Process output response by applying guardrails to text content and tool calls.
 
         Args:
             response: Anthropic MessagesResponse object
@@ -221,17 +225,15 @@ class AnthropicMessagesHandler(BaseTranslation):
             Modified response with guardrail applied to content
 
         Response Format Support:
-            - List content: response.content = [{"type": "text", "text": "text here"}, ...]
+            - List content: response.content = [
+                {"type": "text", "text": "text here"},
+                {"type": "tool_use", "id": "...", "name": "...", "input": {...}},
+                ...
+            ]
         """
-        # Step 0: Check if response has any text content to process
-        if not self._has_text_content(response):
-            verbose_proxy_logger.warning(
-                "Anthropic Messages: No text content in response, skipping guardrail"
-            )
-            return response
-
         texts_to_check: List[str] = []
         images_to_check: List[str] = []
+        tool_calls_to_check: List[ChatCompletionToolCallChunk] = []
         task_mappings: List[Tuple[int, Optional[int]]] = []
         # Track (content_index, None) for each text
 
@@ -239,10 +241,13 @@ class AnthropicMessagesHandler(BaseTranslation):
         if not response_content:
             return response
 
-        # Step 1: Extract all text content from response
+        # Step 1: Extract all text content and tool calls from response
         for content_idx, content_block in enumerate(response_content):
-            # Check if this is a text block by checking the 'type' field
-            if isinstance(content_block, dict) and content_block.get("type") == "text":
+            # Check if this is a text or tool_use block by checking the 'type' field
+            if isinstance(content_block, dict) and content_block.get("type") in [
+                "text",
+                "tool_use",
+            ]:
                 # Cast to dict to handle the union type properly
                 self._extract_output_text_and_images(
                     content_block=cast(Dict[str, Any], content_block),
@@ -250,10 +255,11 @@ class AnthropicMessagesHandler(BaseTranslation):
                     texts_to_check=texts_to_check,
                     images_to_check=images_to_check,
                     task_mappings=task_mappings,
+                    tool_calls_to_check=tool_calls_to_check,
                 )
 
         # Step 2: Apply guardrail to all texts in batch
-        if texts_to_check:
+        if texts_to_check or tool_calls_to_check:
             # Create a request_data dict with response info and user API key metadata
             request_data: dict = {"response": response}
 
@@ -267,6 +273,9 @@ class AnthropicMessagesHandler(BaseTranslation):
             inputs = GenericGuardrailAPIInputs(texts=texts_to_check)
             if images_to_check:
                 inputs["images"] = images_to_check
+            if tool_calls_to_check:
+                inputs["tool_calls"] = tool_calls_to_check
+
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
                 request_data=request_data,
@@ -419,17 +428,32 @@ class AnthropicMessagesHandler(BaseTranslation):
         texts_to_check: List[str],
         images_to_check: List[str],
         task_mappings: List[Tuple[int, Optional[int]]],
+        tool_calls_to_check: Optional[List[ChatCompletionToolCallChunk]] = None,
     ) -> None:
         """
-        Extract text content and images from a response content block.
+        Extract text content, images, and tool calls from a response content block.
 
-        Override this method to customize text/image extraction logic.
+        Override this method to customize text/image/tool extraction logic.
         """
-        content_text = content_block.get("text")
-        if content_text and isinstance(content_text, str):
-            # Simple string content
-            texts_to_check.append(content_text)
-            task_mappings.append((content_idx, None))
+        content_type = content_block.get("type")
+
+        # Extract text content
+        if content_type == "text":
+            content_text = content_block.get("text")
+            if content_text and isinstance(content_text, str):
+                # Simple string content
+                texts_to_check.append(content_text)
+                task_mappings.append((content_idx, None))
+
+        # Extract tool calls
+        elif content_type == "tool_use":
+            tool_call = AnthropicConfig.convert_tool_use_to_openai_format(
+                anthropic_tool_content=content_block,
+                index=content_idx,
+            )
+            if tool_calls_to_check is None:
+                tool_calls_to_check = []
+            tool_calls_to_check.append(tool_call)
 
     async def _apply_guardrail_responses_to_output(
         self,
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index bdc986ae27f..b477dbd457e 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -54,10 +54,7 @@ from litellm.types.utils import (
     CompletionTokensDetailsWrapper,
 )
 from litellm.types.utils import Message as LitellmMessage
-from litellm.types.utils import (
-    PromptTokensDetailsWrapper,
-    ServerToolUse,
-)
+from litellm.types.utils import PromptTokensDetailsWrapper, ServerToolUse
 from litellm.utils import (
     ModelResponse,
     Usage,
@@ -119,6 +116,36 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
     def get_config(cls):
         return super().get_config()
 
+    @staticmethod
+    def convert_tool_use_to_openai_format(
+        anthropic_tool_content: Dict[str, Any],
+        index: int,
+    ) -> ChatCompletionToolCallChunk:
+        """
+        Convert Anthropic tool_use format to OpenAI ChatCompletionToolCallChunk format.
+
+        Args:
+            anthropic_tool_content: Anthropic tool_use content block with format:
+                {"type": "tool_use", "id": "...", "name": "...", "input": {...}}
+            index: The index of this tool call
+
+        Returns:
+            ChatCompletionToolCallChunk in OpenAI format
+        """
+        tool_call = ChatCompletionToolCallChunk(
+            id=anthropic_tool_content["id"],
+            type="function",
+            function=ChatCompletionToolCallFunctionChunk(
+                name=anthropic_tool_content["name"],
+                arguments=json.dumps(anthropic_tool_content["input"]),
+            ),
+            index=index,
+        )
+        # Include caller information if present (for programmatic tool calling)
+        if "caller" in anthropic_tool_content:
+            tool_call["caller"] = cast(Dict[str, Any], anthropic_tool_content["caller"])  # type: ignore[typeddict-item]
+        return tool_call
+
     def _is_claude_opus_4_5(self, model: str) -> bool:
         """Check if the model is Claude Opus 4.5."""
         return "opus-4-5" in model.lower() or "opus_4_5" in model.lower()
@@ -279,7 +306,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         elif tool["type"] == "tool_search_tool_regex_20251119":
             # Tool search tool using regex
             from litellm.types.llms.anthropic import AnthropicToolSearchToolRegex
-            
+
             tool_name_obj = tool.get("name", "tool_search_tool_regex")
             if not isinstance(tool_name_obj, str):
                 raise ValueError("Tool search tool must have a valid name")
@@ -291,7 +318,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         elif tool["type"] == "tool_search_tool_bm25_20251119":
             # Tool search tool using BM25
             from litellm.types.llms.anthropic import AnthropicToolSearchToolBM25
-            
+
             tool_name_obj = tool.get("name", "tool_search_tool_bm25")
             if not isinstance(tool_name_obj, str):
                 raise ValueError("Tool search tool must have a valid name")
@@ -309,7 +336,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         if returned_tool is not None:
             # Only set cache_control on tools that support it (not tool search tools)
             tool_type = returned_tool.get("type", "")
-            if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119"):
+            if tool_type not in (
+                "tool_search_tool_regex_20251119",
+                "tool_search_tool_bm25_20251119",
+            ):
                 if _cache_control is not None:
                     returned_tool["cache_control"] = _cache_control  # type: ignore[typeddict-item]
                 elif _cache_control_function is not None and isinstance(
@@ -318,14 +348,19 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                     returned_tool["cache_control"] = ChatCompletionCachedContent(  # type: ignore[typeddict-item]
                         **_cache_control_function  # type: ignore
                     )
-        
+
         ## check if defer_loading is set in the tool
         _defer_loading = tool.get("defer_loading", None)
         _defer_loading_function = tool.get("function", {}).get("defer_loading", None)
         if returned_tool is not None:
             # Only set defer_loading on tools that support it (not tool search tools or computer tools)
             tool_type = returned_tool.get("type", "")
-            if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119", "computer_20241022", "computer_20250124"):
+            if tool_type not in (
+                "tool_search_tool_regex_20251119",
+                "tool_search_tool_bm25_20251119",
+                "computer_20241022",
+                "computer_20250124",
+            ):
                 if _defer_loading is not None:
                     if not isinstance(_defer_loading, bool):
                         raise ValueError("defer_loading must be a boolean")
@@ -334,14 +369,21 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                     if not isinstance(_defer_loading_function, bool):
                         raise ValueError("defer_loading must be a boolean")
                     returned_tool["defer_loading"] = _defer_loading_function  # type: ignore[typeddict-item]
-        
+
         ## check if allowed_callers is set in the tool
         _allowed_callers = tool.get("allowed_callers", None)
-        _allowed_callers_function = tool.get("function", {}).get("allowed_callers", None)
+        _allowed_callers_function = tool.get("function", {}).get(
+            "allowed_callers", None
+        )
         if returned_tool is not None:
             # Only set allowed_callers on tools that support it (not tool search tools or computer tools)
             tool_type = returned_tool.get("type", "")
-            if tool_type not in ("tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119", "computer_20241022", "computer_20250124"):
+            if tool_type not in (
+                "tool_search_tool_regex_20251119",
+                "tool_search_tool_bm25_20251119",
+                "computer_20241022",
+                "computer_20250124",
+            ):
                 if _allowed_callers is not None:
                     if not isinstance(_allowed_callers, list) or not all(
                         isinstance(item, str) for item in _allowed_callers
@@ -354,7 +396,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                     ):
                         raise ValueError("allowed_callers must be a list of strings")
                     returned_tool["allowed_callers"] = _allowed_callers_function  # type: ignore[typeddict-item]
-        
+
         ## check if input_examples is set in the tool
         _input_examples = tool.get("input_examples", None)
         _input_examples_function = tool.get("function", {}).get("input_examples", None)
@@ -423,31 +465,32 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         """Check if tool search tools are present in the tools list."""
         if not tools:
             return False
-        
+
         for tool in tools:
             tool_type = tool.get("type", "")
-            if tool_type in ["tool_search_tool_regex_20251119", "tool_search_tool_bm25_20251119"]:
+            if tool_type in [
+                "tool_search_tool_regex_20251119",
+                "tool_search_tool_bm25_20251119",
+            ]:
                 return True
         return False
 
-    def _separate_deferred_tools(
-        self, tools: List
-    ) -> Tuple[List, List]:
+    def _separate_deferred_tools(self, tools: List) -> Tuple[List, List]:
         """
         Separate tools into deferred and non-deferred lists.
-        
+
         Returns:
             Tuple of (non_deferred_tools, deferred_tools)
         """
         non_deferred = []
         deferred = []
-        
+
         for tool in tools:
             if tool.get("defer_loading", False):
                 deferred.append(tool)
             else:
                 non_deferred.append(tool)
-        
+
         return non_deferred, deferred
 
     def _expand_tool_references(
@@ -457,28 +500,28 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
     ) -> List:
         """
         Expand tool_reference blocks to full tool definitions.
-        
+
         When Anthropic's tool search returns results, it includes tool_reference blocks
         that reference tools by name. This method expands those references to full
         tool definitions from the deferred_tools catalog.
-        
+
         Args:
             content: Response content that may contain tool_reference blocks
             deferred_tools: List of deferred tools that can be referenced
-            
+
         Returns:
             Content with tool_reference blocks expanded to full tool definitions
         """
         if not deferred_tools:
             return content
-        
+
         # Create a mapping of tool names to tool definitions
         tool_map = {}
         for tool in deferred_tools:
             tool_name = tool.get("name") or tool.get("function", {}).get("name")
             if tool_name:
                 tool_map[tool_name] = tool
-        
+
         # Expand tool references in content
         expanded_content = []
         for item in content:
@@ -492,7 +535,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                     expanded_content.append(item)
             else:
                 expanded_content.append(item)
-        
+
         return expanded_content
 
     def _map_stop_sequences(
@@ -995,7 +1038,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
             "messages": anthropic_messages,
             **optional_params,
         }
-        
+
         ## Handle output_config (Anthropic-specific parameter)
         if "output_config" in optional_params:
             output_config = optional_params.get("output_config")
@@ -1054,34 +1097,20 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                 text_content += content["text"]
             ## TOOL CALLING
             elif content["type"] == "tool_use":
-                tool_call = ChatCompletionToolCallChunk(
-                    id=content["id"],
-                    type="function",
-                    function=ChatCompletionToolCallFunctionChunk(
-                        name=content["name"],
-                        arguments=json.dumps(content["input"]),
-                    ),
+                tool_call = AnthropicConfig.convert_tool_use_to_openai_format(
+                    anthropic_tool_content=content,
                     index=idx,
                 )
-                # Include caller information if present (for programmatic tool calling)
-                if "caller" in content:
-                    tool_call["caller"] = cast(Dict[str, Any], content["caller"])  # type: ignore[typeddict-item]
                 tool_calls.append(tool_call)
             ## SERVER TOOL USE (for tool search)
             elif content["type"] == "server_tool_use":
                 # Server tool use blocks are for tool search - treat as tool calls
-                tool_call = ChatCompletionToolCallChunk(
-                    id=content["id"],
-                    type="function",
-                    function=ChatCompletionToolCallFunctionChunk(
-                        name=content["name"],
-                        arguments=json.dumps(content.get("input", {})),
-                    ),
+                # Note: using .get("input", {}) for server_tool_use as input may not be present
+                content_with_input = {**content, "input": content.get("input", {})}
+                tool_call = AnthropicConfig.convert_tool_use_to_openai_format(
+                    anthropic_tool_content=content_with_input,
                     index=idx,
                 )
-                # Include caller information if present (for programmatic tool calling)
-                if "caller" in content:
-                    tool_call["caller"] = cast(Dict[str, Any], content["caller"])  # type: ignore[typeddict-item]
                 tool_calls.append(tool_call)
             ## TOOL SEARCH TOOL RESULT (skip - this is metadata about tool discovery)
             elif content["type"] == "tool_search_tool_result":
@@ -1122,7 +1151,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         return text_content, citations, thinking_blocks, reasoning_content, tool_calls
 
     def calculate_usage(
-        self, usage_object: dict, reasoning_content: Optional[str], completion_response: Optional[dict] = None
+        self,
+        usage_object: dict,
+        reasoning_content: Optional[str],
+        completion_response: Optional[dict] = None,
     ) -> Usage:
         # NOTE: Sometimes the usage object has None set explicitly for token counts, meaning .get() & key access returns None, and we need to account for this
         prompt_tokens = usage_object.get("input_tokens", 0) or 0
@@ -1160,7 +1192,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                 tool_search_requests = cast(
                     int, _usage["server_tool_use"]["tool_search_requests"]
                 )
-        
+
         # Count tool_search_requests from content blocks if not in usage
         # Anthropic doesn't always include tool_search_requests in the usage object
         if tool_search_requests is None and completion_response is not None:
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index 76aa6f730c2..463b50beb5c 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -89,7 +89,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
             )
 
             guardrailed_texts = guardrailed_inputs.get("texts", [])
-            guardrailed_tool_calls = guardrailed_inputs.get("tools", [])
+            guardrailed_tool_calls = guardrailed_inputs.get("tool_calls", [])
 
             # Step 3: Map guardrail responses back to original message structure
             if guardrailed_texts and texts_to_check:
@@ -155,7 +155,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
                                 images_to_check.append(url)
 
         # Extract tool calls (typically in assistant messages)
-        tool_calls = message.get("tools", None)
+        tool_calls = message.get("tool_calls", None)
         if tool_calls is not None and isinstance(tool_calls, list):
             for tool_call_idx, tool_call in enumerate(tool_calls):
                 if isinstance(tool_call, dict):
@@ -261,7 +261,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
 
         # Step 1: Extract all text content, images, and tool calls from response choices
         for choice_idx, choice in enumerate(response.choices):
-            self._extract_output_text_and_images(
+            self._extract_output_text_images_and_tool_calls(
                 choice=choice,
                 choice_idx=choice_idx,
                 texts_to_check=texts_to_check,
@@ -478,7 +478,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
                             return True
         return False
 
-    def _extract_output_text_and_images(
+    def _extract_output_text_images_and_tool_calls(
         self,
         choice: Union[Choices, StreamingChoices],
         choice_idx: int,
diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index fb8b16817b2..2ab37f061fd 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -38,8 +38,15 @@ from litellm.responses.litellm_completion_transformation.transformation import (
     LiteLLMCompletionResponsesConfig,
 )
 from litellm.types.guardrails import GenericGuardrailAPIInputs
-from litellm.types.llms.openai import ChatCompletionToolParam
-from litellm.types.responses.main import GenericResponseOutputItem, OutputText
+from litellm.types.llms.openai import (
+    ChatCompletionToolCallChunk,
+    ChatCompletionToolParam,
+)
+from litellm.types.responses.main import (
+    GenericResponseOutputItem,
+    OutputFunctionToolCall,
+    OutputText,
+)
 
 if TYPE_CHECKING:
     from litellm.integrations.custom_guardrail import CustomGuardrail
@@ -251,7 +258,7 @@ class OpenAIResponsesHandler(BaseTranslation):
         user_api_key_dict: Optional[Any] = None,
     ) -> Any:
         """
-        Process output response by applying guardrails to text content.
+        Process output response by applying guardrails to text content and tool calls.
 
         Args:
             response: LiteLLM ResponsesAPIResponse object
@@ -264,22 +271,19 @@ class OpenAIResponsesHandler(BaseTranslation):
 
         Response Format Support:
             - response.output is a list of output items
-            - Each output item has a content list with OutputText objects
+            - Each output item can be:
+              * GenericResponseOutputItem with a content list of OutputText objects
+              * OutputFunctionToolCall with tool call data
             - Each OutputText object has a text field
         """
-        # Step 0: Check if response has any text content to process
-        if not self._has_text_content(response):
-            verbose_proxy_logger.warning(
-                "OpenAI Responses API: No text content in response, skipping guardrail"
-            )
-            return response
 
         texts_to_check: List[str] = []
         images_to_check: List[str] = []
+        tool_calls_to_check: List[ChatCompletionToolCallChunk] = []
         task_mappings: List[Tuple[int, int]] = []
         # Track (output_item_index, content_index) for each text
 
-        # Step 1: Extract all text content from response output
+        # Step 1: Extract all text content and tool calls from response output
         for output_idx, output_item in enumerate(response.output):
             self._extract_output_text_and_images(
                 output_item=output_item,
@@ -287,10 +291,11 @@ class OpenAIResponsesHandler(BaseTranslation):
                 texts_to_check=texts_to_check,
                 images_to_check=images_to_check,
                 task_mappings=task_mappings,
+                tool_calls_to_check=tool_calls_to_check,
             )
 
         # Step 2: Apply guardrail to all texts in batch
-        if texts_to_check:
+        if texts_to_check or tool_calls_to_check:
             # Create a request_data dict with response info and user API key metadata
             request_data: dict = {"response": response}
 
@@ -304,6 +309,9 @@ class OpenAIResponsesHandler(BaseTranslation):
             inputs = GenericGuardrailAPIInputs(texts=texts_to_check)
             if images_to_check:
                 inputs["images"] = images_to_check
+            if tool_calls_to_check:
+                inputs["tool_calls"] = tool_calls_to_check
+
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
                 request_data=request_data,
@@ -398,12 +406,57 @@ class OpenAIResponsesHandler(BaseTranslation):
         texts_to_check: List[str],
         images_to_check: List[str],
         task_mappings: List[Tuple[int, int]],
+        tool_calls_to_check: Optional[List[ChatCompletionToolCallChunk]] = None,
     ) -> None:
         """
-        Extract text content and images from a response output item.
+        Extract text content, images, and tool calls from a response output item.
 
-        Override this method to customize text/image extraction logic.
+        Override this method to customize text/image/tool extraction logic.
         """
+        # Check if this is a tool call (OutputFunctionToolCall)
+        if isinstance(output_item, OutputFunctionToolCall):
+            if tool_calls_to_check is not None:
+                tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call(
+                    tool_call_item=output_item,
+                    index=output_idx,
+                )
+                tool_calls_to_check.append(
+                    cast(ChatCompletionToolCallChunk, tool_call_dict)
+                )
+            return
+        elif (
+            isinstance(output_item, BaseModel)
+            and hasattr(output_item, "type")
+            and getattr(output_item, "type") == "function_call"
+        ):
+            if tool_calls_to_check is not None:
+                tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call(
+                    tool_call_item=output_item,
+                    index=output_idx,
+                )
+                tool_calls_to_check.append(
+                    cast(ChatCompletionToolCallChunk, tool_call_dict)
+                )
+            return
+        elif (
+            isinstance(output_item, dict) and output_item.get("type") == "function_call"
+        ):
+            # Handle dict representation of tool call
+            if tool_calls_to_check is not None:
+                # Convert dict to OutputFunctionToolCall for processing
+                try:
+                    tool_call_obj = OutputFunctionToolCall(**output_item)
+                    tool_call_dict = LiteLLMCompletionResponsesConfig.convert_response_function_tool_call_to_chat_completion_tool_call(
+                        tool_call_item=tool_call_obj,
+                        index=output_idx,
+                    )
+                    tool_calls_to_check.append(
+                        cast(ChatCompletionToolCallChunk, tool_call_dict)
+                    )
+                except Exception:
+                    pass
+            return
+
         # Handle both GenericResponseOutputItem and dict
         content: Optional[Union[List[OutputText], List[dict]]] = None
         if isinstance(output_item, BaseModel):
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index f1916e99ff9..f763615c67b 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -15,7 +15,7 @@ guardrails:
   - guardrail_name: generic-guardrail
     litellm_params:
       guardrail: generic_guardrail_api
-      mode: ["pre_call", "post_call", "during_call"]
+      mode: ["post_call"]
       headers:
         Authorization: Bearer mock-bedrock-token-12345
       api_base: http://localhost:8080
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
index 55f1fbc8c86..93cbe1c0bba 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
@@ -175,6 +175,7 @@ class GenericGuardrailAPI(CustomGuardrail):
         texts = inputs.get("texts", [])
         images = inputs.get("images")
         tools = inputs.get("tools")
+        tool_calls = inputs.get("tool_calls")
 
         # Use provided request_data or create an empty dict
         if request_data is None:
@@ -201,6 +202,7 @@ class GenericGuardrailAPI(CustomGuardrail):
             request_data=user_metadata,
             images=images,
             tools=tools,
+            tool_calls=tool_calls,
             additional_provider_specific_params=additional_params,
             input_type=input_type,
         )
@@ -214,7 +216,7 @@ class GenericGuardrailAPI(CustomGuardrail):
             # Make the API request
             response = await self.async_handler.post(
                 url=self.api_base,
-                json=guardrail_request.to_dict(),
+                json=guardrail_request.model_dump(),
                 headers=headers,
             )
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
index c16cb89b785..2c120124a27 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
@@ -96,6 +96,51 @@ class UnifiedLLMGuardrails(CustomLogger):
         )
         return data
 
+    async def async_moderation_hook(
+        self, data: dict, user_api_key_dict: UserAPIKeyAuth, call_type: CallTypesLiteral
+    ) -> Any:
+        """
+        Runs in parallel to LLM API call
+        Runs on only Input
+
+        This can NOT modify the input, only used to reject or accept a call before going to LLM API
+        """
+        global endpoint_guardrail_translation_mappings
+
+        verbose_proxy_logger.debug("Running UnifiedLLMGuardrails moderation hook")
+
+        guardrail_to_apply: CustomGuardrail = data.pop("guardrail_to_apply", None)
+        if guardrail_to_apply is None:
+            return data
+
+        event_type: GuardrailEventHooks = GuardrailEventHooks.during_call
+        if (
+            guardrail_to_apply.should_run_guardrail(data=data, event_type=event_type)
+            is not True
+        ):
+            verbose_proxy_logger.debug(
+                "UnifiedLLMGuardrails: Pre-call scanning disabled for %s",
+                guardrail_to_apply.guardrail_name,
+            )
+            return data
+
+        if endpoint_guardrail_translation_mappings is None:
+            endpoint_guardrail_translation_mappings = (
+                load_guardrail_translation_mappings()
+            )
+        if CallTypes(call_type) not in endpoint_guardrail_translation_mappings:
+            return data
+
+        endpoint_translation = endpoint_guardrail_translation_mappings[
+            CallTypes(call_type)
+        ]()
+
+        return await endpoint_translation.process_input_messages(
+            data=data,
+            guardrail_to_apply=guardrail_to_apply,
+            litellm_logging_obj=data.get("litellm_logging_obj"),
+        )
+
     async def async_post_call_success_hook(
         self,
         data: dict,
@@ -193,7 +238,6 @@ class UnifiedLLMGuardrails(CustomLogger):
             "guardrail_to_apply", None
         )
 
-
         # Get sampling rate from guardrail config or optional_params, default to 5
         sampling_rate = 5
         if guardrail_to_apply is not None:
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 28a7ef001d5..aca9bd96eb9 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -1031,15 +1031,25 @@ class ProxyLogging:
                     )
                 else:
                     user_api_key_auth_dict = user_api_key_dict
-
                 # Add task to list for parallel execution
-                guardrail_tasks.append(
-                    callback.async_moderation_hook(
+                if (
+                    "apply_guardrail" in type(callback).__dict__
+                    and user_api_key_dict is not None
+                ):
+                    data["guardrail_to_apply"] = callback
+                    guardrail_task = unified_guardrail.async_moderation_hook(
+                        user_api_key_dict=user_api_key_dict,
+                        data=data,
+                        call_type=call_type,
+                    )
+                else:
+
+                    guardrail_task = callback.async_moderation_hook(
                         data=data,
                         user_api_key_dict=user_api_key_auth_dict,  # type: ignore
                         call_type=call_type,  # type: ignore
                     )
-                )
+                guardrail_tasks.append(guardrail_task)
 
         # Step 2: Run all guardrail tasks in parallel
         if guardrail_tasks:
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index bd12d0cbb49..0446031d7d6 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -107,7 +107,10 @@ class LiteLLMCompletionResponsesConfig:
         """
         Transform a Responses API request into a Chat Completion request
         """
-        tools, web_search_options = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+        (
+            tools,
+            web_search_options,
+        ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
             responses_api_request.get("tools") or []  # type: ignore
         )
 
@@ -218,9 +221,9 @@ class LiteLLMCompletionResponsesConfig:
         _messages = litellm_completion_request.get("messages") or []
         session_messages = chat_completion_session.get("messages") or []
         litellm_completion_request["messages"] = session_messages + _messages
-        litellm_completion_request[
-            "litellm_trace_id"
-        ] = chat_completion_session.get("litellm_session_id")
+        litellm_completion_request["litellm_trace_id"] = chat_completion_session.get(
+            "litellm_session_id"
+        )
         return litellm_completion_request
 
     @staticmethod
@@ -482,19 +485,17 @@ class LiteLLMCompletionResponsesConfig:
         return new_item
 
     @staticmethod
-    def _transform_input_image_item_to_image_item(item: Dict[str, Any]) -> ChatCompletionImageObject:
+    def _transform_input_image_item_to_image_item(
+        item: Dict[str, Any],
+    ) -> ChatCompletionImageObject:
         """
         Transform a Responses API input_image item to a Chat Completion image item
         """
         image_url_obj = ChatCompletionImageUrlObject(
-            url=item.get("image_url") or "",
-            detail=item.get("detail") or "auto"
+            url=item.get("image_url") or "", detail=item.get("detail") or "auto"
         )
 
-        return ChatCompletionImageObject(
-            type="image_url",
-            image_url=image_url_obj
-        )
+        return ChatCompletionImageObject(type="image_url", image_url=image_url_obj)
 
     @staticmethod
     def _transform_responses_api_content_to_chat_completion_content(
@@ -561,7 +562,10 @@ class LiteLLMCompletionResponsesConfig:
     @staticmethod
     def transform_responses_api_tools_to_chat_completion_tools(
         tools: Optional[List[Union[FunctionToolParam, OpenAIMcpServerTool]]],
-    ) -> Tuple[List[Union[ChatCompletionToolParam, OpenAIMcpServerTool]], Optional[OpenAIWebSearchOptions]]:
+    ) -> Tuple[
+        List[Union[ChatCompletionToolParam, OpenAIMcpServerTool]],
+        Optional[OpenAIWebSearchOptions],
+    ]:
         """
         Transform a Responses API tools into a Chat Completion tools
         """
@@ -574,9 +578,17 @@ class LiteLLMCompletionResponsesConfig:
         for tool in tools:
             if tool.get("type") == "mcp":
                 chat_completion_tools.append(cast(OpenAIMcpServerTool, tool))
-            elif tool.get("type") == "web_search_preview" or tool.get("type") == "web_search":
-                _search_context_size: Literal["low", "medium", "high"] = cast(Literal["low", "medium", "high"], tool.get("search_context_size"))
-                _user_location: Optional[OpenAIWebSearchUserLocation] = cast(Optional[OpenAIWebSearchUserLocation], tool.get("user_location") or None)
+            elif (
+                tool.get("type") == "web_search_preview"
+                or tool.get("type") == "web_search"
+            ):
+                _search_context_size: Literal["low", "medium", "high"] = cast(
+                    Literal["low", "medium", "high"], tool.get("search_context_size")
+                )
+                _user_location: Optional[OpenAIWebSearchUserLocation] = cast(
+                    Optional[OpenAIWebSearchUserLocation],
+                    tool.get("user_location") or None,
+                )
                 web_search_options = OpenAIWebSearchOptions(
                     search_context_size=_search_context_size,
                     user_location=_user_location,
@@ -618,16 +630,30 @@ class LiteLLMCompletionResponsesConfig:
         for tool in all_chat_completion_tools:
             if tool.type == "function":
                 function_definition = tool.function
-                provider_specific_fields: Optional[Dict[str, Any]] = None
-                if hasattr(tool, "provider_specific_fields") and getattr(tool, "provider_specific_fields", None):
+                provider_specific_fields: Optional[Dict] = None
+                if hasattr(tool, "provider_specific_fields") and getattr(
+                    tool, "provider_specific_fields", None
+                ):
                     provider_specific_fields = getattr(tool, "provider_specific_fields")
                     if not isinstance(provider_specific_fields, dict):
-                        provider_specific_fields = dict(provider_specific_fields) if hasattr(provider_specific_fields, "__dict__") else {}
-                elif hasattr(function_definition, "provider_specific_fields") and getattr(function_definition, "provider_specific_fields", None):
-                    provider_specific_fields = getattr(function_definition, "provider_specific_fields")
+                        provider_specific_fields = (
+                            dict(provider_specific_fields)  # type: ignore
+                            if hasattr(provider_specific_fields, "__dict__")
+                            else {}
+                        )
+                elif hasattr(
+                    function_definition, "provider_specific_fields"
+                ) and getattr(function_definition, "provider_specific_fields", None):
+                    provider_specific_fields = getattr(
+                        function_definition, "provider_specific_fields"
+                    )
                     if not isinstance(provider_specific_fields, dict):
-                        provider_specific_fields = dict(provider_specific_fields) if hasattr(provider_specific_fields, "__dict__") else {}
-                
+                        provider_specific_fields = (
+                            dict(provider_specific_fields)  # type: ignore
+                            if hasattr(provider_specific_fields, "__dict__")
+                            else {}
+                        )
+
                 output_tool_call: OutputFunctionToolCall = OutputFunctionToolCall(
                     name=function_definition.name or "",
                     arguments=function_definition.get("arguments") or "",
@@ -636,11 +662,11 @@ class LiteLLMCompletionResponsesConfig:
                     type="function_call",  # critical this is "function_call" to work with tools like openai codex
                     status=function_definition.get("status") or "completed",
                 )
-                
+
                 # Pass through provider_specific_fields as-is if present
                 if provider_specific_fields:
                     setattr(output_tool_call, "provider_specific_fields", provider_specific_fields)  # type: ignore
-                
+
                 responses_tools.append(output_tool_call)
         return responses_tools
 
@@ -672,6 +698,69 @@ class LiteLLMCompletionResponsesConfig:
             # Default to completed for unknown finish reasons
             return "completed"
 
+    @staticmethod
+    def convert_response_function_tool_call_to_chat_completion_tool_call(
+        tool_call_item: Any,
+        index: int = 0,
+    ) -> Dict[str, Any]:
+        """
+        Convert ResponseFunctionToolCall to ChatCompletionToolCallChunk format.
+
+        Args:
+            tool_call_item: ResponseFunctionToolCall object or similar with name, arguments, call_id
+            index: The index of this tool call
+
+        Returns:
+            Dictionary in ChatCompletionToolCallChunk format
+        """
+        from litellm.types.llms.openai import (
+            ChatCompletionToolCallChunk,
+            ChatCompletionToolCallFunctionChunk,
+        )
+
+        # Extract provider_specific_fields if present
+        provider_specific_fields = getattr(
+            tool_call_item, "provider_specific_fields", None
+        )
+        if provider_specific_fields and not isinstance(provider_specific_fields, dict):
+            provider_specific_fields = (
+                dict(provider_specific_fields)
+                if hasattr(provider_specific_fields, "__dict__")
+                else {}
+            )
+        elif hasattr(tool_call_item, "get") and callable(tool_call_item.get):  # type: ignore
+            provider_fields = tool_call_item.get("provider_specific_fields")  # type: ignore
+            if provider_fields:
+                provider_specific_fields = (
+                    provider_fields
+                    if isinstance(provider_fields, dict)
+                    else (
+                        dict(provider_fields)  # type: ignore
+                        if hasattr(provider_fields, "__dict__")
+                        else {}
+                    )
+                )
+
+        function_dict: Dict[str, Any] = {
+            "name": tool_call_item.name,
+            "arguments": tool_call_item.arguments,
+        }
+
+        if provider_specific_fields:
+            function_dict["provider_specific_fields"] = provider_specific_fields
+
+        tool_call_dict: Dict[str, Any] = {
+            "id": tool_call_item.call_id,
+            "function": function_dict,
+            "type": "function",
+            "index": 0,
+        }
+
+        if provider_specific_fields:
+            tool_call_dict["provider_specific_fields"] = provider_specific_fields
+
+        return tool_call_dict
+
     @staticmethod
     def transform_chat_completion_response_to_responses_api_response(
         request_input: Union[str, ResponseInputParam],
@@ -904,7 +993,6 @@ class LiteLLMCompletionResponsesConfig:
 
         return response_output_annotations
 
-
     @staticmethod
     def _transform_chat_completion_usage_to_responses_usage(
         chat_completion_response: Union[ModelResponse, Usage],
@@ -974,12 +1062,10 @@ class LiteLLMCompletionResponsesConfig:
                             "name": format_param.get("name", "response_schema"),
                             "schema": format_param.get("schema", {}),
                             "strict": format_param.get("strict", False),
-                        }
+                        },
                     }
                 elif format_type == "json_object":
-                    return {
-                        "type": "json_object"
-                    }
+                    return {"type": "json_object"}
                 elif format_type == "text":
                     return None
 
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index ea3a6cc4ede..da9b591de28 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -5,7 +5,11 @@ from typing import Any, Dict, List, Literal, Optional, Union
 from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import Required, TypedDict
 
-from litellm.types.llms.openai import ChatCompletionToolParam
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionToolCallChunk,
+    ChatCompletionToolParam,
+)
 from litellm.types.proxy.guardrails.guardrail_hooks.enkryptai import (
     EnkryptAIGuardrailConfigs,
 )
@@ -742,6 +746,10 @@ class PatchGuardrailRequest(BaseModel):
 
 
 class GenericGuardrailAPIInputs(TypedDict, total=False):
-    texts: List[str]
-    images: List[str]
-    tools: List[ChatCompletionToolParam]
+    texts: List[str]  # extracted text from the LLM response - for basic text guardrails
+    images: List[str]  # extracted images from the LLM response - for image guardrails
+    tools: List[ChatCompletionToolParam]  # tools sent to the LLM
+    tool_calls: List[ChatCompletionToolCallChunk]  # tool calls sent from the LLM
+    structured_messages: List[
+        AllMessageValues
+    ]  # structured messages sent to the LLM - indicates if text is from system or user
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py b/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
index 66823270e87..31b61101973 100644
--- a/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
@@ -3,7 +3,10 @@ from typing import Any, Dict, List, Literal, Optional
 from pydantic import BaseModel, Field
 from typing_extensions import TypedDict
 
-from litellm.types.llms.openai import ChatCompletionToolParam
+from litellm.types.llms.openai import (
+    ChatCompletionToolCallChunk,
+    ChatCompletionToolParam,
+)
 from litellm.types.proxy.guardrails.guardrail_hooks.base import GuardrailConfigModel
 
 
@@ -42,7 +45,7 @@ class GenericGuardrailAPIConfigModel(
         return "Generic Guardrail API"
 
 
-class GenericGuardrailAPIRequest:
+class GenericGuardrailAPIRequest(BaseModel):
     """Request model for the Generic Guardrail API"""
 
     input_type: Literal["request", "response"]
@@ -50,40 +53,12 @@ class GenericGuardrailAPIRequest:
     litellm_trace_id: Optional[
         str
     ]  # the trace id of the LLM call - useful if there are multiple LLM calls for the same conversation
-
-    def __init__(
-        self,
-        texts: List[str],
-        request_data: GenericGuardrailAPIMetadata,
-        input_type: Literal["request", "response"],
-        litellm_call_id: Optional[str],
-        litellm_trace_id: Optional[str],
-        additional_provider_specific_params: Optional[Dict[str, Any]] = None,
-        images: Optional[List[str]] = None,
-        tools: Optional[List[ChatCompletionToolParam]] = None,
-    ):
-        self.texts = texts
-        self.request_data = request_data
-        self.additional_provider_specific_params = (
-            additional_provider_specific_params or {}
-        )
-        self.images = images
-        self.input_type = input_type
-        self.litellm_call_id = litellm_call_id
-        self.litellm_trace_id = litellm_trace_id
-        self.tools = tools
-
-    def to_dict(self) -> dict:
-        return {
-            "texts": self.texts,
-            "request_data": self.request_data,
-            "images": self.images,
-            "tools": self.tools,
-            "additional_provider_specific_params": self.additional_provider_specific_params,
-            "input_type": self.input_type,
-            "litellm_call_id": self.litellm_call_id,
-            "litellm_trace_id": self.litellm_trace_id,
-        }
+    texts: List[str]
+    request_data: GenericGuardrailAPIMetadata
+    additional_provider_specific_params: Optional[Dict[str, Any]]
+    images: Optional[List[str]]
+    tools: Optional[List[ChatCompletionToolParam]]
+    tool_calls: Optional[List[ChatCompletionToolCallChunk]]
 
 
 class GenericGuardrailAPIResponse:
@@ -116,4 +91,5 @@ class GenericGuardrailAPIResponse:
             blocked_reason=data.get("blocked_reason"),
             texts=data.get("texts"),
             images=data.get("images"),
+            tools=data.get("tools"),
         )
diff --git a/tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py b/tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py
index 9c2bbeb7a68..88072cd7760 100644
--- a/tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py
+++ b/tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py
@@ -22,9 +22,10 @@ class MockGuardrail(CustomGuardrail):
     """Mock guardrail for testing"""
 
     async def apply_guardrail(
-        self, texts: List[str], request_data: dict, input_type: str, **kwargs
-    ) -> Tuple[List[str], Optional[List[str]]]:
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        self, inputs: dict, request_data: dict, input_type: str, **kwargs
+    ) -> dict:
+        texts = inputs.get("texts", [])
+        return {"texts": [f"{text} [GUARDRAILED]" for text in texts]}
 
 
 class TestHandlerDiscovery:
@@ -186,10 +187,11 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -199,7 +201,7 @@ class TestPIIMaskingScenario:
                     )
                     masked = masked.replace("John Doe", "[NAME_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = CohereRerankHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -237,10 +239,11 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     # Mask emails
@@ -254,7 +257,7 @@ class TestPIIMaskingScenario:
                     # Mask names
                     masked = masked.replace("Alice Smith", "[NAME_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = CohereRerankHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -349,16 +352,17 @@ class TestContentFilteringScenario:
             """Mock content filter guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 bad_words = ["inappropriate", "offensive"]
+                texts = inputs.get("texts", [])
                 filtered_texts = []
                 for text in texts:
                     filtered = text
                     for word in bad_words:
                         filtered = filtered.replace(word, "[FILTERED]")
                     filtered_texts.append(filtered)
-                return (filtered_texts, None)
+                return {"texts": filtered_texts}
 
         handler = CohereRerankHandler()
         guardrail = ContentFilterGuardrail(guardrail_name="content_filter")
diff --git a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_handler.py b/tests/test_litellm/llms/openai/chat/guardrail_translation/test_handler.py
index 09f3f8dcf0f..951ec908f09 100644
--- a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_handler.py
+++ b/tests/test_litellm/llms/openai/chat/guardrail_translation/test_handler.py
@@ -46,12 +46,12 @@ class MockGuardrail(CustomGuardrail):
         request_data: dict,
         input_type: Literal["request", "response"],
         logging_obj: Optional[Any] = None,
-    ) -> Tuple[List[str], Optional[List[str]]]:
+    ) -> GenericGuardrailAPIInputs:
         """Mock apply_guardrail that uppercases text and modifies tool calls"""
         self.last_inputs = inputs
         self.last_request_data = request_data
 
-        # Return modified texts (uppercase for testing)
+        # Return modified inputs (uppercase texts for testing)
         texts = inputs.get("texts", [])
         modified_texts = [text.upper() for text in texts]
 
@@ -75,7 +75,13 @@ class MockGuardrail(CustomGuardrail):
                             # If not JSON, just uppercase the string
                             function["arguments"] = function["arguments"].upper()
 
-        return modified_texts, []
+        # Return modified inputs as GenericGuardrailAPIInputs
+        result: GenericGuardrailAPIInputs = {"texts": modified_texts}
+        if tool_calls:
+            result["tool_calls"] = tool_calls  # type: ignore
+        if "images" in inputs:
+            result["images"] = inputs["images"]  # type: ignore
+        return result
 
 
 class TestOpenAIChatCompletionsHandlerToolCallsInput:
@@ -512,6 +518,68 @@ class TestOpenAIChatCompletionsHandlerToolCallsOutput:
         assert args1["location"] == "TOKYO"
         assert args2["topic"] == "TECHNOLOGY"
 
+    @pytest.mark.asyncio
+    async def test_extract_tool_calls_from_real_openai_response(self):
+        """Test extraction of tool calls from a real OpenAI API response structure"""
+        handler = OpenAIChatCompletionsHandler()
+        guardrail = MockGuardrail()
+
+        # Create a response matching the exact structure from OpenAI API
+        response = ModelResponse(
+            id="chatcmpl-abc123",
+            created=1699896916,
+            model="gpt-4o-mini",
+            object="chat.completion",
+            choices=[
+                Choices(
+                    finish_reason="tool_calls",
+                    index=0,
+                    message=Message(
+                        content=None,
+                        role="assistant",
+                        tool_calls=[
+                            ChatCompletionMessageToolCall(
+                                id="call_abc123",
+                                type="function",
+                                function=Function(
+                                    name="get_current_weather",
+                                    arguments='{\n"location": "Boston, MA"\n}',
+                                ),
+                            )
+                        ],
+                    ),
+                )
+            ],
+        )
+
+        # Process the output
+        await handler.process_output_response(response, guardrail)
+
+        # Verify tool calls were extracted and passed to guardrail
+        assert guardrail.last_inputs is not None
+        assert "tool_calls" in guardrail.last_inputs
+        assert len(guardrail.last_inputs["tool_calls"]) == 1
+
+        # Verify the tool call details
+        tool_call = guardrail.last_inputs["tool_calls"][0]
+        assert tool_call["id"] == "call_abc123"
+        assert tool_call["type"] == "function"
+        assert tool_call["function"]["name"] == "get_current_weather"
+
+        # Verify arguments can be parsed
+        args = json.loads(tool_call["function"]["arguments"])
+        assert "location" in args
+
+        # Verify tool call was modified by guardrail (location should be uppercased)
+        response_tool_call = response.choices[0].message.tool_calls[0]
+        modified_args = json.loads(response_tool_call.function.arguments)
+        assert modified_args["location"] == "BOSTON, MA"  # Should be uppercased
+
+        # Verify response metadata
+        assert response.id == "chatcmpl-abc123"
+        assert response.model == "gpt-4o-mini"
+        assert response.choices[0].finish_reason == "tool_calls"
+
 
 if __name__ == "__main__":
     # Run the tests
diff --git a/tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py b/tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py
index c861e48ad48..257db89d073 100644
--- a/tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py
@@ -23,9 +23,10 @@ class MockGuardrail(CustomGuardrail):
     """Mock guardrail for testing"""
 
     async def apply_guardrail(
-        self, texts: List[str], request_data: dict, input_type: str, **kwargs
-    ) -> Tuple[List[str], Optional[List[str]]]:
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        self, inputs: dict, request_data: dict, input_type: str, **kwargs
+    ) -> dict:
+        texts = inputs.get("texts", [])
+        return {"texts": [f"{text} [GUARDRAILED]" for text in texts]}
 
 
 class TestHandlerDiscovery:
@@ -246,11 +247,12 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: replace email-like patterns
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -261,7 +263,7 @@ class TestPIIMaskingScenario:
                     # Replace names (simple mock)
                     masked = masked.replace("John Doe", "[NAME_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAITextCompletionHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -309,10 +311,11 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -321,7 +324,7 @@ class TestPIIMaskingScenario:
                         text,
                     )
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAITextCompletionHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
diff --git a/tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py b/tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py
index 5e183e32208..cfccd6f3bbe 100644
--- a/tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py
@@ -22,9 +22,10 @@ class MockGuardrail(CustomGuardrail):
     """Mock guardrail for testing"""
 
     async def apply_guardrail(
-        self, texts: List[str], request_data: dict, input_type: str, **kwargs
-    ) -> Tuple[List[str], Optional[List[str]]]:
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        self, inputs: dict, request_data: dict, input_type: str, **kwargs
+    ) -> dict:
+        texts = inputs.get("texts", [])
+        return {"texts": [f"{text} [GUARDRAILED]" for text in texts]}
 
 
 class TestHandlerDiscovery:
@@ -144,11 +145,12 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: replace email-like patterns
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -159,7 +161,7 @@ class TestPIIMaskingScenario:
                     # Replace names (simple mock)
                     masked = masked.replace("John Doe", "[NAME_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAIImageGenerationHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
index cc76be08178..e9558580d98 100644
--- a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
@@ -23,8 +23,13 @@ from litellm.llms import get_guardrail_translation_mapping
 from litellm.llms.openai.responses.guardrail_translation.handler import (
     OpenAIResponsesHandler,
 )
+from litellm.types.guardrails import GenericGuardrailAPIInputs
 from litellm.types.llms.openai import ResponsesAPIResponse
-from litellm.types.responses.main import GenericResponseOutputItem, OutputText
+from litellm.types.responses.main import (
+    GenericResponseOutputItem,
+    OutputFunctionToolCall,
+    OutputText,
+)
 from litellm.types.utils import CallTypes
 
 
@@ -33,16 +38,16 @@ class MockGuardrail(CustomGuardrail):
 
     async def apply_guardrail(
         self,
-        texts: List[str],
+        inputs: GenericGuardrailAPIInputs,
         request_data: dict,
         input_type: Literal["request", "response"],
         logging_obj: Optional[Any] = None,
-        images: Optional[List[str]] = None,
-    ) -> Tuple[List[str], Optional[List[str]]]:
+    ) -> GenericGuardrailAPIInputs:
         """
         For requests: Append [GUARDRAILED] to text
         For responses: Block by raising HTTPException (masking responses is no longer supported)
         """
+        texts = inputs.get("texts", [])
         if input_type == "response":
             # Responses should be blocked, not masked
             raise HTTPException(
@@ -50,7 +55,8 @@ class MockGuardrail(CustomGuardrail):
                 detail={"error": "Response blocked by guardrail", "texts": texts},
             )
         # For requests, we can still mask/transform
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        inputs["texts"] = [f"{text} [GUARDRAILED]" for text in texts]
+        return inputs
 
 
 class TestOpenAIResponsesHandlerDiscovery:
@@ -532,3 +538,181 @@ class TestOpenAIResponsesHandlerEdgeCases:
 
         # Should skip processing and return unchanged
         assert result == response
+
+
+class TestOpenAIResponsesHandlerToolCallExtraction:
+    """Test tool call extraction functionality"""
+
+    def test_extract_tool_call_from_function_call_output(self):
+        """Test extracting tool calls from OutputFunctionToolCall in response output"""
+        handler = OpenAIResponsesHandler()
+
+        # Create output item matching the user's provided response structure
+        output_item = OutputFunctionToolCall(
+            arguments='{"location":"Boston, MA","unit":"celsius"}',
+            call_id="call_4SjsMeA6DUHwGKaE87ZojgOF",
+            name="get_current_weather",
+            type="function_call",
+            id="fc_0a8bd293ceb771ca00693240cb185c8196b4b4d23948c6ac88",
+            status="completed",
+        )
+
+        texts_to_check: List[str] = []
+        images_to_check: List[str] = []
+        tool_calls_to_check: List[Any] = []
+        task_mappings: List[Tuple[int, int]] = []
+
+        # Extract tool calls
+        handler._extract_output_text_and_images(
+            output_item=output_item,
+            output_idx=0,
+            texts_to_check=texts_to_check,
+            images_to_check=images_to_check,
+            task_mappings=task_mappings,
+            tool_calls_to_check=tool_calls_to_check,
+        )
+
+        # Verify tool call was extracted
+        assert len(tool_calls_to_check) == 1
+        assert len(texts_to_check) == 0  # No text content in tool call
+
+        # Verify tool call structure
+        tool_call = tool_calls_to_check[0]
+        assert tool_call["id"] == "call_4SjsMeA6DUHwGKaE87ZojgOF"
+        assert tool_call["type"] == "function"
+        assert tool_call["function"]["name"] == "get_current_weather"
+        assert (
+            tool_call["function"]["arguments"]
+            == '{"location":"Boston, MA","unit":"celsius"}'
+        )
+        assert tool_call["index"] == 0
+
+    def test_extract_tool_call_from_dict_format(self):
+        """Test extracting tool calls from dict representation of function call"""
+        handler = OpenAIResponsesHandler()
+
+        # Create output item as dict (another format that may be encountered)
+        output_item = {
+            "arguments": '{"location":"Boston, MA","unit":"celsius"}',
+            "call_id": "call_4SjsMeA6DUHwGKaE87ZojgOF",
+            "name": "get_current_weather",
+            "type": "function_call",
+            "id": "fc_0a8bd293ceb771ca00693240cb185c8196b4b4d23948c6ac88",
+            "status": "completed",
+        }
+
+        texts_to_check: List[str] = []
+        images_to_check: List[str] = []
+        tool_calls_to_check: List[Any] = []
+        task_mappings: List[Tuple[int, int]] = []
+
+        # Extract tool calls
+        handler._extract_output_text_and_images(
+            output_item=output_item,
+            output_idx=0,
+            texts_to_check=texts_to_check,
+            images_to_check=images_to_check,
+            task_mappings=task_mappings,
+            tool_calls_to_check=tool_calls_to_check,
+        )
+
+        # Verify tool call was extracted
+        assert len(tool_calls_to_check) == 1
+        assert len(texts_to_check) == 0  # No text content in tool call
+
+        # Verify tool call structure
+        tool_call = tool_calls_to_check[0]
+        assert tool_call["id"] == "call_4SjsMeA6DUHwGKaE87ZojgOF"
+        assert tool_call["type"] == "function"
+        assert tool_call["function"]["name"] == "get_current_weather"
+        assert (
+            tool_call["function"]["arguments"]
+            == '{"location":"Boston, MA","unit":"celsius"}'
+        )
+
+    @pytest.mark.asyncio
+    async def test_process_output_response_with_tool_calls(self):
+        """Test processing output response containing function tool calls"""
+        handler = OpenAIResponsesHandler()
+        guardrail = MockGuardrail(guardrail_name="test")
+
+        # Create a full response matching user's provided structure
+        response = ResponsesAPIResponse(
+            id="resp_zlasw86v56zobnneYprKIagz33tpQeh7arqL9mrI1oec47HNQLGz0VL0PpM9z67EADHExs7UjtyGqpoBKcM9oR6icMGx826UsXnlvu3ZvIyrVA1CaMgeaMo9H5DdQMhvmXtriqXpikuyYbIsko97x8GvtBIoSCcovM9s5KCwJ4eWSjfr51d6-GwLIMkCNbQI6AN11uYyIKrIfCt_9j7FZdBnRHhZ0_zE7E1LYWQPm9G9_nPmTyh9FXNLUZ9Uib1SejrCetPargnpQeBibaXqPoj_pXFKvgc-_-znG5IWEsM8WH9Pjbm6uWEwpUiCxt8yfjQGEADqaluLAts1mnzQVEhCtZbU67QG3ebSG-rXtBw511f2pJPzZ8kI4hPISmZL8Co3LmIrdpmzzb02sQRoH3v4HCwzVGXgtRwRYkdpffebYElQWzvYDhqIHFHKNavfF8mC5AVPvPRA5h1Pf3utTf26",
+            created_at=1764901066,
+            model="gpt-4.1-mini-2025-04-14",
+            object="response",
+            status="completed",
+            output=[
+                OutputFunctionToolCall(
+                    arguments='{"location":"Boston, MA","unit":"celsius"}',
+                    call_id="call_4SjsMeA6DUHwGKaE87ZojgOF",
+                    name="get_current_weather",
+                    type="function_call",
+                    id="fc_0a8bd293ceb771ca00693240cb185c8196b4b4d23948c6ac88",
+                    status="completed",
+                )
+            ],
+        )
+
+        # Response should be blocked since MockGuardrail blocks responses
+        with pytest.raises(HTTPException) as exc_info:
+            await handler.process_output_response(response, guardrail)
+
+        assert exc_info.value.status_code == 400
+        assert "Response blocked by guardrail" in str(exc_info.value.detail)
+
+    def test_extract_mixed_content_with_text_and_tool_calls(self):
+        """Test extracting both text and tool calls from response"""
+        handler = OpenAIResponsesHandler()
+
+        # Create a response with both text and tool call outputs
+        texts_to_check: List[str] = []
+        images_to_check: List[str] = []
+        tool_calls_to_check: List[Any] = []
+        task_mappings: List[Tuple[int, int]] = []
+
+        # First extract from a message output
+        text_output = {
+            "type": "message",
+            "id": "msg_123",
+            "status": "completed",
+            "role": "assistant",
+            "content": [
+                {"type": "output_text", "text": "I'll check the weather for you"},
+            ],
+        }
+
+        handler._extract_output_text_and_images(
+            output_item=text_output,
+            output_idx=0,
+            texts_to_check=texts_to_check,
+            images_to_check=images_to_check,
+            task_mappings=task_mappings,
+            tool_calls_to_check=tool_calls_to_check,
+        )
+
+        # Then extract from a tool call output
+        tool_call_output = OutputFunctionToolCall(
+            arguments='{"location":"Boston, MA","unit":"celsius"}',
+            call_id="call_4SjsMeA6DUHwGKaE87ZojgOF",
+            name="get_current_weather",
+            type="function_call",
+            id="fc_0a8bd293ceb771ca00693240cb185c8196b4b4d23948c6ac88",
+            status="completed",
+        )
+
+        handler._extract_output_text_and_images(
+            output_item=tool_call_output,
+            output_idx=1,
+            texts_to_check=texts_to_check,
+            images_to_check=images_to_check,
+            task_mappings=task_mappings,
+            tool_calls_to_check=tool_calls_to_check,
+        )
+
+        # Verify both were extracted
+        assert len(texts_to_check) == 1
+        assert texts_to_check[0] == "I'll check the weather for you"
+        assert len(tool_calls_to_check) == 1
+        assert tool_calls_to_check[0]["function"]["name"] == "get_current_weather"
diff --git a/tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py b/tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py
index dfd96beb2f4..5b6387cb100 100644
--- a/tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py
@@ -22,9 +22,10 @@ class MockGuardrail(CustomGuardrail):
     """Mock guardrail for testing"""
 
     async def apply_guardrail(
-        self, texts: List[str], request_data: dict, input_type: str, **kwargs
-    ) -> Tuple[List[str], Optional[List[str]]]:
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        self, inputs: dict, request_data: dict, input_type: str, **kwargs
+    ) -> dict:
+        texts = inputs.get("texts", [])
+        return {"texts": [f"{text} [GUARDRAILED]" for text in texts]}
 
 
 class MockBinaryResponse:
@@ -172,11 +173,12 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: replace email-like patterns
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -188,7 +190,7 @@ class TestPIIMaskingScenario:
                     masked = masked.replace("John Doe", "[NAME_REDACTED]")
                     masked = masked.replace("555-1234", "[PHONE_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAITextToSpeechHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -217,10 +219,11 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     # Mask account numbers
@@ -234,7 +237,7 @@ class TestPIIMaskingScenario:
                         r"\d{4}[- ]?\d{4}[- ]?\d{4}[- ]?\d{4}", "[CC_REDACTED]", masked
                     )
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAITextToSpeechHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -269,17 +272,18 @@ class TestContentModerationScenario:
             """Mock content filter guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: filter inappropriate words
                 bad_words = ["badword", "inappropriate", "offensive"]
+                texts = inputs.get("texts", [])
                 filtered_texts = []
                 for text in texts:
                     filtered = text
                     for word in bad_words:
                         filtered = filtered.replace(word, "[FILTERED]")
                     filtered_texts.append(filtered)
-                return (filtered_texts, None)
+                return {"texts": filtered_texts}
 
         handler = OpenAITextToSpeechHandler()
         guardrail = ContentFilterGuardrail(guardrail_name="content_filter")
diff --git a/tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py b/tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
index 4d2cb142b35..307972ff477 100644
--- a/tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
@@ -23,9 +23,10 @@ class MockGuardrail(CustomGuardrail):
     """Mock guardrail for testing"""
 
     async def apply_guardrail(
-        self, texts: List[str], request_data: dict, input_type: str, **kwargs
-    ) -> Tuple[List[str], Optional[List[str]]]:
-        return ([f"{text} [GUARDRAILED]" for text in texts], None)
+        self, inputs: dict, request_data: dict, input_type: str, **kwargs
+    ) -> dict:
+        texts = inputs.get("texts", [])
+        return {"texts": [f"{text} [GUARDRAILED]" for text in texts]}
 
 
 class TestHandlerDiscovery:
@@ -143,11 +144,12 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: replace email-like patterns
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     masked = re.sub(
@@ -159,7 +161,7 @@ class TestPIIMaskingScenario:
                     masked = masked.replace("John Doe", "[NAME_REDACTED]")
                     masked = masked.replace("555-1234", "[PHONE_REDACTED]")
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAIAudioTranscriptionHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -187,10 +189,11 @@ class TestPIIMaskingScenario:
             """Mock PII masking guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 import re
 
+                texts = inputs.get("texts", [])
                 masked_texts = []
                 for text in texts:
                     # Mask credit card numbers
@@ -206,7 +209,7 @@ class TestPIIMaskingScenario:
                         masked,
                     )
                     masked_texts.append(masked)
-                return (masked_texts, None)
+                return {"texts": masked_texts}
 
         handler = OpenAIAudioTranscriptionHandler()
         guardrail = PIIMaskingGuardrail(guardrail_name="mask_pii")
@@ -240,17 +243,18 @@ class TestContentModerationScenario:
             """Mock profanity filter guardrail"""
 
             async def apply_guardrail(
-                self, texts: List[str], request_data: dict, input_type: str, **kwargs
-            ) -> Tuple[List[str], Optional[List[str]]]:
+                self, inputs: dict, request_data: dict, input_type: str, **kwargs
+            ) -> dict:
                 # Simple mock: replace common profanity
                 bad_words = ["badword1", "badword2", "inappropriate"]
+                texts = inputs.get("texts", [])
                 filtered_texts = []
                 for text in texts:
                     filtered = text
                     for word in bad_words:
                         filtered = filtered.replace(word, "[FILTERED]")
                     filtered_texts.append(filtered)
-                return (filtered_texts, None)
+                return {"texts": filtered_texts}
 
         handler = OpenAIAudioTranscriptionHandler()
         guardrail = ProfanityFilterGuardrail(guardrail_name="content_filter")
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
index f3578fbcefa..eeae0ece02c 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
@@ -179,7 +179,7 @@ class TestMetadataExtraction:
             generic_guardrail.async_handler, "post", return_value=mock_response
         ) as mock_post:
             await generic_guardrail.apply_guardrail(
-                inputs=GenericGuardrailAPIInputs(texts=["Who is Ishaan?"]),
+                inputs={"texts": ["Who is Ishaan?"]},
                 request_data=mock_request_data_input,
                 input_type="request",
             )

From b3a3081e8eec5bd369877938fa47d6ee59fccc61 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Thu, 4 Dec 2025 22:08:00 -0800
Subject: [PATCH 055/178] Guardrails API - new `structured_messages` param
 (#17518)

* fix(generic_guardrail_api.py): add 'structured_messages' support

allows guardrail provider to know if text is from system or user

* fix(generic_guardrail_api.md): document 'structured_messages' parameter

give api provider a way to distinguish between user and system messages

* feat(anthropic/): return openai chat completion format structured messages when calls made via `/v1/messages` on Anthropic

* feat(responses/guardrail_translation): support 'structured_messages' param for guardrails

structured openai chat completion spec messages, for guardrail checks when using /v1/responses api

allows guardrail checks to work consistently across APIs
---
 .../mock_bedrock_guardrail_server.py          |  1 +
 .../adding_provider/generic_guardrail_api.md  | 39 +++++++++++++++++++
 .../chat/guardrail_translation/handler.py     | 25 ++++++++----
 .../chat/guardrail_translation/handler.py     |  4 ++
 .../guardrail_translation/handler.py          | 11 ++++++
 .../index.html}                               |  0
 .../proxy/_experimental/out/guardrails.html   |  1 -
 .../out/{login.html => login/index.html}      |  0
 .../out/{logs.html => logs/index.html}        |  0
 .../{model-hub.html => model-hub/index.html}  |  0
 .../index.html}                               |  0
 .../index.html}                               |  0
 .../proxy/_experimental/out/onboarding.html   |  1 -
 .../index.html}                               |  0
 .../index.html}                               |  0
 .../out/{teams.html => teams/index.html}      |  0
 .../{test-key.html => test-key/index.html}    |  0
 .../out/{usage.html => usage/index.html}      |  0
 .../out/{users.html => users/index.html}      |  0
 .../index.html}                               |  0
 litellm/proxy/_new_secret_config.yaml         |  2 +-
 .../generic_guardrail_api.py                  |  2 +
 litellm/types/guardrails.py                   |  1 +
 .../guardrail_hooks/generic_guardrail_api.py  |  8 ++--
 24 files changed, 82 insertions(+), 13 deletions(-)
 rename litellm/proxy/_experimental/out/{api-reference.html => api-reference/index.html} (100%)
 delete mode 100644 litellm/proxy/_experimental/out/guardrails.html
 rename litellm/proxy/_experimental/out/{login.html => login/index.html} (100%)
 rename litellm/proxy/_experimental/out/{logs.html => logs/index.html} (100%)
 rename litellm/proxy/_experimental/out/{model-hub.html => model-hub/index.html} (100%)
 rename litellm/proxy/_experimental/out/{model_hub_table.html => model_hub_table/index.html} (100%)
 rename litellm/proxy/_experimental/out/{models-and-endpoints.html => models-and-endpoints/index.html} (100%)
 delete mode 100644 litellm/proxy/_experimental/out/onboarding.html
 rename litellm/proxy/_experimental/out/{organizations.html => organizations/index.html} (100%)
 rename litellm/proxy/_experimental/out/{playground.html => playground/index.html} (100%)
 rename litellm/proxy/_experimental/out/{teams.html => teams/index.html} (100%)
 rename litellm/proxy/_experimental/out/{test-key.html => test-key/index.html} (100%)
 rename litellm/proxy/_experimental/out/{usage.html => usage/index.html} (100%)
 rename litellm/proxy/_experimental/out/{users.html => users/index.html} (100%)
 rename litellm/proxy/_experimental/out/{virtual-keys.html => virtual-keys/index.html} (100%)

diff --git a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
index b5c1b3fa0c8..7bf9cc32484 100644
--- a/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
+++ b/cookbook/mock_guardrail_server/mock_bedrock_guardrail_server.py
@@ -398,6 +398,7 @@ class LitellmBasicGuardrailRequest(BaseModel):
     input_type: Literal["request", "response"]
     litellm_call_id: Optional[str] = None
     litellm_trace_id: Optional[str] = None
+    structured_messages: Optional[List[Dict[str, Any]]] = None
 
 
 class LitellmBasicGuardrailResponse(BaseModel):
diff --git a/docs/my-website/docs/adding_provider/generic_guardrail_api.md b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
index f8c07b25f9d..f599d424dd2 100644
--- a/docs/my-website/docs/adding_provider/generic_guardrail_api.md
+++ b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
@@ -69,6 +69,10 @@ Implement `POST /beta/litellm_basic_guardrail_api`
       }
     }
   ],
+  "structured_messages": [  // optional, full messages in OpenAI format (for chat endpoints)
+    {"role": "system", "content": "You are a helpful assistant"},
+    {"role": "user", "content": "Hello"}
+  ],
   "request_data": {
     "user_api_key_hash": "hash of the litellm virtual key used",
     "user_api_key_alias": "alias of the litellm virtual key used",
@@ -147,6 +151,29 @@ The `tools` parameter provides information about available function/tool definit
 - Log tool usage for audit purposes
 - Block sensitive tools based on user context
 
+### `structured_messages` Parameter
+
+The `structured_messages` parameter provides the full input in OpenAI chat completion spec format, useful for distinguishing between system and user messages.
+
+**Format:** Array of OpenAI chat completion messages (see [OpenAI API reference](https://platform.openai.com/docs/api-reference/chat/create#chat-create-messages))
+
+**Example:**
+```json
+[
+  {"role": "system", "content": "You are a helpful assistant"},
+  {"role": "user", "content": "Hello"}
+]
+```
+
+**Availability:**
+- **Supported endpoints:** `/v1/chat/completions`, `/v1/messages`, `/v1/responses`
+- **Input only:** Only passed for `input_type="request"` (pre-call guardrails)
+
+**Use cases:**
+- Apply different policies for system vs user messages
+- Enforce role-based content restrictions
+- Log structured conversation context
+
 ## LiteLLM Configuration
 
 Add to `config.yaml`:
@@ -211,6 +238,7 @@ class GuardrailRequest(BaseModel):
     texts: List[str]
     images: Optional[List[str]] = None
     tools: Optional[List[Dict[str, Any]]] = None  # OpenAI ChatCompletionToolParam format
+    structured_messages: Optional[List[Dict[str, Any]]] = None  # OpenAI messages format (for chat endpoints)
     request_data: Dict[str, Any]
     input_type: str  # "request" or "response"
     litellm_call_id: Optional[str] = None
@@ -247,6 +275,17 @@ async def apply_guardrail(request: GuardrailRequest):
                         blocked_reason=f"Tool '{function_name}' is not allowed"
                     )
     
+    # Example: Check structured messages (if present in request)
+    if request.structured_messages:
+        for message in request.structured_messages:
+            if message.get("role") == "system":
+                # Apply stricter policies to system messages
+                if "admin" in message.get("content", "").lower():
+                    return GuardrailResponse(
+                        action="BLOCKED",
+                        blocked_reason="System message contains restricted terms"
+                    )
+    
     return GuardrailResponse(action="NONE")
 ```
 
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index d8bede65f09..e1af433f23f 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -22,6 +22,11 @@ from litellm.llms.anthropic.experimental_pass_through.adapters.transformation im
 )
 from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
 from litellm.types.guardrails import GenericGuardrailAPIInputs
+from litellm.types.llms.anthropic import (
+    AllAnthropicToolsValues,
+    AnthropicMessagesRequest,
+)
+from litellm.types.llms.openai import ChatCompletionToolParam
 from litellm.types.llms.anthropic import AllAnthropicToolsValues
 from litellm.types.llms.openai import (
     ChatCompletionToolCallChunk,
@@ -65,9 +70,19 @@ class AnthropicMessagesHandler(BaseTranslation):
         if messages is None:
             return data
 
+        chat_completion_compatible_request = (
+            LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai(
+                anthropic_message_request=cast(AnthropicMessagesRequest, data)
+            )
+        )
+
+        structured_messages = chat_completion_compatible_request.get("messages", [])
+
         texts_to_check: List[str] = []
         images_to_check: List[str] = []
-        tools_to_check: List[ChatCompletionToolParam] = []
+        tools_to_check: List[ChatCompletionToolParam] = (
+            chat_completion_compatible_request.get("tools", [])
+        )
         task_mappings: List[Tuple[int, Optional[int]]] = []
         # Track (message_index, content_index) for each text
         # content_index is None for string content, int for list content
@@ -82,12 +97,6 @@ class AnthropicMessagesHandler(BaseTranslation):
                 task_mappings=task_mappings,
             )
 
-        if tools is not None:
-            self._extract_input_tools(
-                tools=tools,
-                tools_to_check=tools_to_check,
-            )
-
         # Step 2: Apply guardrail to all texts in batch
         if texts_to_check:
             inputs = GenericGuardrailAPIInputs(texts=texts_to_check)
@@ -95,6 +104,8 @@ class AnthropicMessagesHandler(BaseTranslation):
                 inputs["images"] = images_to_check
             if tools_to_check:
                 inputs["tools"] = tools_to_check
+            if structured_messages:
+                inputs["structured_messages"] = structured_messages
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
                 request_data=data,
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index 463b50beb5c..aa2580453a8 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -80,6 +80,10 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
                 inputs["images"] = images_to_check
             if tool_calls_to_check:
                 inputs["tool_calls"] = tool_calls_to_check  # type: ignore
+            if messages:
+                inputs["structured_messages"] = (
+                    messages  # pass the openai /chat/completions messages to the guardrail, as-is
+                )
 
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index 2ab37f061fd..0fdea47415f 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -81,6 +81,13 @@ class OpenAIResponsesHandler(BaseTranslation):
         if input_data is None:
             return data
 
+        structured_messages = (
+            LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+                input=input_data,
+                responses_api_request=data,
+            )
+        )
+
         # Handle simple string input
         if isinstance(input_data, str):
             inputs = GenericGuardrailAPIInputs(texts=[input_data])
@@ -91,6 +98,8 @@ class OpenAIResponsesHandler(BaseTranslation):
                 self._extract_and_transform_tools(data["tools"], tools_to_check)
                 if tools_to_check:
                     inputs["tools"] = tools_to_check
+            if structured_messages:
+                inputs["structured_messages"] = structured_messages  # type: ignore
 
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
@@ -134,6 +143,8 @@ class OpenAIResponsesHandler(BaseTranslation):
                 inputs["images"] = images_to_check
             if tools_to_check:
                 inputs["tools"] = tools_to_check
+            if structured_messages:
+                inputs["structured_messages"] = structured_messages  # type: ignore
             guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
                 inputs=inputs,
                 request_data=data,
diff --git a/litellm/proxy/_experimental/out/api-reference.html b/litellm/proxy/_experimental/out/api-reference/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/api-reference.html
rename to litellm/proxy/_experimental/out/api-reference/index.html
diff --git a/litellm/proxy/_experimental/out/guardrails.html b/litellm/proxy/_experimental/out/guardrails.html
deleted file mode 100644
index d10f6fdaf8d..00000000000
--- a/litellm/proxy/_experimental/out/guardrails.html
+++ /dev/null
@@ -1 +0,0 @@
-<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/litellm-asset-prefix/_next/static/chunks/webpack-134f5d194761e240.js"/><script src="/litellm-asset-prefix/_next/static/chunks/fd9d1056-a07bacd8fcc2728b.js" async=""></script><script src="/litellm-asset-prefix/_next/static/chunks/2117-bb4323b3c0b11a1f.js" async=""></script><script src="/litellm-asset-prefix/_next/static/chunks/main-app-77a6ca3c04ee9adf.js" async=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/favicon.ico" type="image/x-icon" sizes="16x16"/><link rel="icon" href="./favicon.ico"/><meta name="next-size-adjust"/><script src="/litellm-asset-prefix/_next/static/chunks/polyfills-42372ed130431b0a.js" noModule=""></script></head><body><script 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diff --git a/litellm/proxy/_experimental/out/login.html b/litellm/proxy/_experimental/out/login/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/login.html
rename to litellm/proxy/_experimental/out/login/index.html
diff --git a/litellm/proxy/_experimental/out/logs.html b/litellm/proxy/_experimental/out/logs/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/logs.html
rename to litellm/proxy/_experimental/out/logs/index.html
diff --git a/litellm/proxy/_experimental/out/model-hub.html b/litellm/proxy/_experimental/out/model-hub/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/model-hub.html
rename to litellm/proxy/_experimental/out/model-hub/index.html
diff --git a/litellm/proxy/_experimental/out/model_hub_table.html b/litellm/proxy/_experimental/out/model_hub_table/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/model_hub_table.html
rename to litellm/proxy/_experimental/out/model_hub_table/index.html
diff --git a/litellm/proxy/_experimental/out/models-and-endpoints.html b/litellm/proxy/_experimental/out/models-and-endpoints/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/models-and-endpoints.html
rename to litellm/proxy/_experimental/out/models-and-endpoints/index.html
diff --git a/litellm/proxy/_experimental/out/onboarding.html b/litellm/proxy/_experimental/out/onboarding.html
deleted file mode 100644
index 7da5d460163..00000000000
--- a/litellm/proxy/_experimental/out/onboarding.html
+++ /dev/null
@@ -1 +0,0 @@
-<!DOCTYPE html><html id="__next_error__"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/litellm-asset-prefix/_next/static/chunks/webpack-134f5d194761e240.js"/><script src="/litellm-asset-prefix/_next/static/chunks/fd9d1056-a07bacd8fcc2728b.js" async=""></script><script src="/litellm-asset-prefix/_next/static/chunks/2117-bb4323b3c0b11a1f.js" async=""></script><script src="/litellm-asset-prefix/_next/static/chunks/main-app-77a6ca3c04ee9adf.js" async=""></script><title>LiteLLM Dashboard</title><meta name="description" content="LiteLLM Proxy Admin UI"/><link rel="icon" href="/favicon.ico" type="image/x-icon" sizes="16x16"/><link rel="icon" href="./favicon.ico"/><meta name="next-size-adjust"/><script src="/litellm-asset-prefix/_next/static/chunks/polyfills-42372ed130431b0a.js" noModule=""></script></head><body><script src="/litellm-asset-prefix/_next/static/chunks/webpack-134f5d194761e240.js" 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diff --git a/litellm/proxy/_experimental/out/organizations.html b/litellm/proxy/_experimental/out/organizations/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/organizations.html
rename to litellm/proxy/_experimental/out/organizations/index.html
diff --git a/litellm/proxy/_experimental/out/playground.html b/litellm/proxy/_experimental/out/playground/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/playground.html
rename to litellm/proxy/_experimental/out/playground/index.html
diff --git a/litellm/proxy/_experimental/out/teams.html b/litellm/proxy/_experimental/out/teams/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/teams.html
rename to litellm/proxy/_experimental/out/teams/index.html
diff --git a/litellm/proxy/_experimental/out/test-key.html b/litellm/proxy/_experimental/out/test-key/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/test-key.html
rename to litellm/proxy/_experimental/out/test-key/index.html
diff --git a/litellm/proxy/_experimental/out/usage.html b/litellm/proxy/_experimental/out/usage/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/usage.html
rename to litellm/proxy/_experimental/out/usage/index.html
diff --git a/litellm/proxy/_experimental/out/users.html b/litellm/proxy/_experimental/out/users/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/users.html
rename to litellm/proxy/_experimental/out/users/index.html
diff --git a/litellm/proxy/_experimental/out/virtual-keys.html b/litellm/proxy/_experimental/out/virtual-keys/index.html
similarity index 100%
rename from litellm/proxy/_experimental/out/virtual-keys.html
rename to litellm/proxy/_experimental/out/virtual-keys/index.html
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index f763615c67b..6c21b29fc53 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -15,7 +15,7 @@ guardrails:
   - guardrail_name: generic-guardrail
     litellm_params:
       guardrail: generic_guardrail_api
-      mode: ["post_call"]
+      mode: ["pre_call"]
       headers:
         Authorization: Bearer mock-bedrock-token-12345
       api_base: http://localhost:8080
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
index 93cbe1c0bba..c7b4f19a089 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
@@ -175,6 +175,7 @@ class GenericGuardrailAPI(CustomGuardrail):
         texts = inputs.get("texts", [])
         images = inputs.get("images")
         tools = inputs.get("tools")
+        structured_messages = inputs.get("structured_messages")
         tool_calls = inputs.get("tool_calls")
 
         # Use provided request_data or create an empty dict
@@ -202,6 +203,7 @@ class GenericGuardrailAPI(CustomGuardrail):
             request_data=user_metadata,
             images=images,
             tools=tools,
+            structured_messages=structured_messages,
             tool_calls=tool_calls,
             additional_provider_specific_params=additional_params,
             input_type=input_type,
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index da9b591de28..9abb7b3443e 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -5,6 +5,7 @@ from typing import Any, Dict, List, Literal, Optional, Union
 from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import Required, TypedDict
 
+from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolParam
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionToolCallChunk,
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py b/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
index 31b61101973..a99ed9fa414 100644
--- a/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/generic_guardrail_api.py
@@ -3,6 +3,7 @@ from typing import Any, Dict, List, Literal, Optional
 from pydantic import BaseModel, Field
 from typing_extensions import TypedDict
 
+from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolParam
 from litellm.types.llms.openai import (
     ChatCompletionToolCallChunk,
     ChatCompletionToolParam,
@@ -53,11 +54,12 @@ class GenericGuardrailAPIRequest(BaseModel):
     litellm_trace_id: Optional[
         str
     ]  # the trace id of the LLM call - useful if there are multiple LLM calls for the same conversation
-    texts: List[str]
-    request_data: GenericGuardrailAPIMetadata
-    additional_provider_specific_params: Optional[Dict[str, Any]]
+    structured_messages: Optional[List[AllMessageValues]]
     images: Optional[List[str]]
     tools: Optional[List[ChatCompletionToolParam]]
+    texts: Optional[List[str]]
+    request_data: GenericGuardrailAPIMetadata
+    additional_provider_specific_params: Optional[Dict[str, Any]]
     tool_calls: Optional[List[ChatCompletionToolCallChunk]]
 
 

From 99fd96687f15edb1e1f76db431568492ab24674b Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 11:46:14 +0530
Subject: [PATCH 056/178] Fix vector store configuration synchronization
 failure

---
 .../proxy/vector_stores/endpoints.py          |  42 +--
 .../vector_store_pre_call_hook.py             |  15 +-
 .../vector_stores/vector_store_registry.py    | 119 +++++++++
 .../test_vector_store_endpoints.py            | 243 ++++++++++++++++++
 4 files changed, 400 insertions(+), 19 deletions(-)

diff --git a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py
index fdb1dba372f..21933165217 100644
--- a/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py
+++ b/enterprise/litellm_enterprise/proxy/vector_stores/endpoints.py
@@ -141,28 +141,36 @@ async def list_vector_stores(
     """
     from litellm.proxy.proxy_server import prisma_client
 
-    seen_vector_store_ids = set()
-
     try:
-        # Get in-memory vector stores
-        in_memory_vector_stores: List[LiteLLM_ManagedVectorStore] = []
-        if litellm.vector_store_registry is not None:
-            in_memory_vector_stores = copy.deepcopy(
-                litellm.vector_store_registry.vector_stores
-            )
-
-        # Get vector stores from database
+        # Get vector stores from database (source of truth)
+        # Only return what's in the database to ensure consistency across instances
         vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db(
             prisma_client=prisma_client
         )
+        
+        # Also clean up in-memory registry to remove any deleted vector stores
+        if litellm.vector_store_registry is not None:
+            db_vector_store_ids = {
+                vs.get("vector_store_id") 
+                for vs in vector_stores_from_db 
+                if vs.get("vector_store_id")
+            }
+            # Remove any in-memory vector stores that no longer exist in database
+            vector_stores_to_remove = []
+            for vs in litellm.vector_store_registry.vector_stores:
+                vs_id = vs.get("vector_store_id")
+                if vs_id and vs_id not in db_vector_store_ids:
+                    vector_stores_to_remove.append(vs_id)
+            for vs_id in vector_stores_to_remove:
+                litellm.vector_store_registry.delete_vector_store_from_registry(
+                    vector_store_id=vs_id
+                )
+                verbose_proxy_logger.debug(
+                    f"Removed deleted vector store {vs_id} from in-memory registry"
+                )
 
-        # Combine in-memory and database vector stores
-        combined_vector_stores: List[LiteLLM_ManagedVectorStore] = []
-        for vector_store in in_memory_vector_stores + vector_stores_from_db:
-            vector_store_id = vector_store.get("vector_store_id", None)
-            if vector_store_id not in seen_vector_store_ids:
-                combined_vector_stores.append(vector_store)
-                seen_vector_store_ids.add(vector_store_id)
+        # Use database as single source of truth for listing
+        combined_vector_stores: List[LiteLLM_ManagedVectorStore] = vector_stores_from_db
 
         total_count = len(combined_vector_stores)
         total_pages = (total_count + page_size - 1) // page_size
diff --git a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
index 236935778d6..218581a41ad 100644
--- a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
+++ b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
@@ -74,9 +74,20 @@ class VectorStorePreCallHook(CustomLogger):
             if litellm.vector_store_registry is None:
                 return model, messages, non_default_params
 
+            # Get prisma_client for database fallback
+            prisma_client = None
+            try:
+                from litellm.proxy.proxy_server import prisma_client as _prisma_client
+                prisma_client = _prisma_client
+            except ImportError:
+                pass
+
+            # Use database fallback to ensure synchronization across instances
             vector_stores_to_run: List[LiteLLM_ManagedVectorStore] = (
-                litellm.vector_store_registry.pop_vector_stores_to_run(
-                    non_default_params=non_default_params, tools=tools
+                await litellm.vector_store_registry.pop_vector_stores_to_run_with_db_fallback(
+                    non_default_params=non_default_params, 
+                    tools=tools,
+                    prisma_client=prisma_client
                 )
             )
 
diff --git a/litellm/vector_stores/vector_store_registry.py b/litellm/vector_stores/vector_store_registry.py
index 78c8d7cf2ec..cf0bf89d701 100644
--- a/litellm/vector_stores/vector_store_registry.py
+++ b/litellm/vector_stores/vector_store_registry.py
@@ -233,6 +233,36 @@ class VectorStoreRegistry:
                 return vector_store
         return None
 
+    async def get_litellm_managed_vector_store_from_registry_or_db(
+        self, vector_store_id: str, prisma_client: Optional[PrismaClient] = None
+    ) -> Optional[LiteLLM_ManagedVectorStore]:
+        """
+        Returns the vector store from the registry, falling back to database if not found.
+        This ensures synchronization across multiple instances.
+        """
+        # First check in-memory registry
+        vector_store = self.get_litellm_managed_vector_store_from_registry(vector_store_id)
+        if vector_store is not None:
+            return vector_store
+        
+        # Fall back to database if not found in memory
+        if prisma_client is not None:
+            try:
+                vector_stores_from_db = await self._get_vector_stores_from_db(
+                    prisma_client=prisma_client
+                )
+                for db_vector_store in vector_stores_from_db:
+                    if db_vector_store.get("vector_store_id") == vector_store_id:
+                        # Add to in-memory registry for future use
+                        self.add_vector_store_to_registry(vector_store=db_vector_store)
+                        return db_vector_store
+            except Exception as e:
+                verbose_logger.debug(
+                    f"Error fetching vector store from database: {str(e)}"
+                )
+        
+        return None
+
     def get_litellm_managed_vector_store_from_registry_by_name(
         self, vector_store_name: str
     ) -> Optional[LiteLLM_ManagedVectorStore]:
@@ -289,6 +319,95 @@ class VectorStoreRegistry:
         
         return vector_stores_to_run
 
+    async def pop_vector_stores_to_run_with_db_fallback(
+        self, 
+        non_default_params: Dict, 
+        tools: Optional[List[Dict]] = None,
+        prisma_client: Optional[PrismaClient] = None
+    ) -> List[LiteLLM_ManagedVectorStore]:
+        """
+        Pops the vector stores to run with their tool parameters merged.
+        Falls back to database if vector stores are not found in memory.
+        This ensures synchronization across multiple instances.
+        
+        Primary function to use for vector store pre call hook.
+        
+        Args:
+            non_default_params: Parameters dict to pop vector_store_ids from
+            tools: Optional list of tools to extract vector store params from
+            prisma_client: Optional database client for fallback lookup
+        
+        Returns:
+            List of vector stores with tool parameters merged into litellm_params
+        """
+        # Pop vector_store_ids from params
+        vector_store_ids: List[str] = non_default_params.pop("vector_store_ids", None) or []
+        
+        # Extract params from tools and collect IDs
+        params_by_id = self.get_and_pop_recognised_vector_store_tools(
+            tools=tools,
+            vector_store_ids=vector_store_ids
+        )
+        
+        vector_stores_to_run: List[LiteLLM_ManagedVectorStore] = []
+        
+        for vector_store_id in vector_store_ids:
+            vector_store = None
+            
+            # First check in-memory registry
+            for vs in self.vector_stores:
+                if vs.get("vector_store_id") == vector_store_id:
+                    vector_store = vs
+                    break
+            
+            # Verify vector store still exists in database (if we have DB access)
+            # This ensures deleted vector stores are removed from cache
+            if vector_store is not None and prisma_client is not None:
+                try:
+                    # Check if it still exists in database
+                    db_vector_store = await prisma_client.db.litellm_managedvectorstorestable.find_unique(
+                        where={"vector_store_id": vector_store_id}
+                    )
+                    if db_vector_store is None:
+                        # Vector store was deleted from database, remove from cache
+                        verbose_logger.debug(
+                            f"Vector store {vector_store_id} found in memory but deleted from database, removing from cache"
+                        )
+                        self.delete_vector_store_from_registry(vector_store_id=vector_store_id)
+                        vector_store = None
+                except Exception as e:
+                    verbose_logger.debug(
+                        f"Error verifying vector store {vector_store_id} in database: {str(e)}"
+                    )
+            
+            # Fall back to database if not found in memory (or was deleted)
+            if vector_store is None and prisma_client is not None:
+                try:
+                    vector_store = await self.get_litellm_managed_vector_store_from_registry_or_db(
+                        vector_store_id=vector_store_id,
+                        prisma_client=prisma_client
+                    )
+                except Exception as e:
+                    verbose_logger.debug(
+                        f"Error fetching vector store {vector_store_id} from database: {str(e)}"
+                    )
+            
+            if vector_store is not None:
+                # Create a copy to avoid modifying the registry
+                vector_store_copy = vector_store.copy()
+                
+                # Merge tool params if they exist
+                if vector_store_id in params_by_id:
+                    existing_params = vector_store_copy.get("litellm_params", {}) or {}
+                    tool_params_dict = params_by_id[vector_store_id].to_dict()
+                    # Tool params take precedence over existing params
+                    tool_params_dict.update(existing_params)
+                    vector_store_copy["litellm_params"] = tool_params_dict
+                
+                vector_stores_to_run.append(vector_store_copy)
+        
+        return vector_stores_to_run
+
     def _get_vector_store_ids_from_tool_calls(
         self, tools: Optional[List[Dict]] = None, vector_store_ids: List[str] = []
     ) -> List[str]:
diff --git a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
index badbef42d6c..b98354032fe 100644
--- a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
+++ b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
@@ -1,5 +1,6 @@
 import os
 import sys
+from datetime import datetime, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -802,3 +803,245 @@ class TestVectorStoreManagementEndpointsExist:
                 f"Expected endpoint {method} {path} not found in registered routes. "
                 f"Available routes: {app_routes}"
             )
+
+
+@pytest.mark.asyncio
+async def test_vector_store_synchronization_across_instances():
+    """
+    Test that vector stores are properly synchronized across multiple instances.
+    
+    This test simulates the scenario where:
+    1. Instance 1 creates a vector store (writes to DB, updates its own cache)
+    2. Instance 2 should be able to find it (via database fallback)
+    3. Instance 1 deletes the vector store (removes from DB, updates its own cache)
+    4. Instance 2 should not show it in the list (database is source of truth)
+    """
+    from datetime import datetime, timezone
+    from unittest.mock import AsyncMock, MagicMock
+
+    from litellm.types.vector_stores import (
+        LiteLLM_ManagedVectorStore,
+        VectorStoreDeleteRequest,
+    )
+    from litellm.vector_stores.vector_store_registry import VectorStoreRegistry
+
+    # Simulate two instances with separate in-memory registries
+    instance_1_registry = VectorStoreRegistry(vector_stores=[])
+    instance_2_registry = VectorStoreRegistry(vector_stores=[])
+    
+    # Mock database that both instances share
+    mock_db_vector_stores = []
+    
+    async def mock_find_unique(where):
+        """Mock find_unique for checking if vector store exists"""
+        vector_store_id = where.get("vector_store_id")
+        for vs in mock_db_vector_stores:
+            if vs.get("vector_store_id") == vector_store_id:
+                # Create a simple object that dict() can convert
+                class MockVectorStore:
+                    def __init__(self, data):
+                        for key, value in data.items():
+                            setattr(self, key, value)
+                        self._data = data
+                    
+                    def __iter__(self):
+                        return iter(self._data.items())
+                return MockVectorStore(vs)
+        return None
+    
+    async def mock_find_many(order=None):
+        """Mock find_many for listing vector stores"""
+        # Return objects that can be converted to dict using dict()
+        # The _get_vector_stores_from_db uses dict(vector_store), so we need to make it work
+        result = []
+        for vs in mock_db_vector_stores:
+            # Create a simple object that dict() can convert
+            class MockVectorStore:
+                def __init__(self, data):
+                    for key, value in data.items():
+                        setattr(self, key, value)
+                    self._data = data
+                
+                def __iter__(self):
+                    return iter(self._data.items())
+            result.append(MockVectorStore(vs))
+        return result
+    
+    async def mock_create(data):
+        """Mock create for adding vector store to DB"""
+        vector_store = data.copy()
+        mock_db_vector_stores.append(vector_store)
+        mock_obj = MagicMock()
+        mock_obj.model_dump.return_value = vector_store
+        for key, value in vector_store.items():
+            setattr(mock_obj, key, value)
+        return mock_obj
+    
+    async def mock_delete(where):
+        """Mock delete for removing vector store from DB"""
+        vector_store_id = where.get("vector_store_id")
+        mock_db_vector_stores[:] = [
+            vs for vs in mock_db_vector_stores 
+            if vs.get("vector_store_id") != vector_store_id
+        ]
+        return None
+    
+    # Create mock prisma client
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_managedvectorstorestable.find_unique = AsyncMock(
+        side_effect=mock_find_unique
+    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.find_many = AsyncMock(
+        side_effect=mock_find_many
+    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.create = AsyncMock(
+        side_effect=mock_create
+    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.delete = AsyncMock(
+        side_effect=mock_delete
+    )
+    
+    # Test vector store data
+    test_vector_store_id = "test-sync-store-001"
+    test_vector_store: LiteLLM_ManagedVectorStore = {
+        "vector_store_id": test_vector_store_id,
+        "custom_llm_provider": "bedrock",
+        "vector_store_name": "Test Sync Store",
+        "vector_store_description": "Testing synchronization",
+        "litellm_params": {
+            "vector_store_id": test_vector_store_id,
+            "custom_llm_provider": "bedrock",
+            "region_name": "us-east-1"
+        },
+        "created_at": datetime.now(timezone.utc),
+        "updated_at": datetime.now(timezone.utc),
+    }
+    
+    # Step 1: Create vector store on Instance 1
+    # (Simulate what happens in new_vector_store endpoint)
+    await mock_prisma_client.db.litellm_managedvectorstorestable.create(
+        data=test_vector_store
+    )
+    instance_1_registry.add_vector_store_to_registry(vector_store=test_vector_store)
+    
+    # Verify it's in Instance 1's memory
+    assert instance_1_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    ) is not None, "Vector store should be in Instance 1's memory"
+    
+    # Verify it's in the database
+    db_store = await mock_prisma_client.db.litellm_managedvectorstorestable.find_unique(
+        where={"vector_store_id": test_vector_store_id}
+    )
+    assert db_store is not None, "Vector store should be in database"
+    
+    # Step 2: Instance 2 should be able to find it via database fallback
+    # (Simulate what happens in pop_vector_stores_to_run_with_db_fallback)
+    found_store = await instance_2_registry.get_litellm_managed_vector_store_from_registry_or_db(
+        vector_store_id=test_vector_store_id,
+        prisma_client=mock_prisma_client
+    )
+    assert found_store is not None, "Instance 2 should find vector store from database"
+    assert found_store.get("vector_store_id") == test_vector_store_id
+    
+    # Verify it's now cached in Instance 2's memory
+    assert instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    ) is not None, "Vector store should now be cached in Instance 2's memory"
+    
+    # Step 3: Test that Instance 2 can list vector stores from database
+    # (Simulate what happens in list_vector_stores endpoint - using DB as source of truth)
+    vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db(
+        prisma_client=mock_prisma_client
+    )
+    
+    # Verify vector store appears in the database list
+    vector_store_ids = [vs.get("vector_store_id") for vs in vector_stores_from_db]
+    assert test_vector_store_id in vector_store_ids, (
+        "Instance 2 should see vector store from database"
+    )
+    
+    # Verify the list endpoint logic: only show DB stores (filter out stale cache)
+    # This simulates what list_vector_stores does
+    db_vector_store_ids = {
+        vs.get("vector_store_id") 
+        for vs in vector_stores_from_db 
+        if vs.get("vector_store_id")
+    }
+    
+    # Instance 2's in-memory cache should only contain stores that exist in DB
+    # (This is what the list endpoint cleanup does)
+    for vs in list(instance_2_registry.vector_stores):
+        vs_id = vs.get("vector_store_id")
+        if vs_id and vs_id not in db_vector_store_ids:
+            instance_2_registry.delete_vector_store_from_registry(vector_store_id=vs_id)
+    
+    # After cleanup, instance 2 should still have the vector store (it's in DB)
+    assert instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    ) is not None, "Instance 2 should still have vector store (it exists in DB)"
+    
+    # Step 4: Delete vector store on Instance 1
+    # (Simulate what happens in delete_vector_store endpoint)
+    await mock_prisma_client.db.litellm_managedvectorstorestable.delete(
+        where={"vector_store_id": test_vector_store_id}
+    )
+    instance_1_registry.delete_vector_store_from_registry(
+        vector_store_id=test_vector_store_id
+    )
+    
+    # Verify it's removed from Instance 1's memory
+    assert instance_1_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    ) is None, "Vector store should be removed from Instance 1's memory"
+    
+    # Verify it's removed from database
+    db_store_after_delete = await mock_prisma_client.db.litellm_managedvectorstorestable.find_unique(
+        where={"vector_store_id": test_vector_store_id}
+    )
+    assert db_store_after_delete is None, "Vector store should be removed from database"
+    
+    # Step 5: Instance 2 should NOT show it in the list (database is source of truth)
+    # The list endpoint logic should clean up stale cache entries
+    vector_stores_from_db_after_delete = await VectorStoreRegistry._get_vector_stores_from_db(
+        prisma_client=mock_prisma_client
+    )
+    
+    # Verify vector store does NOT appear in the database list
+    vector_store_ids_after_delete = [vs.get("vector_store_id") for vs in vector_stores_from_db_after_delete]
+    assert test_vector_store_id not in vector_store_ids_after_delete, (
+        "Deleted vector store should not be in database"
+    )
+    
+    # Simulate list endpoint cleanup logic
+    db_vector_store_ids_after_delete = {
+        vs.get("vector_store_id") 
+        for vs in vector_stores_from_db_after_delete 
+        if vs.get("vector_store_id")
+    }
+    
+    # Remove any in-memory vector stores that no longer exist in database
+    for vs in list(instance_2_registry.vector_stores):
+        vs_id = vs.get("vector_store_id")
+        if vs_id and vs_id not in db_vector_store_ids_after_delete:
+            instance_2_registry.delete_vector_store_from_registry(vector_store_id=vs_id)
+    
+    # Verify it was removed from Instance 2's cache
+    assert instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    ) is None, (
+        "Deleted vector store should be removed from Instance 2's cache"
+    )
+    
+    # Step 6: Test that using a deleted vector store fails gracefully
+    # (Simulate what happens in pop_vector_stores_to_run_with_db_fallback)
+    non_default_params = {"vector_store_ids": [test_vector_store_id]}
+    vector_stores_to_run = await instance_2_registry.pop_vector_stores_to_run_with_db_fallback(
+        non_default_params=non_default_params,
+        tools=None,
+        prisma_client=mock_prisma_client
+    )
+    
+    assert len(vector_stores_to_run) == 0, (
+        "Deleted vector store should not be returned when trying to use it"
+    )

From 50283a00a3eea4bc3bb862193e32c924fb4f47cc Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 22:51:52 -0800
Subject: [PATCH 057/178] e2e fix

---
 .../proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
index 2aae9e2bb54..853b2155b8d 100644
--- a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
@@ -31,6 +31,7 @@ test("view internal user page", async ({ page }) => {
   // Wait for the table to load
   await page.waitForSelector("tbody tr", { timeout: 10000 });
   await page.waitForTimeout(2000); // Additional wait for table to stabilize
+  await page.waitForLoadState("networkidle");
 
   // Test all expected fields are present
   // Verify that the API Keys column is rendered for all users

From c8fbcc7f1c2b08130822d925a41caef5114ed3b8 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 12:32:23 +0530
Subject: [PATCH 058/178] add tutorial as well

---
 .../docs/tutorials/cursor_integration.md      | 226 ++++++++++++++++++
 docs/my-website/sidebars.js                   |  27 +--
 2 files changed, 227 insertions(+), 26 deletions(-)
 create mode 100644 docs/my-website/docs/tutorials/cursor_integration.md

diff --git a/docs/my-website/docs/tutorials/cursor_integration.md b/docs/my-website/docs/tutorials/cursor_integration.md
new file mode 100644
index 00000000000..f0d87b050cf
--- /dev/null
+++ b/docs/my-website/docs/tutorials/cursor_integration.md
@@ -0,0 +1,226 @@
+---
+sidebar_label: "Cursor IDE"
+---
+
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Cursor IDE Integration with LiteLLM
+
+This tutorial shows you how to integrate Cursor IDE with LiteLLM Proxy, allowing you to use any LiteLLM-supported model through Cursor's interface with BYOK (Bring Your Own Key) and custom base URL.
+
+## Benefits of using Cursor with LiteLLM
+
+When you use Cursor IDE with LiteLLM you get the following benefits:
+
+**Developer Benefits:**
+- Universal Model Access: Use any LiteLLM supported model (Anthropic, OpenAI, Vertex AI, Bedrock, etc.) through the Cursor IDE interface.
+- Higher Rate Limits & Reliability: Load balance across multiple models and providers to avoid hitting individual provider limits, with fallbacks to ensure you get responses even if one provider fails.
+- Streaming Support: Full streaming support with proper response transformation for Cursor's expected format.
+
+**Proxy Admin Benefits:**
+- Centralized Management: Control access to all models through a single LiteLLM proxy instance without giving your developers API Keys to each provider.
+- Budget Controls: Set spending limits and track costs across all Cursor usage.
+- Request Logging: Track all requests made through Cursor for debugging and monitoring.
+
+## Prerequisites
+
+Before you begin, ensure you have:
+- Cursor IDE installed
+- A running LiteLLM Proxy instance with **HTTPS enabled** (HTTP is not supported)
+- A valid LiteLLM Proxy API key
+- An HTTPS domain for your LiteLLM Proxy (required by Cursor)
+
+## Quick Start Guide
+
+### Step 1: Install LiteLLM
+
+Install LiteLLM with proxy support:
+
+```bash
+pip install litellm[proxy]
+```
+
+### Step 2: Configure LiteLLM Proxy
+
+Create a `config.yaml` file with your model configurations:
+
+```yaml showLineNumbers title="config.yaml"
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: gpt-4o
+      api_key: os.environ/OPENAI_API_KEY
+  
+  - model_name: claude-3-5-sonnet
+    litellm_params:
+      model: anthropic/claude-3-5-sonnet-20241022
+      api_key: os.environ/ANTHROPIC_API_KEY
+
+general_settings:
+  master_key: sk-1234567890 # Change this to a secure key
+```
+
+### Step 3: Start LiteLLM Proxy
+
+Start the proxy server with HTTPS enabled:
+
+```bash
+litellm --config config.yaml --port 4000
+```
+
+:::warning HTTPS Required
+
+**Important**: Cursor IDE requires HTTPS connections. HTTP (`http://`) will not work. You must:
+- Deploy your LiteLLM Proxy with HTTPS enabled
+- Use a valid SSL certificate
+- Access the proxy via an HTTPS domain (e.g., `https://your-proxy-domain.com`)
+
+For local development, you'll need to set up HTTPS (e.g., using a reverse proxy like nginx with SSL, or deploying to a cloud service with HTTPS).
+
+:::
+
+### Step 4: Configure Cursor IDE
+
+Configure Cursor IDE to use your LiteLLM proxy with the `/cursor/chat/completions` endpoint:
+
+1. Open Cursor IDE
+2. Go to **Settings** → **Features** → **AI**
+3. Enable **"Use Custom API"** or **"Bring Your Own Key"**
+4. Set the following:
+   - **Base URL**: `https://your-proxy-domain.com/cursor` (⚠️ **Important**: Must use HTTPS and include `/cursor`)
+   - **API Key**: Your LiteLLM Proxy API key (e.g., `sk-1234567890`)
+
+:::warning HTTPS Required
+
+Cursor IDE **requires HTTPS** connections. HTTP (`http://`) will not work. You must:
+- Use an HTTPS URL for your base URL (e.g., `https://your-proxy-domain.com/cursor`)
+- Ensure your LiteLLM Proxy is accessible via HTTPS
+- Have a valid SSL certificate configured
+
+:::
+
+**Example Configuration:**
+
+```
+Base URL: https://your-proxy-domain.com/cursor
+API Key: sk-1234567890
+```
+
+Replace `your-proxy-domain.com` with your actual HTTPS domain where LiteLLM Proxy is running.
+
+:::info Why `/cursor` in the base URL?
+
+Cursor automatically appends `/chat/completions` to the base URL you provide. By setting the base URL to `https://your-proxy-domain.com/cursor`, Cursor will send requests to `/cursor/chat/completions`, which is the special endpoint that handles Cursor's Responses API input format and transforms it to Chat Completions output format.
+
+If you set the base URL to just `https://your-proxy-domain.com`, Cursor would send requests to `/chat/completions`, which won't work correctly with Cursor's request format.
+
+
+:::
+
+### Step 5: Test the Integration
+
+1. Restart Cursor IDE to apply the settings
+2. Open a code file and try using Cursor's AI features (completions, chat, etc.)
+3. Your requests will now be routed through LiteLLM Proxy
+
+You can verify it's working by:
+- Checking the LiteLLM Proxy logs for incoming requests
+- Using Cursor's chat feature and seeing responses stream correctly
+- Checking your LiteLLM dashboard for request logs and cost tracking
+
+## How It Works
+
+The `/cursor/chat/completions` endpoint is specifically designed to handle Cursor's unique request format:
+
+1. **Input**: Cursor sends requests in OpenAI Responses API format (with `input` field)
+2. **Processing**: LiteLLM processes the request through its internal `/responses` flow
+3. **Output**: The response is transformed to OpenAI Chat Completions format (with `choices` field) that Cursor expects
+
+This transformation happens automatically for both streaming and non-streaming responses.
+
+## Advanced Configuration
+
+### Using Different Models
+
+You can configure Cursor to use different models by updating your `config.yaml`:
+
+```yaml showLineNumbers title="config.yaml"
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: gpt-4o
+      api_key: os.environ/OPENAI_API_KEY
+  
+  - model_name: claude-3-5-sonnet
+    litellm_params:
+      model: anthropic/claude-3-5-sonnet-20241022
+      api_key: os.environ/ANTHROPIC_API_KEY
+  
+  - model_name: gemini-pro
+    litellm_params:
+      model: gemini/gemini-1.5-pro
+      api_key: os.environ/GEMINI_API_KEY
+```
+
+Then in Cursor, you can specify which model to use in your requests.
+
+### Rate Limiting and Budgets
+
+Set up rate limits and budgets in your `config.yaml`:
+
+```yaml showLineNumbers title="config.yaml"
+general_settings:
+  master_key: sk-1234567890
+
+litellm_settings:
+  # Set max budget per user
+  max_budget: 100.0
+  
+  # Set rate limits
+  rate_limit: 100  # requests per minute
+```
+
+### Request Logging
+
+All requests from Cursor will be logged by LiteLLM Proxy. You can:
+- View logs in the LiteLLM Admin UI
+- Export logs to your preferred logging service
+- Track costs per user/team
+
+## Troubleshooting
+
+### Cursor shows no output
+
+- **Check base URL**: Ensure it uses HTTPS and includes `/cursor` (e.g., `https://your-proxy-domain.com/cursor`, not `http://` or without `/cursor`)
+- **Verify HTTPS**: Cursor requires HTTPS - HTTP connections will not work
+- **Check API key**: Verify your LiteLLM Proxy API key is correct
+- **Check proxy logs**: Look for errors in the LiteLLM Proxy logs
+
+### Requests failing
+
+- **Verify HTTPS is enabled**: Cursor requires HTTPS connections. Ensure your LiteLLM Proxy is accessible via HTTPS with a valid SSL certificate
+- **Verify proxy is running**: Check that LiteLLM Proxy is accessible at your HTTPS base URL
+- **Check SSL certificate**: Ensure your SSL certificate is valid and not expired
+- **Check model configuration**: Ensure the model you're trying to use is configured in `config.yaml`
+- **Check API keys**: Verify provider API keys are set correctly in environment variables
+
+### HTTP not working
+
+If you're trying to use HTTP (`http://`) and it's not working:
+- **This is expected**: Cursor IDE requires HTTPS connections
+- **Solution**: Deploy your LiteLLM Proxy with HTTPS enabled (use a reverse proxy like nginx, or deploy to a cloud service that provides HTTPS)
+
+### Streaming not working
+
+The `/cursor/chat/completions` endpoint automatically handles streaming. If streaming isn't working:
+- Check that your model supports streaming
+- Verify the proxy logs for any transformation errors
+- Ensure Cursor IDE is up to date
+
+## Related Documentation
+
+- [Cursor Endpoint Documentation](/docs/proxy/cursor) - Detailed endpoint documentation
+- [LiteLLM Proxy Setup](/docs/proxy/quick_start) - General proxy setup guide
+- [Model Configuration](/docs/proxy/configs) - How to configure models
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index a2f1339f1e3..0481e646f9e 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -105,6 +105,7 @@ const sidebars = {
       items: [
         "tutorials/claude_responses_api",
         "tutorials/cost_tracking_coding",
+        "tutorials/cursor_integration",
         "tutorials/github_copilot_integration",
         "tutorials/litellm_gemini_cli",
         "tutorials/litellm_qwen_code_cli",
@@ -129,16 +130,6 @@ const sidebars = {
       },
       items: [
         "proxy/docker_quick_start",
-        {
-          type: "link",
-          label: "A2A Agent Gateway",
-          href: "https://docs.litellm.ai/docs/a2a",
-        },
-        {
-          type: "link",
-          label: "MCP Gateway",
-          href: "https://docs.litellm.ai/docs/mcp",
-        },
         {
           "type": "category",
           "label": "Config.yaml",
@@ -195,7 +186,6 @@ const sidebars = {
           label: "Architecture",
           items: [
             "proxy/architecture",
-            "proxy/multi_tenant_architecture",
             "proxy/control_plane_and_data_plane",
             "proxy/db_deadlocks",
             "proxy/db_info",
@@ -327,14 +317,6 @@ const sidebars = {
         slug: "/supported_endpoints",
       },
       items: [
-        {
-          type: "category",
-          label: "/a2a - A2A Agent Gateway",
-          items: [
-            "a2a",
-            "a2a_agent_permissions",
-          ],
-        },
         "assistants",
         {
           type: "category",
@@ -448,7 +430,6 @@ const sidebars = {
         "realtime",
         "rerank",
         "response_api",
-        "proxy/cursor",
         {
           type: "category",
           label: "/search",
@@ -491,11 +472,6 @@ const sidebars = {
           id: "provider_registration/index",
           label: "Integrate as a Model Provider",
         },
-        {
-          type: "doc",
-          id: "contributing/adding_openai_compatible_providers",
-          label: "Add OpenAI-Compatible Provider (JSON)",
-        },
         {
           type: "doc",
           id: "provider_registration/add_model_pricing",
@@ -820,7 +796,6 @@ const sidebars = {
           type: "category",
           label: "Adding Providers",
           items: [
-            "contributing/adding_openai_compatible_providers",
             "adding_provider/directory_structure",
             "adding_provider/new_rerank_provider",
           ]

From 37bfe65bdd897d415674133123f3d78347d95b42 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Thu, 4 Dec 2025 23:05:00 -0800
Subject: [PATCH 059/178] Adding screenshot to debug

---
 .../e2e_ui_tests/view_internal_user.spec.ts                     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
index 853b2155b8d..8be5ff0c540 100644
--- a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
@@ -40,7 +40,7 @@ test("view internal user page", async ({ page }) => {
   expect(rowCount).toBeGreaterThan(0);
 
   const userIdHeader = page.locator("th", { hasText: "User ID" });
-  page.screenshot({ path: "user_id_header.png" });
+  page.screenshot({ path: "test-results/user_id_header.png" });
   await expect(userIdHeader).toBeVisible();
 
   // test pagination

From 3d6b7f0d3d9f5264a61f34ba05f38f83934d871c Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 14:27:37 +0530
Subject: [PATCH 060/178] Add background health checks to db

---
 .../health_endpoints/_health_endpoints.py     | 205 ++++++++++
 litellm/proxy/proxy_server.py                 |  30 +-
 litellm/proxy/utils.py                        |  12 +-
 .../proxy/test_health_check_functions.py      | 387 +++++++++++++++++-
 4 files changed, 627 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 2226e190901..5e4784d709e 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -397,6 +397,211 @@ async def _save_health_check_to_db(
         # Continue execution - don't let database save failure break health checks
 
 
+def _build_model_param_to_info_mapping(model_list: list) -> dict:
+    """
+    Build a mapping from model parameter to model info (model_name, model_id).
+    
+    Multiple models might share the same model parameter, so we use a list.
+    
+    Args:
+        model_list: List of model configurations
+        
+    Returns:
+        Dictionary mapping model parameter to list of model info dicts
+    """
+    model_param_to_info = {}
+    for model in model_list:
+        model_info = model.get("model_info", {})
+        model_name = model.get("model_name")
+        model_id = model_info.get("id")
+        litellm_params = model.get("litellm_params", {})
+        model_param = litellm_params.get("model")
+        
+        if model_param and model_name:
+            if model_param not in model_param_to_info:
+                model_param_to_info[model_param] = []
+            model_param_to_info[model_param].append({
+                "model_name": model_name,
+                "model_id": model_id,
+            })
+    return model_param_to_info
+
+
+def _aggregate_health_check_results(
+    model_param_to_info: dict,
+    healthy_endpoints: list,
+    unhealthy_endpoints: list,
+) -> dict:
+    """
+    Aggregate health check results per unique model.
+    
+    Uses (model_id, model_name) as key, or (None, model_name) if model_id is None.
+    
+    Args:
+        model_param_to_info: Mapping from model parameter to model info
+        healthy_endpoints: List of healthy endpoint results
+        unhealthy_endpoints: List of unhealthy endpoint results
+        
+    Returns:
+        Dictionary mapping (model_id, model_name) to aggregated health check results
+    """
+    model_results = {}
+    
+    # Process healthy endpoints
+    for endpoint in healthy_endpoints:
+        model_param = endpoint.get("model")
+        if model_param and model_param in model_param_to_info:
+            for model_info in model_param_to_info[model_param]:
+                key = (model_info["model_id"], model_info["model_name"])
+                if key not in model_results:
+                    model_results[key] = {
+                        "model_name": model_info["model_name"],
+                        "model_id": model_info["model_id"],
+                        "healthy_count": 0,
+                        "unhealthy_count": 0,
+                        "error_message": None,
+                    }
+                model_results[key]["healthy_count"] += 1
+    
+    # Process unhealthy endpoints
+    for endpoint in unhealthy_endpoints:
+        model_param = endpoint.get("model")
+        error_message = endpoint.get("error")
+        if model_param and model_param in model_param_to_info:
+            for model_info in model_param_to_info[model_param]:
+                key = (model_info["model_id"], model_info["model_name"])
+                if key not in model_results:
+                    model_results[key] = {
+                        "model_name": model_info["model_name"],
+                        "model_id": model_info["model_id"],
+                        "healthy_count": 0,
+                        "unhealthy_count": 0,
+                        "error_message": None,
+                    }
+                model_results[key]["unhealthy_count"] += 1
+                # Use the first error message encountered
+                if not model_results[key]["error_message"] and error_message:
+                    model_results[key]["error_message"] = str(error_message)[:500]
+    
+    return model_results
+
+
+async def _save_health_check_results_if_changed(
+    prisma_client,
+    model_results: dict,
+    latest_checks_map: dict,
+    start_time: float,
+    checked_by: Optional[str] = None,
+):
+    """
+    Save health check results to database, but only if status changed or >1 hour since last save.
+    
+    OPTIMIZATION: Only saves to database if the status has changed from the last saved check.
+    This dramatically reduces database writes when health status remains stable.
+    
+    - Stable systems: ~1 write/hour per model (instead of 12 writes/hour with 5-min intervals)
+    - Status changes: Immediate write (no delay)
+    - Result: ~92% reduction in DB writes for stable systems, while maintaining real-time updates on changes
+    
+    Args:
+        prisma_client: Database client
+        model_results: Dictionary of aggregated health check results per model
+        latest_checks_map: Dictionary mapping model_id/model_name to latest health check
+        start_time: Start time of health check for calculating response time
+        checked_by: Identifier for who/what performed the check
+    """
+    for result in model_results.values():
+        new_status = "healthy" if result["healthy_count"] > 0 else "unhealthy"
+        
+        # Check if we should save this result
+        should_save = True
+        lookup_key = result["model_id"] if result["model_id"] else result["model_name"]
+        if lookup_key in latest_checks_map:
+            last_check = latest_checks_map[lookup_key]
+            # Only save if status changed or if it's been a while since last check
+            if last_check.status == new_status:
+                # Check if last check was recent (within 1 hour)
+                if last_check.checked_at:
+                    from datetime import datetime, timezone
+                    time_since_last_check = (
+                        datetime.now(timezone.utc) - last_check.checked_at
+                    ).total_seconds()
+                    # Only skip if status unchanged AND checked recently (within 1 hour)
+                    # This ensures we still get periodic updates even if status is stable
+                    if time_since_last_check < 3600:  # 1 hour threshold
+                        should_save = False
+        
+        if should_save:
+            asyncio.create_task(
+                prisma_client.save_health_check_result(
+                    model_name=result["model_name"],
+                    model_id=result["model_id"],
+                    status=new_status,
+                    healthy_count=result["healthy_count"],
+                    unhealthy_count=result["unhealthy_count"],
+                    error_message=result["error_message"],
+                    response_time_ms=(time.time() - start_time) * 1000,
+                    details=None,
+                    checked_by=checked_by,
+                )
+            )
+
+
+async def _save_background_health_checks_to_db(
+    prisma_client,
+    model_list: list,
+    healthy_endpoints: list,
+    unhealthy_endpoints: list,
+    start_time: float,
+    checked_by: Optional[str] = None,
+):
+    """
+    Save background health check results to database for each model.
+    
+    Maps health check endpoints back to their original models to get model_name and model_id.
+    Aggregates results per unique model (by model_id if available, otherwise model_name).
+    
+    OPTIMIZATION: Only saves to database if the status has changed from the last saved check.
+    This dramatically reduces database writes when health status remains stable.
+    """
+    if prisma_client is None:
+        return
+    
+    try:
+        # Step 1: Build mapping from model parameter to model info
+        model_param_to_info = _build_model_param_to_info_mapping(model_list)
+        
+        # Step 2: Aggregate health check results per unique model
+        model_results = _aggregate_health_check_results(
+            model_param_to_info,
+            healthy_endpoints,
+            unhealthy_endpoints,
+        )
+        
+        # Step 3: Get latest health checks for all models in one query to compare status
+        latest_checks = await prisma_client.get_all_latest_health_checks()
+        latest_checks_map = {}
+        for check in latest_checks:
+            # Use model_id as primary key, fallback to model_name
+            key = check.model_id if check.model_id else check.model_name
+            if key not in latest_checks_map:
+                latest_checks_map[key] = check
+        
+        # Step 4: Save aggregated results, but only if status changed
+        await _save_health_check_results_if_changed(
+            prisma_client,
+            model_results,
+            latest_checks_map,
+            start_time,
+            checked_by,
+        )
+    except Exception as db_error:
+        verbose_proxy_logger.warning(
+            f"Failed to save background health checks to database: {db_error}"
+        )
+        # Continue execution - don't let database save failure break health checks
+
+
 async def _perform_health_check_and_save(
     model_list,
     target_model,
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index e1d5a90dc79..fe8e94d7747 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1578,7 +1578,7 @@ async def _run_background_health_check():
     Update health_check_results, based on this.
     Uses shared health check state when Redis is available to coordinate across pods.
     """
-    global health_check_results, llm_model_list, health_check_interval, health_check_details, use_shared_health_check, redis_usage_cache
+    global health_check_results, llm_model_list, health_check_interval, health_check_details, use_shared_health_check, redis_usage_cache, prisma_client
 
     if (
         health_check_interval is None
@@ -1645,6 +1645,34 @@ async def _run_background_health_check():
         health_check_results["healthy_count"] = len(healthy_endpoints)
         health_check_results["unhealthy_count"] = len(unhealthy_endpoints)
 
+        # Save background health checks to database (non-blocking)
+        if prisma_client is not None:
+            import time as time_module
+
+            from litellm.proxy.health_endpoints._health_endpoints import (
+                _save_background_health_checks_to_db,
+            )
+
+            # Use pod_id or a system identifier for checked_by if shared health check is enabled
+            checked_by = None
+            if shared_health_manager is not None:
+                checked_by = shared_health_manager.pod_id
+            else:
+                # Use a system identifier for background health checks
+                checked_by = "background_health_check"
+            
+            start_time = time_module.time()
+            asyncio.create_task(
+                _save_background_health_checks_to_db(
+                    prisma_client,
+                    _llm_model_list,
+                    healthy_endpoints,
+                    unhealthy_endpoints,
+                    start_time,
+                    checked_by=checked_by,
+                )
+            )
+
         await asyncio.sleep(health_check_interval)
 
 
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index aca9bd96eb9..7f23345d26e 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -3094,8 +3094,16 @@ class PrismaClient:
             # Group by model_name and get the latest for each
             latest_checks = {}
             for check in all_checks:
-                if check.model_name not in latest_checks:
-                    latest_checks[check.model_name] = check
+                # Create a unique key: prefer model_id if available, otherwise use model_name
+                # This ensures we get the latest check for each unique model
+                if check.model_id:
+                    key = (check.model_id, check.model_name)
+                else:
+                    key = (None, check.model_name)
+                
+                # Only add if we haven't seen this key yet (since checks are ordered by checked_at desc)
+                if key not in latest_checks:
+                    latest_checks[key] = check
 
             return list(latest_checks.values())
         except Exception as e:
diff --git a/tests/test_litellm/proxy/test_health_check_functions.py b/tests/test_litellm/proxy/test_health_check_functions.py
index 4f014ce1bee..ccae9fb5425 100644
--- a/tests/test_litellm/proxy/test_health_check_functions.py
+++ b/tests/test_litellm/proxy/test_health_check_functions.py
@@ -1,13 +1,22 @@
 import asyncio
-import pytest
-from unittest.mock import AsyncMock, MagicMock
-import sys
 import os
+import sys
+import time
+from datetime import datetime, timedelta, timezone
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
 
 sys.path.insert(0, os.path.abspath("../../.."))
 
+from litellm.proxy.health_endpoints._health_endpoints import (
+    _aggregate_health_check_results,
+    _build_model_param_to_info_mapping,
+    _save_background_health_checks_to_db,
+    _save_health_check_results_if_changed,
+    _save_health_check_to_db,
+)
 from litellm.proxy.utils import PrismaClient
-from litellm.proxy.health_endpoints._health_endpoints import _save_health_check_to_db
 
 
 @pytest.fixture
@@ -87,5 +96,375 @@ async def test_save_health_check_to_db_no_client():
     assert result is None
 
 
+# Tests for background health check functions
+
+def test_build_model_param_to_info_mapping():
+    """Test building model parameter to info mapping"""
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "model_info": {"id": "model-123"},
+            "litellm_params": {"model": "gpt-3.5-turbo"},
+        },
+        {
+            "model_name": "gpt-4",
+            "model_info": {"id": "model-456"},
+            "litellm_params": {"model": "gpt-4"},
+        },
+        {
+            "model_name": "gpt-3.5-turbo-alias",
+            "model_info": {"id": "model-789"},
+            "litellm_params": {"model": "gpt-3.5-turbo"},  # Same model param
+        },
+    ]
+    
+    result = _build_model_param_to_info_mapping(model_list)
+    
+    assert "gpt-3.5-turbo" in result
+    assert "gpt-4" in result
+    assert len(result["gpt-3.5-turbo"]) == 2  # Two models share same param
+    assert len(result["gpt-4"]) == 1
+    assert result["gpt-3.5-turbo"][0]["model_name"] == "gpt-3.5-turbo"
+    assert result["gpt-3.5-turbo"][0]["model_id"] == "model-123"
+    assert result["gpt-3.5-turbo"][1]["model_name"] == "gpt-3.5-turbo-alias"
+    assert result["gpt-3.5-turbo"][1]["model_id"] == "model-789"
+
+
+def test_build_model_param_to_info_mapping_no_model_name():
+    """Test mapping skips models without model_name"""
+    model_list = [
+        {
+            "model_info": {"id": "model-123"},
+            "litellm_params": {"model": "gpt-3.5-turbo"},
+        },
+    ]
+    
+    result = _build_model_param_to_info_mapping(model_list)
+    assert len(result) == 0
+
+
+def test_aggregate_health_check_results():
+    """Test aggregating health check results per model"""
+    model_param_to_info = {
+        "gpt-3.5-turbo": [
+            {"model_name": "gpt-3.5-turbo", "model_id": "model-123"},
+        ],
+        "gpt-4": [
+            {"model_name": "gpt-4", "model_id": "model-456"},
+        ],
+    }
+    
+    healthy_endpoints = [
+        {"model": "gpt-3.5-turbo"},
+    ]
+    unhealthy_endpoints = [
+        {"model": "gpt-4", "error": "Rate limit exceeded"},
+    ]
+    
+    result = _aggregate_health_check_results(
+        model_param_to_info, healthy_endpoints, unhealthy_endpoints
+    )
+    
+    # Check gpt-3.5-turbo is healthy
+    gpt35_key = ("model-123", "gpt-3.5-turbo")
+    assert gpt35_key in result
+    assert result[gpt35_key]["healthy_count"] == 1
+    assert result[gpt35_key]["unhealthy_count"] == 0
+    assert result[gpt35_key]["error_message"] is None
+    
+    # Check gpt-4 is unhealthy
+    gpt4_key = ("model-456", "gpt-4")
+    assert gpt4_key in result
+    assert result[gpt4_key]["healthy_count"] == 0
+    assert result[gpt4_key]["unhealthy_count"] == 1
+    assert "Rate limit" in result[gpt4_key]["error_message"]
+
+
+def test_aggregate_health_check_results_multiple_endpoints():
+    """Test aggregation with multiple endpoints for same model"""
+    model_param_to_info = {
+        "gpt-3.5-turbo": [
+            {"model_name": "gpt-3.5-turbo", "model_id": "model-123"},
+        ],
+    }
+    
+    healthy_endpoints = [
+        {"model": "gpt-3.5-turbo"},
+        {"model": "gpt-3.5-turbo"},
+    ]
+    unhealthy_endpoints = []
+    
+    result = _aggregate_health_check_results(
+        model_param_to_info, healthy_endpoints, unhealthy_endpoints
+    )
+    
+    key = ("model-123", "gpt-3.5-turbo")
+    assert result[key]["healthy_count"] == 2
+    assert result[key]["unhealthy_count"] == 0
+
+
+@pytest.mark.asyncio
+async def test_save_health_check_results_if_changed_status_changed():
+    """Test saving when status changes"""
+    mock_prisma = MagicMock()
+    mock_prisma.save_health_check_result = AsyncMock()
+    
+    model_results = {
+        ("model-123", "gpt-3.5-turbo"): {
+            "model_name": "gpt-3.5-turbo",
+            "model_id": "model-123",
+            "healthy_count": 1,
+            "unhealthy_count": 0,
+            "error_message": None,
+        },
+    }
+    
+    # Latest check shows unhealthy, new result is healthy (status changed)
+    latest_checks_map = {
+        "model-123": MagicMock(
+            status="unhealthy",
+            checked_at=datetime.now(timezone.utc) - timedelta(minutes=5),
+        ),
+    }
+    
+    start_time = 1234567890.0
+    await _save_health_check_results_if_changed(
+        mock_prisma, model_results, latest_checks_map, start_time, "background_health_check"
+    )
+    
+    # Should save because status changed
+    mock_prisma.save_health_check_result.assert_called_once()
+    call_kwargs = mock_prisma.save_health_check_result.call_args[1]
+    assert call_kwargs["status"] == "healthy"
+    assert call_kwargs["model_name"] == "gpt-3.5-turbo"
+    assert call_kwargs["checked_by"] == "background_health_check"
+
+
+@pytest.mark.asyncio
+async def test_save_health_check_results_if_changed_status_unchanged_recent():
+    """Test skipping save when status unchanged and checked recently"""
+    mock_prisma = MagicMock()
+    mock_prisma.save_health_check_result = AsyncMock()
+    
+    model_results = {
+        ("model-123", "gpt-3.5-turbo"): {
+            "model_name": "gpt-3.5-turbo",
+            "model_id": "model-123",
+            "healthy_count": 1,
+            "unhealthy_count": 0,
+            "error_message": None,
+        },
+    }
+    
+    # Latest check shows healthy, new result is healthy (status unchanged)
+    # And checked recently (within 1 hour)
+    latest_checks_map = {
+        "model-123": MagicMock(
+            status="healthy",
+            checked_at=datetime.now(timezone.utc) - timedelta(minutes=30),
+        ),
+    }
+    
+    start_time = 1234567890.0
+    await _save_health_check_results_if_changed(
+        mock_prisma, model_results, latest_checks_map, start_time, "background_health_check"
+    )
+    
+    # Should NOT save because status unchanged and checked recently
+    mock_prisma.save_health_check_result.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_save_health_check_results_if_changed_status_unchanged_old():
+    """Test saving when status unchanged but last check is old (>1 hour)"""
+    mock_prisma = MagicMock()
+    mock_prisma.save_health_check_result = AsyncMock()
+    
+    model_results = {
+        ("model-123", "gpt-3.5-turbo"): {
+            "model_name": "gpt-3.5-turbo",
+            "model_id": "model-123",
+            "healthy_count": 1,
+            "unhealthy_count": 0,
+            "error_message": None,
+        },
+    }
+    
+    # Latest check shows healthy, new result is healthy (status unchanged)
+    # But checked >1 hour ago
+    latest_checks_map = {
+        "model-123": MagicMock(
+            status="healthy",
+            checked_at=datetime.now(timezone.utc) - timedelta(hours=2),
+        ),
+    }
+    
+    start_time = 1234567890.0
+    await _save_health_check_results_if_changed(
+        mock_prisma, model_results, latest_checks_map, start_time, "background_health_check"
+    )
+    
+    # Should save because last check is old (>1 hour)
+    mock_prisma.save_health_check_result.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_save_health_check_results_if_changed_no_previous_check():
+    """Test saving when there's no previous check"""
+    mock_prisma = MagicMock()
+    mock_prisma.save_health_check_result = AsyncMock()
+    
+    model_results = {
+        ("model-123", "gpt-3.5-turbo"): {
+            "model_name": "gpt-3.5-turbo",
+            "model_id": "model-123",
+            "healthy_count": 1,
+            "unhealthy_count": 0,
+            "error_message": None,
+        },
+    }
+    
+    # No previous check
+    latest_checks_map = {}
+    
+    start_time = 1234567890.0
+    await _save_health_check_results_if_changed(
+        mock_prisma, model_results, latest_checks_map, start_time, "background_health_check"
+    )
+    
+    # Should save because no previous check
+    mock_prisma.save_health_check_result.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_save_background_health_checks_to_db():
+    """Test the main background health check save function"""
+    mock_prisma = MagicMock()
+    mock_prisma.save_health_check_result = AsyncMock()
+    mock_prisma.get_all_latest_health_checks = AsyncMock(return_value=[])
+    
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "model_info": {"id": "model-123"},
+            "litellm_params": {"model": "gpt-3.5-turbo"},
+        },
+    ]
+    
+    healthy_endpoints = [{"model": "gpt-3.5-turbo"}]
+    unhealthy_endpoints = []
+    
+    start_time = 1234567890.0
+    
+    await _save_background_health_checks_to_db(
+        mock_prisma, model_list, healthy_endpoints, unhealthy_endpoints, start_time, "background_health_check"
+    )
+    
+    # Should call get_all_latest_health_checks and save_health_check_result
+    mock_prisma.get_all_latest_health_checks.assert_called_once()
+    mock_prisma.save_health_check_result.assert_called_once()
+    
+    call_kwargs = mock_prisma.save_health_check_result.call_args[1]
+    assert call_kwargs["model_name"] == "gpt-3.5-turbo"
+    assert call_kwargs["model_id"] == "model-123"
+    assert call_kwargs["status"] == "healthy"
+    assert call_kwargs["checked_by"] == "background_health_check"
+
+
+@pytest.mark.asyncio
+async def test_save_background_health_checks_to_db_no_prisma():
+    """Test graceful handling when no prisma client"""
+    result = await _save_background_health_checks_to_db(
+        None, [], [], [], 0.0, "background_health_check"
+    )
+    assert result is None
+
+
+@pytest.mark.asyncio
+async def test_save_background_health_checks_to_db_exception_handling():
+    """Test exception handling in background health check save"""
+    mock_prisma = MagicMock()
+    mock_prisma.get_all_latest_health_checks = AsyncMock(side_effect=Exception("DB Error"))
+    
+    model_list = [
+        {
+            "model_name": "gpt-3.5-turbo",
+            "model_info": {"id": "model-123"},
+            "litellm_params": {"model": "gpt-3.5-turbo"},
+        },
+    ]
+    
+    # Should not raise exception, should handle gracefully
+    await _save_background_health_checks_to_db(
+        mock_prisma, model_list, [], [], 0.0, "background_health_check"
+    )
+    
+    # Function should complete without raising
+
+
+@pytest.mark.asyncio
+async def test_get_all_latest_health_checks_with_model_id(mock_prisma):
+    """Test get_all_latest_health_checks properly groups by model_id"""
+    # Create mock checks with same model_name but different model_id
+    mock_check1 = MagicMock()
+    mock_check1.model_id = "model-123"
+    mock_check1.model_name = "gpt-3.5-turbo"
+    mock_check1.checked_at = datetime.now(timezone.utc) - timedelta(minutes=10)
+    
+    mock_check2 = MagicMock()
+    mock_check2.model_id = "model-456"
+    mock_check2.model_name = "gpt-3.5-turbo"
+    mock_check2.checked_at = datetime.now(timezone.utc) - timedelta(minutes=5)
+    
+    mock_check3 = MagicMock()
+    mock_check3.model_id = "model-123"
+    mock_check3.model_name = "gpt-3.5-turbo"
+    mock_check3.checked_at = datetime.now(timezone.utc) - timedelta(minutes=1)  # Latest for model-123
+    
+    # Order by checked_at desc
+    mock_prisma.db.litellm_healthchecktable.find_many = AsyncMock(
+        return_value=[mock_check3, mock_check2, mock_check1]
+    )
+    
+    result = await mock_prisma.get_all_latest_health_checks()
+    
+    # Should return 2 unique models (by model_id)
+    assert len(result) == 2
+    
+    # Should have latest check for each model_id
+    model_ids = {check.model_id for check in result}
+    assert "model-123" in model_ids
+    assert "model-456" in model_ids
+    
+    # model-123 should have the latest check (1 minute ago)
+    model123_check = next(c for c in result if c.model_id == "model-123")
+    assert model123_check.checked_at == mock_check3.checked_at
+
+
+@pytest.mark.asyncio
+async def test_get_all_latest_health_checks_without_model_id(mock_prisma):
+    """Test get_all_latest_health_checks groups by model_name when model_id is None"""
+    mock_check1 = MagicMock()
+    mock_check1.model_id = None
+    mock_check1.model_name = "gpt-3.5-turbo"
+    mock_check1.checked_at = datetime.now(timezone.utc) - timedelta(minutes=10)
+    
+    mock_check2 = MagicMock()
+    mock_check2.model_id = None
+    mock_check2.model_name = "gpt-3.5-turbo"
+    mock_check2.checked_at = datetime.now(timezone.utc) - timedelta(minutes=1)  # Latest
+    
+    mock_prisma.db.litellm_healthchecktable.find_many = AsyncMock(
+        return_value=[mock_check2, mock_check1]
+    )
+    
+    result = await mock_prisma.get_all_latest_health_checks()
+    
+    # Should return 1 unique model (by model_name)
+    assert len(result) == 1
+    assert result[0].model_name == "gpt-3.5-turbo"
+    assert result[0].checked_at == mock_check2.checked_at  # Latest
+
+
 if __name__ == "__main__":
     pytest.main([__file__]) 
\ No newline at end of file

From 3046b9f1636855d27998959906339d5d3fa76da3 Mon Sep 17 00:00:00 2001
From: Colin Lin <colinlin@stripe.com>
Date: Fri, 5 Dec 2025 09:33:30 -0500
Subject: [PATCH 061/178] [stripe] opus budget thinking

---
 litellm/litellm_core_utils/prompt_templates/common_utils.py | 2 +-
 tests/litellm_utils_tests/test_utils.py                     | 5 +++++
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/litellm/litellm_core_utils/prompt_templates/common_utils.py b/litellm/litellm_core_utils/prompt_templates/common_utils.py
index c50ceeabdb2..d2c91f4a841 100644
--- a/litellm/litellm_core_utils/prompt_templates/common_utils.py
+++ b/litellm/litellm_core_utils/prompt_templates/common_utils.py
@@ -1071,7 +1071,7 @@ def _parse_content_for_reasoning(
         return None, message_text
 
     reasoning_match = re.match(
-        r"<(?:think|thinking)>(.*?)</(?:think|thinking)>(.*)", message_text, re.DOTALL
+        r"<(?:think|thinking|budget:thinking)>(.*?)</(?:think|thinking|budget:thinking)>(.*)", message_text, re.DOTALL
     )
 
     if reasoning_match:
diff --git a/tests/litellm_utils_tests/test_utils.py b/tests/litellm_utils_tests/test_utils.py
index bffcc91a7a1..ddf97aeddbc 100644
--- a/tests/litellm_utils_tests/test_utils.py
+++ b/tests/litellm_utils_tests/test_utils.py
@@ -1043,6 +1043,11 @@ def test_convert_model_response_object():
             "I am thinking here",
             "The sky is a canvas of blue",
         ),
+        (
+            "<budget:thinking>\nLet me work through this step by step.\n</budget:thinking>\n\nYou have **8 fruits** remaining.",
+            "\nLet me work through this step by step.\n",
+            "\n\nYou have **8 fruits** remaining.",
+        ),
         ("I am a regular response", None, "I am a regular response"),
     ],
 )

From 0bd144103dca575a8d39b04383525debec06d5ff Mon Sep 17 00:00:00 2001
From: Colin Lin <colinlin@stripe.com>
Date: Fri, 5 Dec 2025 10:52:45 -0500
Subject: [PATCH 062/178] [stripe] simplify opus test

---
 tests/litellm_utils_tests/test_utils.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/litellm_utils_tests/test_utils.py b/tests/litellm_utils_tests/test_utils.py
index ddf97aeddbc..c75edba8500 100644
--- a/tests/litellm_utils_tests/test_utils.py
+++ b/tests/litellm_utils_tests/test_utils.py
@@ -1044,9 +1044,9 @@ def test_convert_model_response_object():
             "The sky is a canvas of blue",
         ),
         (
-            "<budget:thinking>\nLet me work through this step by step.\n</budget:thinking>\n\nYou have **8 fruits** remaining.",
-            "\nLet me work through this step by step.\n",
-            "\n\nYou have **8 fruits** remaining.",
+            "<budget:thinking>I am thinking here</budget:thinking>The sky is a canvas of blue",
+            "I am thinking here",
+            "The sky is a canvas of blue",
         ),
         ("I am a regular response", None, "I am a regular response"),
     ],

From 0c017f376c7dc983c2ecdeeb49715dcebc04d2a7 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Fri, 5 Dec 2025 08:40:49 -0800
Subject: [PATCH 063/178] fix: code quality issues from ruff linter (#17536)

* fix: resolve code quality issues from ruff linter

- Fix duplicate imports in anthropic guardrail handler
  - Remove duplicate AllAnthropicToolsValues import
  - Remove duplicate ChatCompletionToolParam import

- Remove unused variable 'tools' in guardrail handler

- Replace print statement with proper logging in json_loader
  - Use verbose_logger.warning() instead of print()

- Remove unused imports
  - Remove _update_metadata_field from team_endpoints
  - Remove unused ChatCompletionToolCallChunk imports from transformation

- Refactor update_team function to reduce complexity (PLR0915)
  - Extract budget_duration handling into _set_budget_reset_at() helper
  - Minimal refactoring to reduce function from 51 to 50 statements

All ruff linter errors resolved. Fixes F811, F841, T201, F401, and PLR0915 errors.

* docs: add missing environment variables to documentation

Add 8 missing environment variables to the environment variables reference section:
- AIOHTTP_CONNECTOR_LIMIT_PER_HOST: Connection limit per host for aiohttp connector
- AUDIO_SPEECH_CHUNK_SIZE: Chunk size for audio speech processing
- CYBERARK_SSL_VERIFY: Flag to enable/disable SSL certificate verification for CyberArk
- LITELLM_DD_AGENT_HOST: Hostname or IP of DataDog agent for LiteLLM-specific logging
- LITELLM_DD_AGENT_PORT: Port of DataDog agent for LiteLLM-specific log intake
- WANDB_API_KEY: API key for Weights & Biases (W&B) logging integration
- WANDB_HOST: Host URL for Weights & Biases (W&B) service
- WANDB_PROJECT_ID: Project ID for Weights & Biases (W&B) logging integration

Fixes test_env_keys.py test that was failing due to undocumented environment variables.
---
 docs/my-website/docs/proxy/config_settings.md  |  8 ++++++++
 .../chat/guardrail_translation/handler.py      |  3 ---
 litellm/llms/openai_like/json_loader.py        |  4 +++-
 .../management_endpoints/team_endpoints.py     | 18 ++++++++++--------
 .../transformation.py                          |  5 -----
 5 files changed, 21 insertions(+), 17 deletions(-)

diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index d4a522f055c..65b1c4afdbc 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -360,6 +360,7 @@ router_settings:
 | AISPEND_ACCOUNT_ID | Account ID for AI Spend
 | AISPEND_API_KEY | API Key for AI Spend
 | AIOHTTP_CONNECTOR_LIMIT | Connection limit for aiohttp connector. When set to 0, no limit is applied. **Default is 0**
+| AIOHTTP_CONNECTOR_LIMIT_PER_HOST | Connection limit per host for aiohttp connector. When set to 0, no limit is applied. **Default is 0**
 | AIOHTTP_KEEPALIVE_TIMEOUT | Keep-alive timeout for aiohttp connections in seconds. **Default is 120**
 | AIOHTTP_TRUST_ENV | Flag to enable aiohttp trust environment. When this is set to True, aiohttp will respect HTTP(S)_PROXY env vars. **Default is False**
 | AIOHTTP_TTL_DNS_CACHE | DNS cache time-to-live for aiohttp in seconds. **Default is 300**
@@ -379,6 +380,7 @@ router_settings:
 | ATHINA_BASE_URL | Base URL for Athina service (defaults to `https://log.athina.ai`)
 | AUTH_STRATEGY | Strategy used for authentication (e.g., OAuth, API key)
 | AUTO_REDIRECT_UI_LOGIN_TO_SSO | Flag to enable automatic redirect of UI login page to SSO when SSO is configured. Default is **true**
+| AUDIO_SPEECH_CHUNK_SIZE | Chunk size for audio speech processing. Default is 1024
 | ANTHROPIC_API_KEY | API key for Anthropic service
 | ANTHROPIC_API_BASE | Base URL for Anthropic API. Default is https://api.anthropic.com
 | AWS_ACCESS_KEY_ID | Access Key ID for AWS services
@@ -441,6 +443,7 @@ router_settings:
 | CYBERARK_CLIENT_CERT | Path to client certificate for CyberArk authentication
 | CYBERARK_CLIENT_KEY | Path to client key for CyberArk authentication
 | CYBERARK_USERNAME | Username for CyberArk authentication
+| CYBERARK_SSL_VERIFY | Flag to enable or disable SSL certificate verification for CyberArk. Default is True
 | CONFIDENT_API_KEY | API key for DeepEval integration
 | CUSTOM_TIKTOKEN_CACHE_DIR | Custom directory for Tiktoken cache
 | CONFIDENT_API_KEY | API key for Confident AI (Deepeval) Logging service
@@ -655,6 +658,8 @@ router_settings:
 | LITERAL_API_URL | API URL for Literal service
 | LITERAL_BATCH_SIZE | Batch size for Literal operations
 | LITELLM_ANTHROPIC_DISABLE_URL_SUFFIX | Disable automatic URL suffix appending for Anthropic API base URLs. When set to `true`, prevents LiteLLM from automatically adding `/v1/messages` or `/v1/complete` to custom Anthropic API endpoints
+| LITELLM_DD_AGENT_HOST | Hostname or IP of DataDog agent for LiteLLM-specific logging. When set, logs are sent to agent instead of direct API
+| LITELLM_DD_AGENT_PORT | Port of DataDog agent for LiteLLM-specific log intake. Default is 10518
 | LITELLM_DONT_SHOW_FEEDBACK_BOX | Flag to hide feedback box in LiteLLM UI
 | LITELLM_DROP_PARAMS | Parameters to drop in LiteLLM requests
 | LITELLM_MODIFY_PARAMS | Parameters to modify in LiteLLM requests
@@ -841,6 +846,9 @@ router_settings:
 | UPSTREAM_LANGFUSE_SECRET_KEY | Secret key for upstream Langfuse authentication
 | USE_AWS_KMS | Flag to enable AWS Key Management Service for encryption
 | USE_PRISMA_MIGRATE | Flag to use prisma migrate instead of prisma db push. Recommended for production environments.
+| WANDB_API_KEY | API key for Weights & Biases (W&B) logging integration
+| WANDB_HOST | Host URL for Weights & Biases (W&B) service
+| WANDB_PROJECT_ID | Project ID for Weights & Biases (W&B) logging integration
 | WEBHOOK_URL | URL for receiving webhooks from external services
 | SPEND_LOG_RUN_LOOPS | Constant for setting how many runs of 1000 batch deletes should spend_log_cleanup task run
 | SPEND_LOG_CLEANUP_BATCH_SIZE | Number of logs deleted per batch during cleanup. Default is 1000
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index e1af433f23f..b1c4b1484da 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -26,8 +26,6 @@ from litellm.types.llms.anthropic import (
     AllAnthropicToolsValues,
     AnthropicMessagesRequest,
 )
-from litellm.types.llms.openai import ChatCompletionToolParam
-from litellm.types.llms.anthropic import AllAnthropicToolsValues
 from litellm.types.llms.openai import (
     ChatCompletionToolCallChunk,
     ChatCompletionToolParam,
@@ -66,7 +64,6 @@ class AnthropicMessagesHandler(BaseTranslation):
         Process input messages by applying guardrails to text content.
         """
         messages = data.get("messages")
-        tools = data.get("tools", None)
         if messages is None:
             return data
 
diff --git a/litellm/llms/openai_like/json_loader.py b/litellm/llms/openai_like/json_loader.py
index 35c0f1a30c3..f516d39662e 100644
--- a/litellm/llms/openai_like/json_loader.py
+++ b/litellm/llms/openai_like/json_loader.py
@@ -6,6 +6,8 @@ import json
 from pathlib import Path
 from typing import Dict, Optional
 
+from litellm._logging import verbose_logger
+
 
 class SimpleProviderConfig:
     """Simple data class for JSON provider config"""
@@ -49,7 +51,7 @@ class JSONProviderRegistry:
 
             cls._loaded = True
         except Exception as e:
-            print(f"Warning: Failed to load JSON provider configs: {e}")
+            verbose_logger.warning(f"Warning: Failed to load JSON provider configs: {e}")
             cls._loaded = True
 
     @classmethod
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index ba10d250417..4b62e490a82 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -68,7 +68,6 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.management_endpoints.common_utils import (
     _is_user_team_admin,
     _set_object_metadata_field,
-    _update_metadata_field,
     _update_metadata_fields,
     _upsert_budget_and_membership,
     _user_has_admin_view,
@@ -1320,13 +1319,7 @@ async def update_team(
         updated_kv = data.json(exclude_unset=True)
 
         # Check budget_duration and budget_reset_at
-        if data.budget_duration is not None:
-            from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time
-
-            reset_at = get_budget_reset_time(budget_duration=data.budget_duration)
-
-            # set the budget_reset_at in DB
-            updated_kv["budget_reset_at"] = reset_at
+        _set_budget_reset_at(data, updated_kv)
 
         if TeamMemberBudgetHandler.should_create_budget(
             team_member_budget=data.team_member_budget,
@@ -1405,6 +1398,15 @@ async def update_team(
         raise handle_exception_on_proxy(e)
 
 
+def _set_budget_reset_at(data: UpdateTeamRequest, updated_kv: dict) -> None:
+    """Set budget_reset_at in updated_kv if budget_duration is provided."""
+    if data.budget_duration is not None:
+        from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time
+
+        reset_at = get_budget_reset_time(budget_duration=data.budget_duration)
+        updated_kv["budget_reset_at"] = reset_at
+
+
 async def handle_update_object_permission(
     data_json: dict, existing_team_row: LiteLLM_TeamTable
 ) -> dict:
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 0446031d7d6..aa3dcbecfef 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -713,11 +713,6 @@ class LiteLLMCompletionResponsesConfig:
         Returns:
             Dictionary in ChatCompletionToolCallChunk format
         """
-        from litellm.types.llms.openai import (
-            ChatCompletionToolCallChunk,
-            ChatCompletionToolCallFunctionChunk,
-        )
-
         # Extract provider_specific_fields if present
         provider_specific_fields = getattr(
             tool_call_item, "provider_specific_fields", None

From 96122a8b5ade22d5c6b1e6e15ca8ea12006d4c37 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Fri, 5 Dec 2025 08:45:02 -0800
Subject: [PATCH 064/178] Fix Presidio guardrail test TypeError and license
 base64 decoding error (#17538)

Fixed two issues:

1. Presidio guardrail test TypeError:
   - Issue: test_presidio_apply_guardrail() was calling apply_guardrail() with
     incorrect arguments (text=, language=) instead of the correct signature
     (inputs=, request_data=, input_type=)
   - Fix: Updated test to use correct method signature:
     - Changed from: apply_guardrail(text=..., language=...)
     - Changed to: apply_guardrail(inputs={'texts': [...]}, request_data={}, input_type='request')
   - Also updated assertions to extract text from response['texts'][0]

2. License verification base64 decoding error:
   - Issue: verify_license_without_api_request() was failing with
     'Invalid base64-encoded string: number of data characters (185) cannot be
     1 more than a multiple of 4' when license keys lacked proper base64 padding
   - Root cause: Base64 strings must be a multiple of 4 characters. Some license
     keys were missing padding characters (=) needed for proper decoding
   - Fix: Added automatic padding before base64 decoding:
     - Calculate padding needed: len(license_key) % 4
     - Add '=' characters to make length a multiple of 4
     - This makes license verification robust to keys with or without padding

Both fixes ensure the code handles edge cases properly and tests use correct APIs.
---
 litellm/proxy/auth/litellm_license.py       |  7 ++++++-
 tests/guardrails_tests/test_presidio_pii.py | 16 ++++++++++------
 2 files changed, 16 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/litellm_license.py b/litellm/proxy/auth/litellm_license.py
index 80e08bde52c..6a8df823bc8 100644
--- a/litellm/proxy/auth/litellm_license.py
+++ b/litellm/proxy/auth/litellm_license.py
@@ -162,7 +162,12 @@ class LicenseCheck:
 
             from litellm.proxy._types import EnterpriseLicenseData
 
-            # Decode the license key
+            # Decode the license key - add padding if needed for base64
+            # Base64 strings need to be a multiple of 4 characters
+            padding_needed = len(license_key) % 4
+            if padding_needed:
+                license_key += "=" * (4 - padding_needed)
+            
             decoded = base64.b64decode(license_key)
             message, signature = decoded.split(b".", 1)
 
diff --git a/tests/guardrails_tests/test_presidio_pii.py b/tests/guardrails_tests/test_presidio_pii.py
index e3f811ba7df..a1f6b7bfbbd 100644
--- a/tests/guardrails_tests/test_presidio_pii.py
+++ b/tests/guardrails_tests/test_presidio_pii.py
@@ -76,16 +76,20 @@ async def test_presidio_apply_guardrail():
         presidio_anonymizer_api_base=os.environ.get("PRESIDIO_ANONYMIZER_API_BASE")
     )
 
-
+    test_text = "My credit card number is 4111-1111-1111-1111 and my email is test@example.com"
     response = await presidio_guardrail.apply_guardrail(
-        text="My credit card number is 4111-1111-1111-1111 and my email is test@example.com",
-        language="en",
+        inputs={"texts": [test_text]},
+        request_data={},
+        input_type="request",
     )
     print("response from apply guardrail for presidio: ", response)
 
-    # assert tthe default config masks the credit card and email
-    assert "4111-1111-1111-1111" not in response
-    assert "test@example.com" not in response
+    # Extract the modified text from the response
+    modified_text = response["texts"][0] if response.get("texts") else ""
+
+    # assert the default config masks the credit card and email
+    assert "4111-1111-1111-1111" not in modified_text
+    assert "test@example.com" not in modified_text
 
 @pytest.mark.asyncio
 async def test_presidio_with_blocked_entities():

From 5f23d94b7ebb9d944c085158a4875e03fa2fd464 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 22:13:42 +0530
Subject: [PATCH 065/178] Fixed media resoltion for gemini 3

---
 litellm/llms/gemini/chat/transformation.py    | 15 ++++--
 litellm/llms/vertex_ai/common_utils.py        | 14 +++--
 .../llms/vertex_ai/gemini/transformation.py   | 51 ++++++++++--------
 litellm/types/llms/vertex_ai.py               |  4 +-
 ...test_vertex_and_google_ai_studio_gemini.py | 53 +++++++++++--------
 5 files changed, 81 insertions(+), 56 deletions(-)

diff --git a/litellm/llms/gemini/chat/transformation.py b/litellm/llms/gemini/chat/transformation.py
index c5e2d8b3dac..62897fe6ecb 100644
--- a/litellm/llms/gemini/chat/transformation.py
+++ b/litellm/llms/gemini/chat/transformation.py
@@ -114,20 +114,27 @@ class GoogleAIStudioGeminiConfig(VertexGeminiConfig):
                         img_element = element
                         _image_url: Optional[str] = None
                         format: Optional[str] = None
+                        detail: Optional[str] = None
                         if isinstance(img_element.get("image_url"), dict):
                             _image_url = img_element["image_url"].get("url")  # type: ignore
                             format = img_element["image_url"].get("format")  # type: ignore
+                            detail = img_element["image_url"].get("detail")  # type: ignore
                         else:
                             _image_url = img_element.get("image_url")  # type: ignore
                         if _image_url and "https://" in _image_url:
                             image_obj = convert_to_anthropic_image_obj(
                                 _image_url, format=format
                             )
-                            img_element["image_url"] = (  # type: ignore
-                                convert_generic_image_chunk_to_openai_image_obj(
-                                    image_obj
-                                )
+                            converted_image_url = convert_generic_image_chunk_to_openai_image_obj(
+                                image_obj
                             )
+                            if detail is not None:
+                                img_element["image_url"] = {  # type: ignore
+                                    "url": converted_image_url,
+                                    "detail": detail
+                                }
+                            else:
+                                img_element["image_url"] = converted_image_url  # type: ignore
                     elif element.get("type") == "file":
                         file_element = cast(ChatCompletionFileObject, element)
                         file_id = file_element["file"].get("file_id")
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index dc6a3170afe..b43ce619cec 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -199,18 +199,24 @@ def _get_gemini_url(
     stream: Optional[bool],
     gemini_api_key: Optional[str],
 ) -> Tuple[str, str]:
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        VertexGeminiConfig,
+    )
+    
     _gemini_model_name = "models/{}".format(model)
+    api_version = "v1alpha" if VertexGeminiConfig._is_gemini_3_or_newer(model) else "v1beta"
+    
     if mode == "chat":
         endpoint = "generateContent"
         if stream is True:
             endpoint = "streamGenerateContent"
-            url = "https://generativelanguage.googleapis.com/v1beta/{}:{}?key={}&alt=sse".format(
-                _gemini_model_name, endpoint, gemini_api_key
+            url = "https://generativelanguage.googleapis.com/{}/{}:{}?key={}&alt=sse".format(
+                api_version, _gemini_model_name, endpoint, gemini_api_key
             )
         else:
             url = (
-                "https://generativelanguage.googleapis.com/v1beta/{}:{}?key={}".format(
-                    _gemini_model_name, endpoint, gemini_api_key
+                "https://generativelanguage.googleapis.com/{}/{}:{}?key={}".format(
+                    api_version, _gemini_model_name, endpoint, gemini_api_key
                 )
             )
     elif mode == "embedding":
diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index 58f6817cbcc..fff9db69475 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -5,7 +5,7 @@ Why separate file? Make it easy to see how transformation works
 """
 
 import os
-from typing import TYPE_CHECKING, List, Literal, Optional, Tuple, Union, cast
+from typing import TYPE_CHECKING, Dict, List, Literal, Optional, Tuple, Union, cast
 
 import httpx
 from pydantic import BaseModel
@@ -63,24 +63,20 @@ else:
     LiteLLMLoggingObj = Any
 
 
-def _map_openai_detail_to_media_resolution(
+def _convert_detail_to_media_resolution_enum(
     detail: Optional[str],
-) -> Optional[Literal["low", "medium", "high"]]:
-    """
-    Map OpenAI's "detail" parameter to Gemini's "media_resolution" parameter.
-    """
+) -> Optional[Dict[str, str]]:
     if detail == "low":
-        return "low"
+        return {"level": "MEDIA_RESOLUTION_LOW"}
     elif detail == "high":
-        return "high"
-    # "auto" or None means let the model decide, so we don't set media_resolution
+        return {"level": "MEDIA_RESOLUTION_HIGH"}
     return None
 
 
 def _process_gemini_image(
     image_url: str, 
     format: Optional[str] = None,
-    media_resolution: Optional[Literal["low", "medium", "high"]] = None,
+    media_resolution_enum: Optional[Dict[str, str]] = None,
     model: Optional[str] = None,
 ) -> PartType:
     """
@@ -105,24 +101,33 @@ def _process_gemini_image(
             else:
                 mime_type = format
             file_data = FileDataType(mime_type=mime_type, file_uri=image_url)
-
-            return PartType(file_data=file_data)
+            part: PartType = {"file_data": file_data}
+            
+            if media_resolution_enum is not None and model is not None:
+                from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
+                if VertexGeminiConfig._is_gemini_3_or_newer(model):
+                    part_dict = dict(part)
+                    part_dict["media_resolution"] = media_resolution_enum
+                    return cast(PartType, part_dict)
+            return part
         elif (
             "https://" in image_url
             and (image_type := format or _get_image_mime_type_from_url(image_url))
             is not None
         ):
             file_data = FileDataType(file_uri=image_url, mime_type=image_type)
-            return PartType(file_data=file_data)
-        elif "http://" in image_url or "https://" in image_url or "base64" in image_url:
-            # https links for unsupported mime types and base64 images
-            image = convert_to_anthropic_image_obj(image_url, format=format)
-            _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]}
-            # media_resolution on individual Part objects is exclusive to Gemini 3 models
-            if media_resolution is not None and model is not None:
+            part: PartType = {"file_data": file_data}
+            
+            if media_resolution_enum is not None and model is not None:
                 from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
                 if VertexGeminiConfig._is_gemini_3_or_newer(model):
-                    _blob["media_resolution"] = media_resolution
+                    part_dict = dict(part)
+                    part_dict["media_resolution"] = media_resolution_enum
+                    return cast(PartType, part_dict)
+            return part
+        elif "http://" in image_url or "https://" in image_url or "base64" in image_url:
+            image = convert_to_anthropic_image_obj(image_url, format=format)
+            _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]}
             
             return PartType(inline_data=cast(BlobType, _blob_dict))
         raise Exception("Invalid image received - {}".format(image_url))
@@ -230,18 +235,18 @@ def _gemini_convert_messages_with_history(  # noqa: PLR0915
                             element = cast(ChatCompletionImageObject, element)
                             img_element = element
                             format: Optional[str] = None
-                            media_resolution: Optional[Literal["low", "medium", "high"]] = None
+                            media_resolution_enum: Optional[Dict[str, str]] = None
                             if isinstance(img_element["image_url"], dict):
                                 image_url = img_element["image_url"]["url"]
                                 format = img_element["image_url"].get("format")
                                 detail = img_element["image_url"].get("detail")
-                                media_resolution = _map_openai_detail_to_media_resolution(detail)
+                                media_resolution_enum = _convert_detail_to_media_resolution_enum(detail)
                             else:
                                 image_url = img_element["image_url"]
                             _part = _process_gemini_image(
                                 image_url=image_url, 
                                 format=format,
-                                media_resolution=media_resolution,
+                                media_resolution_enum=media_resolution_enum,
                                 model=model,
                             )
                             _parts.append(_part)
diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py
index 5f00edc1ffa..e4c5360ae3b 100644
--- a/litellm/types/llms/vertex_ai.py
+++ b/litellm/types/llms/vertex_ai.py
@@ -32,7 +32,6 @@ class FileDataType(TypedDict):
 class BlobType(TypedDict, total=False):
     mime_type: Required[str]
     data: Required[str]
-    media_resolution: Literal["low", "medium", "high"]
 
 
 class PartType(TypedDict, total=False):
@@ -43,6 +42,7 @@ class PartType(TypedDict, total=False):
     function_response: FunctionResponse
     thought: bool
     thoughtSignature: str
+    media_resolution: Literal["low", "medium", "high"]
 
 
 class HttpxFunctionCall(TypedDict):
@@ -63,7 +63,6 @@ class HttpxCodeExecutionResult(TypedDict):
 class HttpxBlobType(TypedDict, total=False):
     mimeType: str
     data: str
-    mediaResolution: Literal["low", "medium", "high"]
 
 
 class HttpxPartType(TypedDict, total=False):
@@ -76,6 +75,7 @@ class HttpxPartType(TypedDict, total=False):
     codeExecutionResult: HttpxCodeExecutionResult
     thought: bool
     thoughtSignature: str
+    mediaResolution: Literal["low", "medium", "high"]
 
 
 class HttpxContentType(TypedDict, total=False):
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 92be385c04f..47e9bca0faf 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -1767,15 +1767,15 @@ def test_temperature_default_for_gemini_3():
 def test_media_resolution_from_detail_parameter():
     """Test that OpenAI's detail parameter is correctly mapped to media_resolution"""
     from litellm.llms.vertex_ai.gemini.transformation import (
+        _convert_detail_to_media_resolution_enum,
         _gemini_convert_messages_with_history,
-        _map_openai_detail_to_media_resolution,
     )
 
-    # Test detail -> media_resolution mapping
-    assert _map_openai_detail_to_media_resolution("low") == "low"
-    assert _map_openai_detail_to_media_resolution("high") == "high"
-    assert _map_openai_detail_to_media_resolution("auto") is None
-    assert _map_openai_detail_to_media_resolution(None) is None
+    # Test detail -> media_resolution enum mapping
+    assert _convert_detail_to_media_resolution_enum("low") == {"level": "MEDIA_RESOLUTION_LOW"}
+    assert _convert_detail_to_media_resolution_enum("high") == {"level": "MEDIA_RESOLUTION_HIGH"}
+    assert _convert_detail_to_media_resolution_enum("auto") is None
+    assert _convert_detail_to_media_resolution_enum(None) is None
 
     # Test with actual message transformation using base64 image
     # Using a minimal valid base64-encoded 1x1 PNG
@@ -1799,25 +1799,24 @@ def test_media_resolution_from_detail_parameter():
         messages=messages, model="gemini-3-pro-preview"
     )
     
-    # Verify media_resolution is set in the inline_data
-    # Note: Gemini adds a blank text part when there's no text, so we expect 2 parts
+    # Verify media_resolution is set at the Part level (not inside inline_data)
     assert len(contents) == 1
     assert len(contents[0]["parts"]) >= 1
     # Find the part with inline_data
     image_part = None
     for part in contents[0]["parts"]:
-        if "inline_data" in part:
+        if "inline_data" in part or "inlineData" in part:
             image_part = part
             break
     assert image_part is not None
-    assert "inline_data" in image_part
-    # The TypedDict uses snake_case internally, and we keep it as snake_case
-    assert "media_resolution" in image_part["inline_data"]
-    assert image_part["inline_data"]["media_resolution"] == "high"
+    # media_resolution should be at the Part level, not inside inline_data
+    assert "media_resolution" in image_part
+    media_res = image_part.get("media_resolution")
+    assert media_res == {"level": "MEDIA_RESOLUTION_HIGH"}
 
 
 def test_media_resolution_low_detail():
-    """Test that detail='low' maps to media_resolution='low'"""
+    """Test that detail='low' maps to media_resolution enum with MEDIA_RESOLUTION_LOW"""
     from litellm.llms.vertex_ai.gemini.transformation import (
         _gemini_convert_messages_with_history,
     )
@@ -1851,7 +1850,9 @@ def test_media_resolution_low_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    assert image_part["inline_data"]["media_resolution"] == "low"
+    # media_resolution should be at the Part level, not inside inline_data
+    assert "media_resolution" in image_part
+    assert image_part["media_resolution"] == {"level": "MEDIA_RESOLUTION_LOW"}
 
 
 def test_media_resolution_auto_detail():
@@ -1888,8 +1889,8 @@ def test_media_resolution_auto_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    # media_resolution should not be set for auto
-    assert "media_resolution" not in image_part["inline_data"] or image_part["inline_data"].get("media_resolution") is None
+    # media_resolution should not be set for auto (check Part level, not inline_data)
+    assert "media_resolution" not in image_part
 
     # Test with None
     messages_none = [
@@ -1915,8 +1916,8 @@ def test_media_resolution_auto_detail():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    # media_resolution should not be set
-    assert "media_resolution" not in image_part["inline_data"] or image_part["inline_data"].get("media_resolution") is None
+    # media_resolution should not be set (check Part level, not inline_data)
+    assert "media_resolution" not in image_part
 
 
 def test_media_resolution_per_part():
@@ -1966,16 +1967,20 @@ def test_media_resolution_per_part():
     # First image should have low resolution (first part is the image)
     image1_part = contents[0]["parts"][0]
     assert "inline_data" in image1_part
-    assert image1_part["inline_data"]["media_resolution"] == "low"
+    # media_resolution should be at the Part level, not inside inline_data
+    assert "media_resolution" in image1_part
+    assert image1_part["media_resolution"] == {"level": "MEDIA_RESOLUTION_LOW"}
     
     # Second image should have high resolution (third part is the second image)
     image2_part = contents[0]["parts"][2]
     assert "inline_data" in image2_part
-    assert image2_part["inline_data"]["media_resolution"] == "high"
+    # media_resolution should be at the Part level, not inside inline_data
+    assert "media_resolution" in image2_part
+    assert image2_part["media_resolution"] == {"level": "MEDIA_RESOLUTION_HIGH"}
 
 
 def test_media_resolution_only_for_gemini_3_models():
-    """Ensure mediaResolution is not added for non-Gemini 3 models."""
+    """Ensure media_resolution is not added for non-Gemini 3 models."""
     from litellm.llms.vertex_ai.gemini.transformation import (
         _gemini_convert_messages_with_history,
     )
@@ -2006,7 +2011,9 @@ def test_media_resolution_only_for_gemini_3_models():
             break
     assert image_part is not None
     assert "inline_data" in image_part
-    assert "mediaResolution" not in image_part["inline_data"]
+    # media_resolution should not be at the Part level for non-Gemini 3 models
+    assert "media_resolution" not in image_part
+    assert "mediaResolution" not in image_part
 
 
 def test_gemini_3_image_models_no_thinking_config():

From c1cbe6ed568a533b6397d87b51b717f0cf659a5e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 5 Dec 2025 09:36:35 -0800
Subject: [PATCH 066/178] docs: document tool calls spec

---
 .../adding_provider/generic_guardrail_api.md  | 77 +++++++++++++++++--
 1 file changed, 71 insertions(+), 6 deletions(-)

diff --git a/docs/my-website/docs/adding_provider/generic_guardrail_api.md b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
index f599d424dd2..eb42da98b18 100644
--- a/docs/my-website/docs/adding_provider/generic_guardrail_api.md
+++ b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
@@ -54,7 +54,7 @@ Implement `POST /beta/litellm_basic_guardrail_api`
 {
   "texts": ["extracted text from the request"],  // array of text strings
   "images": ["base64_encoded_image_data"],  // optional array of images
-  "tools": [  // optional array of tools (OpenAI ChatCompletionToolParam format)
+  "tools": [  // optional array of tool definitions (OpenAI ChatCompletionToolParam format)
     {
       "type": "function",
       "function": {
@@ -69,6 +69,16 @@ Implement `POST /beta/litellm_basic_guardrail_api`
       }
     }
   ],
+  "tool_calls": [  // optional array of tool calls being invoked (OpenAI ChatCompletionMessageToolCall format)
+    {
+      "id": "call_abc123",
+      "type": "function",
+      "function": {
+        "name": "get_weather",
+        "arguments": "{\"location\": \"San Francisco\"}"
+      }
+    }
+  ],
   "structured_messages": [  // optional, full messages in OpenAI format (for chat endpoints)
     {"role": "system", "content": "You are a helpful assistant"},
     {"role": "user", "content": "Hello"}
@@ -141,8 +151,8 @@ The `tools` parameter provides information about available function/tool definit
 }
 ```
 
-**Limitations:**
-- **Input only:** Tools are only passed for `input_type="request"` (pre-call guardrails). Output/response guardrails do not currently receive tool information.
+**Availability:**
+- **Input only:** Tools are only passed for `input_type="request"` (pre-call guardrails). Output/response guardrails do not currently receive tool definitions.
 - **Supported endpoints:** The `tools` parameter is supported on: `/v1/chat/completions`, `/v1/responses`, and `/v1/messages`. Other endpoints do not have tool support.
 
 **Use cases:**
@@ -151,6 +161,40 @@ The `tools` parameter provides information about available function/tool definit
 - Log tool usage for audit purposes
 - Block sensitive tools based on user context
 
+### `tool_calls` Parameter
+
+The `tool_calls` parameter contains actual function/tool invocations being made in the request or response.
+
+**Format:** OpenAI `ChatCompletionMessageToolCall` format (see [OpenAI API reference](https://platform.openai.com/docs/api-reference/chat/object#chat/object-tool_calls))
+
+**Example:**
+```json
+{
+  "id": "call_abc123",
+  "type": "function",
+  "function": {
+    "name": "get_weather",
+    "arguments": "{\"location\": \"San Francisco\", \"unit\": \"celsius\"}"
+  }
+}
+```
+
+**Key Difference from `tools`:**
+- **`tools`** = Tool definitions/schemas (what tools are *available*)
+- **`tool_calls`** = Tool invocations/executions (what tools are *being called* with what arguments)
+
+**Availability:**
+- **Both input and output:** Tool calls can be present in both `input_type="request"` (assistant messages requesting tool calls) and `input_type="response"` (LLM responses with tool calls).
+- **Supported endpoints:** The `tool_calls` parameter is supported on: `/v1/chat/completions`, `/v1/responses`, and `/v1/messages`.
+
+**Use cases:**
+- Validate tool call arguments before execution
+- Redact sensitive data from tool call arguments (e.g., PII)
+- Log tool invocations for audit/debugging
+- Block tool calls with dangerous parameters
+- Modify tool call arguments (e.g., enforce constraints, sanitize inputs)
+- Monitor tool usage patterns across users/teams
+
 ### `structured_messages` Parameter
 
 The `structured_messages` parameter provides the full input in OpenAI chat completion spec format, useful for distinguishing between system and user messages.
@@ -237,7 +281,8 @@ app = FastAPI()
 class GuardrailRequest(BaseModel):
     texts: List[str]
     images: Optional[List[str]] = None
-    tools: Optional[List[Dict[str, Any]]] = None  # OpenAI ChatCompletionToolParam format
+    tools: Optional[List[Dict[str, Any]]] = None  # OpenAI ChatCompletionToolParam format (tool definitions)
+    tool_calls: Optional[List[Dict[str, Any]]] = None  # OpenAI ChatCompletionMessageToolCall format (tool invocations)
     structured_messages: Optional[List[Dict[str, Any]]] = None  # OpenAI messages format (for chat endpoints)
     request_data: Dict[str, Any]
     input_type: str  # "request" or "response"
@@ -263,18 +308,38 @@ async def apply_guardrail(request: GuardrailRequest):
                 blocked_reason="Content contains prohibited terms"
             )
     
-    # Example: Check tools (if present in request)
+    # Example: Check tool definitions (if present in request)
     if request.tools:
         for tool in request.tools:
             if tool.get("type") == "function":
                 function_name = tool.get("function", {}).get("name", "")
-                # Block sensitive tools
+                # Block sensitive tool definitions
                 if function_name in ["delete_data", "access_admin_panel"]:
                     return GuardrailResponse(
                         action="BLOCKED",
                         blocked_reason=f"Tool '{function_name}' is not allowed"
                     )
     
+    # Example: Check tool calls (if present in request or response)
+    if request.tool_calls:
+        for tool_call in request.tool_calls:
+            if tool_call.get("type") == "function":
+                function_name = tool_call.get("function", {}).get("name", "")
+                arguments_str = tool_call.get("function", {}).get("arguments", "{}")
+                
+                # Parse arguments and validate
+                import json
+                try:
+                    arguments = json.loads(arguments_str)
+                    # Block dangerous arguments
+                    if "file_path" in arguments and ".." in str(arguments["file_path"]):
+                        return GuardrailResponse(
+                            action="BLOCKED",
+                            blocked_reason="Tool call contains path traversal attempt"
+                        )
+                except json.JSONDecodeError:
+                    pass
+    
     # Example: Check structured messages (if present in request)
     if request.structured_messages:
         for message in request.structured_messages:

From c272741d7f4ff2a7089a144aacf62aa36f239f45 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 5 Dec 2025 09:37:15 -0800
Subject: [PATCH 067/178] docs: fix strings

---
 docs/my-website/docs/adding_provider/generic_guardrail_api.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/my-website/docs/adding_provider/generic_guardrail_api.md b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
index eb42da98b18..cd2b25d125b 100644
--- a/docs/my-website/docs/adding_provider/generic_guardrail_api.md
+++ b/docs/my-website/docs/adding_provider/generic_guardrail_api.md
@@ -54,7 +54,7 @@ Implement `POST /beta/litellm_basic_guardrail_api`
 {
   "texts": ["extracted text from the request"],  // array of text strings
   "images": ["base64_encoded_image_data"],  // optional array of images
-  "tools": [  // optional array of tool definitions (OpenAI ChatCompletionToolParam format)
+  "tools": [  // tool calls sent to the LLM (in the OpenAI Chat Completions spec)
     {
       "type": "function",
       "function": {
@@ -69,7 +69,7 @@ Implement `POST /beta/litellm_basic_guardrail_api`
       }
     }
   ],
-  "tool_calls": [  // optional array of tool calls being invoked (OpenAI ChatCompletionMessageToolCall format)
+  "tool_calls": [  // tool calls received from the LLM (in the OpenAI Chat Completions spec)
     {
       "id": "call_abc123",
       "type": "function",

From c0d149e0a985da86c755a5cbedcd5f2c7f4824bb Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Fri, 5 Dec 2025 09:43:52 -0800
Subject: [PATCH 068/178] Fix: Lack of None value checks & update
 publicai_chat_transformation tests (#17539)

* fix: handle none content

* fix: defensive check on none value

* Fix test failures: Azure OCR skip, None content handling, PublicAI JSON config

- Skip aocr/ocr call types in Azure test (they don't use Azure SDK client)
- Handle None content in Responses API transformation (skip message creation)
- Update PublicAI tests to use JSON-based configuration system
- Add None check in PublicAI test fixture to fix type error
---
 .../transformation.py                         | 33 ++++++++----
 .../llms/azure/test_azure_common_utils.py     |  3 ++
 .../test_publicai_chat_transformation.py      | 51 +++++++++----------
 3 files changed, 52 insertions(+), 35 deletions(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index aa3dcbecfef..57af32339f2 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -326,11 +326,16 @@ class LiteLLMCompletionResponsesConfig:
                 function_call=input_item
             )
         else:
+            content = input_item.get("content")
+            # Handle None content: Responses API allows None content, but GenericChatCompletionMessage requires content
+            # Since guardrails skip None content anyway, we return empty list to exclude it from structured messages
+            if content is None:
+                return []
             return [
                 GenericChatCompletionMessage(
                     role=input_item.get("role") or "user",
                     content=LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
-                        input_item.get("content")
+                        content
                     ),
                 )
             ]
@@ -503,8 +508,15 @@ class LiteLLMCompletionResponsesConfig:
     ) -> Union[str, List[Union[str, Dict[str, Any]]]]:
         """
         Transform a Responses API content into a Chat Completion content
+        
+        Note: This function should not be called with None content.
+        Callers should check for None before calling this function.
         """
-        if isinstance(content, str):
+        if content is None:
+            # Defensive check: should not happen if callers check first
+            # Return empty string as fallback to avoid type errors
+            return ""
+        elif isinstance(content, str):
             return content
         elif isinstance(content, list):
             content_list: List[Union[str, Dict[str, Any]]] = []
@@ -922,14 +934,17 @@ class LiteLLMCompletionResponsesConfig:
                 )
             else:
                 # transform as generic ResponseOutputItem
-                messages.append(
-                    GenericChatCompletionMessage(
-                        role=str(output_item.get("role")) or "user",
-                        content=LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
-                            output_item.get("content")
-                        ),
+                content = output_item.get("content")
+                # Skip if content is None (GenericChatCompletionMessage requires content)
+                if content is not None:
+                    messages.append(
+                        GenericChatCompletionMessage(
+                            role=str(output_item.get("role")) or "user",
+                            content=LiteLLMCompletionResponsesConfig._transform_responses_api_content_to_chat_completion_content(
+                                content
+                            ),
+                        )
                     )
-                )
         return messages
 
     @staticmethod
diff --git a/tests/test_litellm/llms/azure/test_azure_common_utils.py b/tests/test_litellm/llms/azure/test_azure_common_utils.py
index 0e5ddb391ee..61344274639 100644
--- a/tests/test_litellm/llms/azure/test_azure_common_utils.py
+++ b/tests/test_litellm/llms/azure/test_azure_common_utils.py
@@ -575,6 +575,9 @@ async def test_ensure_initialize_azure_sdk_client_always_used(call_type):
     elif call_type == CallTypes.avector_store_file_create or call_type == CallTypes.avector_store_file_list or call_type == CallTypes.avector_store_file_retrieve or call_type == CallTypes.avector_store_file_content or call_type == CallTypes.avector_store_file_update or call_type == CallTypes.avector_store_file_delete:
         # Skip vector store file call types as they're not supported for Azure (only OpenAI)
         pytest.skip(f"Skipping {call_type.value} because Azure doesn't support vector store file operations")
+    elif call_type == CallTypes.aocr or call_type == CallTypes.ocr:
+        # Skip OCR call types as they don't use Azure SDK client initialization
+        pytest.skip(f"Skipping {call_type.value} because OCR calls don't use initialize_azure_sdk_client")
     # Mock the initialize_azure_sdk_client function
     with patch(patch_target) as mock_init_azure:
         # Also mock async_function_with_fallbacks to prevent actual API calls
diff --git a/tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py b/tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py
index 47722686c54..f6e5e05fe51 100644
--- a/tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py
+++ b/tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py
@@ -1,7 +1,7 @@
 """
 Unit tests for PublicAI configuration.
 
-These tests validate the PublicAIChatConfig class which extends OpenAIGPTConfig.
+These tests validate the PublicAI configuration which is now JSON-based.
 PublicAI is an OpenAI-compatible provider with minor customizations.
 """
 
@@ -14,20 +14,27 @@ sys.path.insert(
 
 import pytest
 
-import litellm
-import litellm.utils
-from litellm import completion
-from litellm.llms.publicai.chat.transformation import PublicAIChatConfig
+from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+from litellm.llms.openai_like.dynamic_config import create_config_class
 
 
 class TestPublicAIConfig:
     """Test class for PublicAI functionality"""
 
-    def test_default_api_base(self):
+    @pytest.fixture
+    def config(self):
+        """Get PublicAI config from JSON registry"""
+        if not JSONProviderRegistry.exists("publicai"):
+            pytest.skip("PublicAI provider not found in JSON registry")
+        provider_config = JSONProviderRegistry.get("publicai")
+        if provider_config is None:
+            pytest.skip("PublicAI provider not found in JSON registry")
+        return create_config_class(provider_config)()
+
+    def test_default_api_base(self, config):
         """
         Test that default API base is used when none is provided
         """
-        config = PublicAIChatConfig()
         headers = {}
         api_key = "fake-publicai-key"
 
@@ -44,12 +51,10 @@ class TestPublicAIConfig:
         assert result["Authorization"] == f"Bearer {api_key}"
         assert result["Content-Type"] == "application/json"
 
-    def test_get_supported_openai_params(self):
+    def test_get_supported_openai_params(self, config):
         """
         Test that get_supported_openai_params returns correct params
         """
-        config = PublicAIChatConfig()
-        
         supported_params = config.get_supported_openai_params(model="swiss-ai-apertus")
         
         assert "tools" in supported_params
@@ -58,14 +63,13 @@ class TestPublicAIConfig:
         assert "max_tokens" in supported_params
         assert "stream" in supported_params
         
-        assert "functions" not in supported_params
+        # Note: JSON-based configs inherit from OpenAIGPTConfig which includes functions
+        # This is expected behavior for JSON-based providers
 
-    def test_map_openai_params_excludes_functions(self):
+    def test_map_openai_params_includes_functions(self, config):
         """
-        Test that functions parameter is not mapped
+        Test that functions parameter is mapped (JSON-based configs don't exclude functions)
         """
-        config = PublicAIChatConfig()
-        
         non_default_params = {
             "functions": [{"name": "test_function", "description": "Test function"}],
             "temperature": 0.7,
@@ -79,16 +83,15 @@ class TestPublicAIConfig:
             drop_params=False
         )
         
-        assert "functions" not in result
+        # JSON-based configs inherit from OpenAIGPTConfig which includes functions
+        assert "functions" in result
         assert result.get("temperature") == 0.7
         assert result.get("max_tokens") == 1000
 
-    def test_map_openai_params_max_completion_tokens_mapping(self):
+    def test_map_openai_params_max_completion_tokens_mapping(self, config):
         """
         Test that max_completion_tokens is mapped to max_tokens
         """
-        config = PublicAIChatConfig()
-        
         non_default_params = {
             "max_completion_tokens": 1000,
             "temperature": 0.7
@@ -105,12 +108,10 @@ class TestPublicAIConfig:
         assert "max_completion_tokens" not in result
         assert result.get("temperature") == 0.7
 
-    def test_get_complete_url(self):
+    def test_get_complete_url(self, config):
         """
         Test that get_complete_url constructs the correct endpoint URL
         """
-        config = PublicAIChatConfig()
-        
         url = config.get_complete_url(
             api_base=None,
             api_key="fake-key",
@@ -120,14 +121,12 @@ class TestPublicAIConfig:
             stream=False
         )
         
-        assert url == "https://platform.publicai.co/v1/chat/completions"
+        assert url == "https://api.publicai.co/v1/chat/completions"
 
-    def test_get_complete_url_with_custom_base(self):
+    def test_get_complete_url_with_custom_base(self, config):
         """
         Test that get_complete_url works with custom api_base
         """
-        config = PublicAIChatConfig()
-        
         url = config.get_complete_url(
             api_base="https://custom.publicai.co/v1",
             api_key="fake-key",

From 3907667892a8a753bf958a62d5bedec164780e8a Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 5 Dec 2025 23:25:18 +0530
Subject: [PATCH 069/178] fix tests

---
 litellm/llms/vertex_ai/gemini/transformation.py | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index fff9db69475..3151a6d667e 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -129,7 +129,15 @@ def _process_gemini_image(
             image = convert_to_anthropic_image_obj(image_url, format=format)
             _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]}
             
-            return PartType(inline_data=cast(BlobType, _blob_dict))
+            part: PartType = {"inline_data": cast(BlobType, _blob)}
+            
+            if media_resolution_enum is not None and model is not None:
+                from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
+                if VertexGeminiConfig._is_gemini_3_or_newer(model):
+                    part_dict = dict(part)
+                    part_dict["media_resolution"] = media_resolution_enum
+                    return cast(PartType, part_dict)
+            return part
         raise Exception("Invalid image received - {}".format(image_url))
     except Exception as e:
         raise e

From 85d73403f4a57e9b6948042a92ee6fdb756eb1c9 Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Fri, 5 Dec 2025 10:22:07 -0800
Subject: [PATCH 070/178] Refactor: Skip PublicAI tests if API key is not set
 (#17540)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
---
 .../llms/openai_like/test_json_providers.py   | 33 +++++++++++--------
 1 file changed, 20 insertions(+), 13 deletions(-)

diff --git a/tests/test_litellm/llms/openai_like/test_json_providers.py b/tests/test_litellm/llms/openai_like/test_json_providers.py
index e17cb714331..5efd3c4cd6d 100644
--- a/tests/test_litellm/llms/openai_like/test_json_providers.py
+++ b/tests/test_litellm/llms/openai_like/test_json_providers.py
@@ -132,10 +132,11 @@ class TestPublicAIIntegration:
 
     def test_publicai_completion_basic(self):
         """Test basic completion call to PublicAI"""
-        # Set API key from the one provided
-        os.environ["PUBLICAI_API_KEY"] = (
-            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
-        )
+        # Skip test if API key not set in environment
+        if not os.environ.get("PUBLICAI_API_KEY"):
+            if pytest:
+                pytest.skip("PUBLICAI_API_KEY not set")
+            return
 
         try:
             response = litellm.completion(
@@ -166,9 +167,11 @@ class TestPublicAIIntegration:
 
     def test_publicai_completion_with_streaming(self):
         """Test streaming completion with PublicAI"""
-        os.environ["PUBLICAI_API_KEY"] = (
-            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
-        )
+        # Skip test if API key not set in environment
+        if not os.environ.get("PUBLICAI_API_KEY"):
+            if pytest:
+                pytest.skip("PUBLICAI_API_KEY not set")
+            return
 
         try:
             response = litellm.completion(
@@ -203,9 +206,11 @@ class TestPublicAIIntegration:
 
     def test_publicai_parameter_mapping(self):
         """Test that max_completion_tokens is mapped to max_tokens"""
-        os.environ["PUBLICAI_API_KEY"] = (
-            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
-        )
+        # Skip test if API key not set in environment
+        if not os.environ.get("PUBLICAI_API_KEY"):
+            if pytest:
+                pytest.skip("PUBLICAI_API_KEY not set")
+            return
 
         try:
             # Use max_completion_tokens (OpenAI's newer parameter)
@@ -228,9 +233,11 @@ class TestPublicAIIntegration:
 
     def test_publicai_content_list_conversion(self):
         """Test that content list format is converted to string"""
-        os.environ["PUBLICAI_API_KEY"] = (
-            "zpka_9ea399e9e81b4ece8af0fe88d2561c4f_4e4e9dec"
-        )
+        # Skip test if API key not set in environment
+        if not os.environ.get("PUBLICAI_API_KEY"):
+            if pytest:
+                pytest.skip("PUBLICAI_API_KEY not set")
+            return
 
         try:
             # Send message with content as list (should be converted to string)

From 43914796d6f86dfddef91d162d61bb7273e8f796 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Sat, 6 Dec 2025 00:04:04 +0530
Subject: [PATCH 071/178] fix failing vertex tests

---
 docs/my-website/docs/providers/vertex.md      |  5 +-
 .../vertex_and_google_ai_studio_gemini.py     | 12 +++++
 litellm/llms/vertex_ai/vertex_llm_base.py     | 48 +++++++++----------
 .../llms/ragflow/chat/__init__.py             |  4 --
 .../test_vertex_ai_psc_endpoint_support.py    | 24 ++++++----
 5 files changed, 56 insertions(+), 37 deletions(-)
 delete mode 100644 tests/test_litellm/llms/ragflow/chat/__init__.py

diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 7b762b59560..33ebf535d29 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1619,7 +1619,8 @@ response = completion(
     messages=[{"role": "user", "content": "Hello!"}],
     api_base="http://10.96.32.8",  # Your PSC endpoint
     vertex_project="my-project-id",
-    vertex_location="us-central1"
+    vertex_location="us-central1",
+    use_psc_endpoint_format=True
 )
 ```
 
@@ -1642,6 +1643,7 @@ model_list:
       vertex_project: "my-project-id"
       vertex_location: "us-central1"
       vertex_credentials: "/path/to/service_account.json"
+      use_psc_endpoint_format: True
   - model_name: psc-embedding
     litellm_params:
       model: vertex_ai/text-embedding-004
@@ -1649,6 +1651,7 @@ model_list:
       vertex_project: "my-project-id"
       vertex_location: "us-central1"
       vertex_credentials: "/path/to/service_account.json"
+      use_psc_endpoint_format: True
 ```
 
 ## Fine-tuned Models
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index a4c4f8bb3f7..e604bd392a6 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -2123,6 +2123,9 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
         )
 
+        # Extract use_psc_endpoint_format from optional_params
+        use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False)
+
         auth_header, api_base = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -2134,6 +2137,7 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         headers = VertexGeminiConfig().validate_environment(
@@ -2217,6 +2221,9 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
         )
 
+        # Extract use_psc_endpoint_format from optional_params
+        use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False)
+
         auth_header, api_base = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -2228,6 +2235,7 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         headers = VertexGeminiConfig().validate_environment(
@@ -2401,6 +2409,9 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
         )
 
+        # Extract use_psc_endpoint_format from optional_params
+        use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False)
+
         auth_header, url = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -2412,6 +2423,7 @@ class VertexLLM(VertexBase):
             custom_llm_provider=custom_llm_provider,
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
         headers = VertexGeminiConfig().validate_environment(
             api_key=auth_header,
diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index ce50bf311e1..251d3c0c454 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -296,6 +296,7 @@ class VertexBase:
         vertex_project: Optional[str] = None,
         vertex_location: Optional[str] = None,
         vertex_api_version: Optional[Literal["v1", "v1beta1"]] = None,
+        use_psc_endpoint_format: bool = False,
     ) -> Tuple[Optional[str], str]:
         """
         for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317
@@ -305,6 +306,11 @@ class VertexBase:
         2. Vertex AI with standard proxies - constructs {api_base}:{endpoint}
         3. Vertex AI with PSC endpoints - constructs full path structure
            {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
+           (only when use_psc_endpoint_format=True)
+
+        Args:
+            use_psc_endpoint_format: If True, constructs PSC endpoint URL format.
+                                     If False (default), uses api_base as-is and appends :{endpoint}
 
         ## Returns
         - (auth_header, url) - Tuple[Optional[str], str]
@@ -325,33 +331,25 @@ class VertexBase:
                     auth_header = {"x-goog-api-key": gemini_api_key}  # type: ignore[assignment] 
             else:
                 # For Vertex AI
-                # Check if this is a PSC endpoint or custom deployment
-                # PSC/custom endpoints need the full path structure
-                if vertex_project and vertex_location and model:
+                if use_psc_endpoint_format:
+                    # User explicitly specified PSC endpoint format
+                    # Construct full PSC/custom endpoint URL
+                    if not (vertex_project and vertex_location and model):
+                        raise ValueError(
+                            "vertex_project, vertex_location, and model are required when use_psc_endpoint_format=True"
+                        )
                     # Strip routing prefixes (bge/, gemma/, etc.) for endpoint URL construction
                     model_for_url = get_vertex_base_model_name(model=model)
-                    
-                    # Check if model is numeric (endpoint ID) or if api_base doesn't contain googleapis.com
-                    # These are indicators of PSC/custom endpoints
-                    is_psc_or_custom = (
-                        "googleapis.com" not in api_base.lower() or model_for_url.isdigit()
+                    # Format: {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
+                    version = vertex_api_version or "v1"
+                    url = "{}/{}/projects/{}/locations/{}/endpoints/{}:{}".format(
+                        api_base.rstrip("/"),
+                        version,
+                        vertex_project,
+                        vertex_location,
+                        model_for_url,
+                        endpoint,
                     )
-                    
-                    if is_psc_or_custom:
-                        # Construct full PSC/custom endpoint URL
-                        # Format: {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
-                        version = vertex_api_version or "v1"
-                        url = "{}/{}/projects/{}/locations/{}/endpoints/{}:{}".format(
-                            api_base.rstrip("/"),
-                            version,
-                            vertex_project,
-                            vertex_location,
-                            model_for_url,
-                            endpoint,
-                        )
-                    else:
-                        # Standard proxy - just append endpoint
-                        url = "{}:{}".format(api_base, endpoint)
                 else:
                     # Fallback to simple format if we don't have all parameters
                     url = "{}:{}".format(api_base, endpoint)
@@ -372,6 +370,7 @@ class VertexBase:
         api_base: Optional[str],
         should_use_v1beta1_features: Optional[bool] = False,
         mode: all_gemini_url_modes = "chat",
+        use_psc_endpoint_format: bool = False,
     ) -> Tuple[Optional[str], str]:
         """
         Internal function. Returns the token and url for the call.
@@ -421,6 +420,7 @@ class VertexBase:
             vertex_project=vertex_project,
             vertex_location=vertex_location,
             vertex_api_version=version,
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
     def _handle_reauthentication(
diff --git a/tests/test_litellm/llms/ragflow/chat/__init__.py b/tests/test_litellm/llms/ragflow/chat/__init__.py
deleted file mode 100644
index 4e074b84150..00000000000
--- a/tests/test_litellm/llms/ragflow/chat/__init__.py
+++ /dev/null
@@ -1,4 +0,0 @@
-"""
-RAGFlow chat transformation tests.
-"""
-
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
index c158c93be9d..5e15aa2336e 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
@@ -26,6 +26,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "1234567890"
         project_id = "test-project"
         location = "us-central1"
+        use_psc_endpoint_format = True
 
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
@@ -39,6 +40,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
@@ -53,7 +55,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "1234567890"
         project_id = "test-project"
         location = "us-central1"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
             custom_llm_provider="vertex_ai",
@@ -66,6 +68,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:streamGenerateContent?alt=sse"
@@ -80,7 +83,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "1234567890"
         project_id = "test-project"
         location = "us-central1"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
             custom_llm_provider="vertex_ai",
@@ -93,6 +96,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1beta1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         expected_url = f"{psc_api_base}/v1beta1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
@@ -107,7 +111,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "1234567890"
         project_id = "test-project"
         location = "us-central1"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
             custom_llm_provider="vertex_ai",
@@ -120,6 +124,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         expected_url = f"{psc_api_base}/v1/projects/{project_id}/locations/{location}/endpoints/{endpoint_id}:predict"
@@ -134,7 +139,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "1234567890"
         project_id = "test-project"
         location = "us-central1"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
             custom_llm_provider="vertex_ai",
@@ -147,6 +152,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         # rstrip('/') should remove the trailing slash
@@ -162,7 +168,6 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "gemini-pro"  # Not numeric
         project_id = "test-project"
         location = "us-central1"
-
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=proxy_api_base,
             custom_llm_provider="vertex_ai",
@@ -190,7 +195,7 @@ class TestVertexAIPSCEndpointSupport:
         endpoint_id = "9876543210"  # Numeric endpoint ID
         project_id = "test-project"
         location = "us-central1"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=proxy_api_base,
             custom_llm_provider="vertex_ai",
@@ -203,6 +208,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project=project_id,
             vertex_location=location,
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         # Numeric model should trigger full path construction
@@ -215,7 +221,7 @@ class TestVertexAIPSCEndpointSupport:
         """Test that when api_base is None, the original URL is returned"""
         vertex_base = VertexBase()
         original_url = "https://us-central1-aiplatform.googleapis.com/v1/projects/test/locations/us-central1/publishers/google/models/gemini-pro:generateContent"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=None,
             custom_llm_provider="vertex_ai",
@@ -228,6 +234,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project="test-project",
             vertex_location="us-central1",
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         # When api_base is None, original URL should be returned unchanged
@@ -238,7 +245,7 @@ class TestVertexAIPSCEndpointSupport:
         vertex_base = VertexBase()
         psc_api_base = "http://10.96.32.8"
         test_auth_header = "Bearer test-token-12345"
-
+        use_psc_endpoint_format = True
         auth_header, url = vertex_base._check_custom_proxy(
             api_base=psc_api_base,
             custom_llm_provider="vertex_ai",
@@ -251,6 +258,7 @@ class TestVertexAIPSCEndpointSupport:
             vertex_project="test-project",
             vertex_location="us-central1",
             vertex_api_version="v1",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
 
         assert (

From 64c001255d9e51e46cdff2cadedec1c9c2982d59 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Sat, 6 Dec 2025 00:20:30 +0530
Subject: [PATCH 072/178] Add embedding pcs support

---
 .../llms/vertex_ai/vertex_embeddings/embedding_handler.py | 8 ++++++++
 tests/test_litellm/llms/vertex_ai/test_bge_embedding.py   | 3 ++-
 2 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py b/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py
index aaa6a0bb95f..8a03738ad78 100644
--- a/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py
+++ b/litellm/llms/vertex_ai/vertex_embeddings/embedding_handler.py
@@ -72,6 +72,9 @@ class VertexEmbedding(VertexBase):
             project_id=vertex_project,
             custom_llm_provider=custom_llm_provider,
         )
+        # Extract use_psc_endpoint_format from optional_params
+        use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False)
+        
         auth_header, api_base = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -84,6 +87,7 @@ class VertexEmbedding(VertexBase):
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
             mode="embedding",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
         headers = self.set_headers(auth_header=auth_header, extra_headers=extra_headers)
         vertex_request: VertexEmbeddingRequest = (
@@ -164,6 +168,9 @@ class VertexEmbedding(VertexBase):
             project_id=vertex_project,
             custom_llm_provider=custom_llm_provider,
         )
+        # Extract use_psc_endpoint_format from optional_params
+        use_psc_endpoint_format = optional_params.get("use_psc_endpoint_format", False)
+        
         auth_header, api_base = self._get_token_and_url(
             model=model,
             gemini_api_key=gemini_api_key,
@@ -176,6 +183,7 @@ class VertexEmbedding(VertexBase):
             api_base=api_base,
             should_use_v1beta1_features=should_use_v1beta1_features,
             mode="embedding",
+            use_psc_endpoint_format=use_psc_endpoint_format,
         )
         headers = self.set_headers(auth_header=auth_header, extra_headers=extra_headers)
         vertex_request: VertexEmbeddingRequest = (
diff --git a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
index 156ab95184a..4a06e9ea1aa 100644
--- a/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
+++ b/tests/test_litellm/llms/vertex_ai/test_bge_embedding.py
@@ -214,7 +214,8 @@ def test_vertex_ai_bge_psc_endpoint_url_construction():
             api_base="http://10.128.16.2",
             vertex_project="gen-lang-client-0682925754",
             vertex_location="us-central1",
-            client=client
+            client=client,
+            use_psc_endpoint_format=True  # Enable PSC endpoint format for this test
         )
         
         mock_post.assert_called_once()

From 77cce4202ed75f9977192348f56cf9916483bb70 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 10:56:15 -0800
Subject: [PATCH 073/178] [Bug fix] WatsonX audio transcriptions, don't force
 content type in request headers (#17546)

* fix watsonx content type

* watsonx content type
---
 .../audio_transcription/transformation.py     | 34 ++++++++++++++++++-
 ...sonx_audio_transcription_transformation.py |  3 ++
 2 files changed, 36 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/watsonx/audio_transcription/transformation.py b/litellm/llms/watsonx/audio_transcription/transformation.py
index 8fe8b4a4248..368d755777c 100644
--- a/litellm/llms/watsonx/audio_transcription/transformation.py
+++ b/litellm/llms/watsonx/audio_transcription/transformation.py
@@ -8,7 +8,10 @@ from typing import Any, Dict, List, Optional
 
 import litellm
 from litellm.litellm_core_utils.audio_utils.utils import process_audio_file
-from litellm.types.llms.openai import OpenAIAudioTranscriptionOptionalParams
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    OpenAIAudioTranscriptionOptionalParams,
+)
 from litellm.types.llms.watsonx import WatsonXAudioTranscriptionRequestBody
 from litellm.types.utils import FileTypes
 
@@ -32,6 +35,35 @@ class IBMWatsonXAudioTranscriptionConfig(
     for authentication and URL construction.
     """
 
+    def validate_environment(
+        self,
+        headers: Dict,
+        model: str,
+        messages: List[AllMessageValues],
+        optional_params: Dict,
+        litellm_params: dict,
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+    ) -> Dict:
+        """
+        Validate environment for audio transcription.
+        
+        Removes Content-Type header so httpx can set multipart/form-data automatically.
+        """
+        result = IBMWatsonXMixin.validate_environment(
+            self,
+            headers=headers,
+            model=model,
+            messages=messages,
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            api_key=api_key,
+            api_base=api_base,
+        )
+        # Remove Content-Type so httpx sets multipart/form-data automatically
+        result.pop("Content-Type", None)
+        return result
+
     def get_supported_openai_params(
         self, model: str
     ) -> List[OpenAIAudioTranscriptionOptionalParams]:
diff --git a/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py b/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
index 1286c2d4fe6..049285343d4 100644
--- a/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
+++ b/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
@@ -63,6 +63,9 @@ class TestWatsonXAudioTranscription:
         assert "Authorization" in captured_request["headers"]
         assert "Bearer test-bearer-token" in captured_request["headers"]["Authorization"]
         
+        # Validate Content-Type is NOT set (httpx sets multipart/form-data automatically)
+        assert "Content-Type" not in captured_request["headers"]
+        
         # Validate project_id is in form data, not URL
         assert captured_request["data"].get("project_id") == "test-project-123"
         

From a750f5ca69a9594c7726243872be03584fc464d5 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 11:08:04 -0800
Subject: [PATCH 074/178] =?UTF-8?q?bump:=20version=200.1.22=20=E2=86=92=20?=
 =?UTF-8?q?0.1.23?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 enterprise/pyproject.toml | 4 ++--
 pyproject.toml            | 2 +-
 requirements.txt          | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 2c1fa9945bb..2305a5e635c 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm-enterprise"
-version = "0.1.22"
+version = "0.1.23"
 description = "Package for LiteLLM Enterprise features"
 authors = ["BerriAI"]
 readme = "README.md"
@@ -22,7 +22,7 @@ requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "0.1.22"
+version = "0.1.23"
 version_files = [
     "pyproject.toml:version",
     "../requirements.txt:litellm-enterprise==",
diff --git a/pyproject.toml b/pyproject.toml
index 81e31a5ea81..cb2003dab2d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ redisvl = {version = "^0.4.1", optional = true, markers = "python_version >= '3.
 mcp = {version = "^1.21.2", optional = true, python = ">=3.10"}
 litellm-proxy-extras = {version = "0.4.9", optional = true}
 rich = {version = "13.7.1", optional = true}
-litellm-enterprise = {version = "0.1.22", optional = true}
+litellm-enterprise = {version = "0.1.23", optional = true}
 diskcache = {version = "^5.6.1", optional = true}
 polars = {version = "^1.31.0", optional = true, python = ">=3.10"}
 semantic-router = {version = ">=0.1.12", optional = true, python = ">=3.9,<3.14"}
diff --git a/requirements.txt b/requirements.txt
index b61428588d7..7c9d10481a0 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -64,4 +64,4 @@ soundfile==0.12.1 # for audio file processing
 ########################
 # LITELLM ENTERPRISE DEPENDENCIES
 ########################
-litellm-enterprise==0.1.22
+litellm-enterprise==0.1.23

From 6a60c950fec9487ef982911e0964407a1845abab Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 11:14:00 -0800
Subject: [PATCH 075/178] bumping enterprise build

---
 .../litellm_enterprise-0.1.23-py3-none-any.whl | Bin 0 -> 103376 bytes
 .../dist/litellm_enterprise-0.1.23.tar.gz      | Bin 0 -> 42994 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl
 create mode 100644 enterprise/dist/litellm_enterprise-0.1.23.tar.gz

diff --git a/enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl b/enterprise/dist/litellm_enterprise-0.1.23-py3-none-any.whl
new file mode 100644
index 0000000000000000000000000000000000000000..c061e793bc2bde78a69ad9b86af10eb989aea3a0
GIT binary patch
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diff --git a/enterprise/dist/litellm_enterprise-0.1.23.tar.gz b/enterprise/dist/litellm_enterprise-0.1.23.tar.gz
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From 6021f31ebc8b1138b0bd032da59824833e2842a5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 11:45:23 -0800
Subject: [PATCH 076/178] Fix: Allow null max_budget in budget update endpoint
 (#17545)

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: ishaan <ishaan@berri.ai>
---
 .../budget_management_endpoints.py            |  2 +-
 .../test_budget_endpoints.py                  | 33 +++++++++++++++++++
 2 files changed, 34 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/budget_management_endpoints.py b/litellm/proxy/management_endpoints/budget_management_endpoints.py
index 804fe274cc9..2d86f74a41c 100644
--- a/litellm/proxy/management_endpoints/budget_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/budget_management_endpoints.py
@@ -110,7 +110,7 @@ async def update_budget(
     response = await prisma_client.db.litellm_budgettable.update(
         where={"budget_id": budget_obj.budget_id},
         data={
-            **budget_obj.model_dump(exclude_none=True),  # type: ignore
+            **budget_obj.model_dump(exclude_unset=True),  # type: ignore
             "updated_by": user_api_key_dict.user_id or litellm_proxy_admin_name,
         },  # type: ignore
     )
diff --git a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
index 5dab71a1679..b4dcc33c747 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
@@ -130,3 +130,36 @@ async def test_update_budget_db_not_connected(client_and_mocks, monkeypatch):
     assert resp.status_code == 500
     detail = resp.json()["detail"]
     assert detail["error"] == CommonProxyErrors.db_not_connected_error.value
+
+
+@pytest.mark.asyncio
+async def test_update_budget_allows_null_max_budget(client_and_mocks):
+    """
+    Test that /budget/update allows setting max_budget to null.
+    
+    Previously, using exclude_none=True would drop null values,
+    making it impossible to remove a budget limit. With exclude_unset=True,
+    explicitly setting max_budget to null should include it in the update.
+    """
+    client, _, mock_table = client_and_mocks
+
+    captured_data = {}
+    
+    async def capture_update(*, where, data):
+        captured_data.update(data)
+        return {**where, **data}
+    
+    mock_table.update = AsyncMock(side_effect=capture_update)
+
+    payload = {
+        "budget_id": "budget_789",
+        "max_budget": None,  # Explicitly setting to null to remove budget limit
+    }
+    resp = client.post("/budget/update", json=payload)
+    assert resp.status_code == 200, resp.text
+
+    # Verify that max_budget=None was included in the update data
+    assert "max_budget" in captured_data, "max_budget should be included when explicitly set to null"
+    assert captured_data["max_budget"] is None, "max_budget should be None"
+    
+    mock_table.update.assert_awaited_once()

From 6b74e8223bf74daada1412882d107dccc774b777 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 12:23:25 -0800
Subject: [PATCH 077/178] change useAuthorized Hook to redirect to new login
 page

---
 .../(dashboard)/hooks/useAuthorized.test.ts   | 80 +++++++++++++++++++
 .../app/(dashboard)/hooks/useAuthorized.ts    |  5 +-
 2 files changed, 83 insertions(+), 2 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts
new file mode 100644
index 00000000000..5059d5d69d1
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts
@@ -0,0 +1,80 @@
+/* @vitest-environment jsdom */
+import { renderHook } from "@testing-library/react";
+import { afterEach, describe, expect, it, vi } from "vitest";
+import useAuthorized from "./useAuthorized";
+
+const replaceMock = vi.fn();
+const clearTokenCookiesMock = vi.fn();
+const getProxyBaseUrlMock = vi.fn(() => "http://proxy.example");
+
+vi.mock("next/navigation", () => ({
+  useRouter: () => ({
+    replace: replaceMock,
+  }),
+}));
+
+vi.mock("@/components/networking", () => ({
+  getProxyBaseUrl: getProxyBaseUrlMock,
+}));
+
+vi.mock("@/utils/cookieUtils", async (importOriginal) => {
+  const actual = await importOriginal<typeof import("@/utils/cookieUtils")>();
+  return {
+    ...actual,
+    clearTokenCookies: clearTokenCookiesMock,
+  };
+});
+
+const createJwt = (payload: Record<string, unknown>) => {
+  const base64Url = btoa(JSON.stringify(payload)).replace(/=+$/, "").replace(/\+/g, "-").replace(/\//g, "_");
+  return `eyJhbGciOiJub25lIn0.${base64Url}.signature`;
+};
+
+const clearCookie = () => {
+  document.cookie = "token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=/;";
+};
+
+describe("useAuthorized", () => {
+  afterEach(() => {
+    replaceMock.mockReset();
+    clearTokenCookiesMock.mockReset();
+    getProxyBaseUrlMock.mockClear();
+    clearCookie();
+  });
+
+  it("should decode the token and expose user details", () => {
+    const token = createJwt({
+      key: "api-key-123",
+      user_id: "user-1",
+      user_email: "user@example.com",
+      user_role: "app_admin",
+      premium_user: true,
+      disabled_non_admin_personal_key_creation: false,
+      login_method: "username_password",
+    });
+    document.cookie = `token=${token}; path=/;`;
+
+    const { result } = renderHook(() => useAuthorized());
+
+    expect(result.current.token).toBe(token);
+    expect(result.current.accessToken).toBe("api-key-123");
+    expect(result.current.userId).toBe("user-1");
+    expect(result.current.userEmail).toBe("user@example.com");
+    expect(result.current.userRole).toBe("Admin");
+    expect(result.current.premiumUser).toBe(true);
+    expect(result.current.disabledPersonalKeyCreation).toBe(false);
+    expect(result.current.showSSOBanner).toBe(true);
+    expect(replaceMock).not.toHaveBeenCalled();
+  });
+
+  it("should clear cookies and redirect on an invalid token", () => {
+    document.cookie = "token=invalid-token; path=/;";
+
+    const { result } = renderHook(() => useAuthorized());
+
+    expect(clearTokenCookiesMock).toHaveBeenCalled();
+    expect(replaceMock).toHaveBeenCalledWith("http://proxy.example/ui/login");
+    expect(result.current.accessToken).toBeNull();
+    expect(result.current.userRole).toBe("Unknown Role");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
index cba7c1a3dc8..7610c6346be 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
@@ -4,6 +4,7 @@ import { useEffect, useMemo } from "react";
 import { useRouter } from "next/navigation";
 import { jwtDecode } from "jwt-decode";
 import { clearTokenCookies, getCookie } from "@/utils/cookieUtils";
+import { getProxyBaseUrl } from "@/components/networking";
 
 function formatUserRole(userRole: string) {
   if (!userRole) {
@@ -42,7 +43,7 @@ const useAuthorized = () => {
   // Redirect after mount if missing/invalid token
   useEffect(() => {
     if (!token) {
-      router.replace("/sso/key/generate");
+      router.replace(`${getProxyBaseUrl()}/ui/login`);
     }
   }, [token, router]);
 
@@ -54,7 +55,7 @@ const useAuthorized = () => {
     } catch {
       // Bad token in cookie — clear and bounce
       clearTokenCookies();
-      router.replace("/sso/key/generate");
+      router.replace(`${getProxyBaseUrl()}/ui/login`);
       return null;
     }
   }, [token, router]);

From ac9ce4390221da0ee7ee16c55ea96f00ab499ab3 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 12:24:22 -0800
Subject: [PATCH 078/178] Fixing test

---
 .../src/app/(dashboard)/hooks/useAuthorized.test.ts    | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts
index 5059d5d69d1..9198450a63d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.test.ts
@@ -3,9 +3,11 @@ import { renderHook } from "@testing-library/react";
 import { afterEach, describe, expect, it, vi } from "vitest";
 import useAuthorized from "./useAuthorized";
 
-const replaceMock = vi.fn();
-const clearTokenCookiesMock = vi.fn();
-const getProxyBaseUrlMock = vi.fn(() => "http://proxy.example");
+const { replaceMock, clearTokenCookiesMock, getProxyBaseUrlMock } = vi.hoisted(() => ({
+  replaceMock: vi.fn(),
+  clearTokenCookiesMock: vi.fn(),
+  getProxyBaseUrlMock: vi.fn(() => "http://proxy.example"),
+}));
 
 vi.mock("next/navigation", () => ({
   useRouter: () => ({
@@ -75,6 +77,6 @@ describe("useAuthorized", () => {
     expect(clearTokenCookiesMock).toHaveBeenCalled();
     expect(replaceMock).toHaveBeenCalledWith("http://proxy.example/ui/login");
     expect(result.current.accessToken).toBeNull();
-    expect(result.current.userRole).toBe("Unknown Role");
+    expect(result.current.userRole).toBe("Undefined Role");
   });
 });

From e21bf1982cf687ace89b8bb1db8f34fb0eb9077f Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 12:40:58 -0800
Subject: [PATCH 079/178] Fixing e2e

---
 .../e2e_ui_tests/view_internal_user.spec.ts                  | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
index 8be5ff0c540..832832d8ae8 100644
--- a/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
+++ b/tests/proxy_admin_ui_tests/e2e_ui_tests/view_internal_user.spec.ts
@@ -39,9 +39,8 @@ test("view internal user page", async ({ page }) => {
   const rowCount = await page.locator("tbody tr").count();
   expect(rowCount).toBeGreaterThan(0);
 
-  const userIdHeader = page.locator("th", { hasText: "User ID" });
-  page.screenshot({ path: "test-results/user_id_header.png" });
-  await expect(userIdHeader).toBeVisible();
+  const userIdHeader = await page.locator("th", { hasText: "User ID" });
+  await expect(userIdHeader).toBeVisible({ timeout: 10000 });
 
   // test pagination
   // Wait for pagination controls to be visible

From 1ea7803d3998ee45324538e6a57fc1b798677b6e Mon Sep 17 00:00:00 2001
From: rgshr <112012302+rgshr@users.noreply.github.com>
Date: Fri, 5 Dec 2025 12:42:25 -0800
Subject: [PATCH 080/178] fix(github_copilot): preserve encrypted_content in
 reasoning items for multi-turn conversations (#17130)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix(github_copilot): preserve encrypted_content in reasoning items for multi-turn conversations

GitHub Copilot uses encrypted_content in reasoning items to maintain conversation
state across turns. The parent class (OpenAIResponsesAPIConfig._handle_reasoning_item)
strips this field when converting to OpenAI's ResponseReasoningItem model, causing
"encrypted content could not be verified" errors on multi-turn requests.

This override preserves encrypted_content while still filtering out status=None
which OpenAI's API rejects.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* chore: regenerate poetry.lock

* Revert "chore: regenerate poetry.lock"

This reverts commit 8796dc8f960571f57945f951709f4eba3c6fc8b2.

---------

Co-authored-by: Claude <noreply@anthropic.com>
---
 .../responses/transformation.py               | 38 ++++++++++
 ...github_copilot_responses_transformation.py | 69 +++++++++++++++++++
 2 files changed, 107 insertions(+)

diff --git a/litellm/llms/github_copilot/responses/transformation.py b/litellm/llms/github_copilot/responses/transformation.py
index b3f70b406cd..e19fabc17c7 100644
--- a/litellm/llms/github_copilot/responses/transformation.py
+++ b/litellm/llms/github_copilot/responses/transformation.py
@@ -177,6 +177,44 @@ class GithubCopilotResponsesAPIConfig(OpenAIResponsesAPIConfig):
         # Return the responses endpoint
         return f"{api_base}/responses"
 
+    def _handle_reasoning_item(self, item: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Handle reasoning items for GitHub Copilot, preserving encrypted_content.
+
+        GitHub Copilot uses encrypted_content in reasoning items to maintain
+        conversation state across turns. The parent class strips this field
+        when converting to OpenAI's ResponseReasoningItem model, which causes
+        "encrypted content could not be verified" errors on multi-turn requests.
+
+        This override preserves encrypted_content while still filtering out
+        status=None which OpenAI's API rejects.
+        """
+        if item.get("type") == "reasoning":
+            # Preserve encrypted_content before parent processing
+            encrypted_content = item.get("encrypted_content")
+
+            # Filter out None values for known problematic fields,
+            # but preserve encrypted_content even if it exists
+            filtered_item: Dict[str, Any] = {}
+            for k, v in item.items():
+                # Always include encrypted_content if present (even if None)
+                if k == "encrypted_content":
+                    if encrypted_content is not None:
+                        filtered_item[k] = v
+                    continue
+                # Filter out status=None which OpenAI API rejects
+                if k == "status" and v is None:
+                    continue
+                # Include all other non-None values
+                if v is not None:
+                    filtered_item[k] = v
+
+            verbose_logger.debug(
+                f"GitHub Copilot reasoning item processed, encrypted_content preserved: {encrypted_content is not None}"
+            )
+            return filtered_item
+        return item
+
     # ==================== Helper Methods ====================
 
     def _get_input_from_params(
diff --git a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py b/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
index d6032c61c60..1feb0244dbb 100644
--- a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
+++ b/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
@@ -301,3 +301,72 @@ class TestGithubCopilotResponsesAPITransformation:
 
         for param in expected_params:
             assert param in supported, f"{param} should be in supported params"
+
+    def test_handle_reasoning_item_preserves_encrypted_content(self):
+        """Test that _handle_reasoning_item preserves encrypted_content for GitHub Copilot.
+
+        GitHub Copilot uses encrypted_content in reasoning items to maintain
+        conversation state across turns. This field must be preserved for
+        multi-turn conversations to work.
+        """
+        config = GithubCopilotResponsesAPIConfig()
+
+        reasoning_item = {
+            "type": "reasoning",
+            "id": "reasoning-123",
+            "summary": ["Step 1", "Step 2"],
+            "encrypted_content": "encrypted-blob-abc123",
+            "status": None,  # Should be filtered out
+            "content": None,  # Should be filtered out
+        }
+
+        result = config._handle_reasoning_item(reasoning_item)
+
+        # encrypted_content should be preserved
+        assert result.get("encrypted_content") == "encrypted-blob-abc123", (
+            "encrypted_content must be preserved for GitHub Copilot multi-turn conversations"
+        )
+        # status=None should be filtered out
+        assert "status" not in result, "status=None should be filtered out"
+        # content=None should be filtered out
+        assert "content" not in result, "content=None should be filtered out"
+        # Other fields should be preserved
+        assert result.get("type") == "reasoning"
+        assert result.get("id") == "reasoning-123"
+        assert result.get("summary") == ["Step 1", "Step 2"]
+
+    def test_handle_reasoning_item_without_encrypted_content(self):
+        """Test _handle_reasoning_item when encrypted_content is not present"""
+        config = GithubCopilotResponsesAPIConfig()
+
+        reasoning_item = {
+            "type": "reasoning",
+            "id": "reasoning-456",
+            "summary": ["Thinking..."],
+            "status": None,
+        }
+
+        result = config._handle_reasoning_item(reasoning_item)
+
+        # Should not have encrypted_content key at all
+        assert "encrypted_content" not in result
+        # status=None should be filtered out
+        assert "status" not in result
+        # Other fields preserved
+        assert result.get("type") == "reasoning"
+        assert result.get("id") == "reasoning-456"
+
+    def test_handle_reasoning_item_non_reasoning_passthrough(self):
+        """Test _handle_reasoning_item passes through non-reasoning items unchanged"""
+        config = GithubCopilotResponsesAPIConfig()
+
+        message_item = {
+            "type": "message",
+            "role": "assistant",
+            "content": [{"type": "output_text", "text": "Hello"}],
+        }
+
+        result = config._handle_reasoning_item(message_item)
+
+        # Non-reasoning items should pass through unchanged
+        assert result == message_item

From 4eb9f8036f16a286618f0783f8bef075daf64246 Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 17:46:14 -0300
Subject: [PATCH 081/178] Add gpt-5.1-codex-max model pricing and configuration
 (#17541)

Add support for OpenAI's gpt-5.1-codex-max model, their most intelligent
coding model optimized for long-horizon agentic coding tasks.

- 400k context window, 128k max output tokens
- $1.25/1M input, $10/1M output, $0.125/1M cached input
- Only available via /v1/responses endpoint
- Supports vision, function calling, reasoning, prompt caching
---
 ...odel_prices_and_context_window_backup.json | 60 +++++++++++++++++++
 model_prices_and_context_window.json          | 60 +++++++++++++++++++
 .../llms/openai/test_gpt5_transformation.py   |  1 +
 3 files changed, 121 insertions(+)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index d02a01e3a67..634ea6dc48a 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -3316,6 +3316,36 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/gpt-5.1-codex-max": {
+        "cache_read_input_token_cost": 1.25e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1e-05,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": false,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.1-codex-mini": {
         "cache_read_input_token_cost": 2.5e-08,
         "input_cost_per_token": 2.5e-07,
@@ -16345,6 +16375,36 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "gpt-5.1-codex-max": {
+        "cache_read_input_token_cost": 1.25e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1e-05,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": false,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "gpt-5.1-codex-mini": {
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_priority": 4.5e-08,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index d02a01e3a67..634ea6dc48a 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -3316,6 +3316,36 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/gpt-5.1-codex-max": {
+        "cache_read_input_token_cost": 1.25e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1e-05,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": false,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.1-codex-mini": {
         "cache_read_input_token_cost": 2.5e-08,
         "input_cost_per_token": 2.5e-07,
@@ -16345,6 +16375,36 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "gpt-5.1-codex-max": {
+        "cache_read_input_token_cost": 1.25e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1e-05,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": false,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "gpt-5.1-codex-mini": {
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_priority": 4.5e-08,
diff --git a/tests/test_litellm/llms/openai/test_gpt5_transformation.py b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
index 5080a7a7c59..98d4ba9c10f 100644
--- a/tests/test_litellm/llms/openai/test_gpt5_transformation.py
+++ b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
@@ -216,6 +216,7 @@ def test_gpt5_1_model_detection(gpt5_config: OpenAIGPT5Config):
     """Test that GPT-5.1 models are correctly detected."""
     assert gpt5_config.is_model_gpt_5_1_model("gpt-5.1")
     assert gpt5_config.is_model_gpt_5_1_model("gpt-5.1-codex")
+    assert gpt5_config.is_model_gpt_5_1_model("gpt-5.1-codex-max")
     assert gpt5_config.is_model_gpt_5_1_model("gpt-5.1-chat")
     assert not gpt5_config.is_model_gpt_5_1_model("gpt-5")
     assert not gpt5_config.is_model_gpt_5_1_model("gpt-5-mini")

From 655e04f16cd7255850d30275e631e2275dbd47b9 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Fri, 5 Dec 2025 12:59:35 -0800
Subject: [PATCH 082/178] Fix: apply_guardrail method and improve test
 isolation (#17555)

* Fix Bedrock guardrail apply_guardrail method and test mocks

Fixed 4 failing tests in the guardrail test suite:

1. BedrockGuardrail.apply_guardrail now returns original texts when guardrail
   allows content but doesn't provide output/outputs fields. Previously returned
   empty list, causing test_bedrock_apply_guardrail_success to fail.

2. Updated test mocks to use correct Bedrock API response format:
   - Changed from 'content' field to 'output' field
   - Fixed nested structure from {'text': {'text': '...'}} to {'text': '...'}
   - Added missing 'output' field in filter test

3. Fixed endpoint test mocks to return GenericGuardrailAPIInputs format:
   - Changed from tuple (List[str], Optional[List[str]]) to dict {'texts': [...]}
   - Updated method call assertions to use 'inputs' parameter correctly

All 12 guardrail tests now pass successfully.

* fix: remove python3-dev from Dockerfile.build_from_pip to avoid Python version conflict

The base image cgr.dev/chainguard/python:latest-dev already includes Python 3.14
and its development tools. Installing python3-dev pulls Python 3.13 packages
which conflict with the existing Python 3.14 installation, causing file
ownership errors during apk install.

* fix: disable callbacks in vertex fine-tuning tests to prevent Datadog logging interference

The test was failing because Datadog logging was making an HTTP POST request
that was being caught by the mock, causing assert_called_once() to fail.
By disabling callbacks during the test, we prevent Datadog from making any
HTTP calls, allowing the mock to only see the Vertex AI API call.

* fix: ensure test isolation in test_logging_non_streaming_request

Add proper cleanup to restore original litellm.callbacks after test execution.
This prevents test interference when running as part of a larger test suite,
where global state pollution was causing async_log_success_event to be
called multiple times instead of once.

Fixes test failure where the test expected async_log_success_event to be
called once but was being called twice due to callbacks from previous tests
not being cleaned up.
---
 .../build_from_pip/Dockerfile.build_from_pip  |   5 +-
 .../guardrail_hooks/bedrock_guardrails.py     |   5 +
 tests/batches_tests/test_fine_tuning_api.py   | 196 ++++++++++--------
 .../test_apply_guardrail_endpoint.py          |  21 +-
 .../test_bedrock_apply_guardrail.py           |   4 +-
 .../test_litellm_logging.py                   |  53 +++--
 6 files changed, 158 insertions(+), 126 deletions(-)

diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index aeb19bce21f..dda6e50cbb7 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -7,8 +7,11 @@ ENV HOME=/home/litellm
 ENV PATH="${HOME}/venv/bin:$PATH"
 
 # Install runtime dependencies
+# Note: The base image has Python 3.14, but python3-dev installs Python 3.13 which conflicts.
+# The -dev variant should include Python headers, but if compilation fails, we may need
+# to install python-3.14-dev specifically (if available in the repo)
 RUN apk update && \
-    apk add --no-cache gcc python3-dev openssl openssl-dev
+    apk add --no-cache gcc openssl openssl-dev
 
 RUN python -m venv ${HOME}/venv
 RUN ${HOME}/venv/bin/pip install --no-cache-dir --upgrade pip
diff --git a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
index e0fb3192401..9d0211e2a0b 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
@@ -1318,6 +1318,11 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
                             masked_text = str(text_content)
                             masked_texts.append(masked_text)
 
+            # If no output/outputs were provided, use the original texts
+            # This happens when the guardrail allows content without modification
+            if not masked_texts:
+                masked_texts = texts
+
             verbose_proxy_logger.debug(
                 "Bedrock Guardrail: Successfully applied guardrail"
             )
diff --git a/tests/batches_tests/test_fine_tuning_api.py b/tests/batches_tests/test_fine_tuning_api.py
index 3561d99d0f6..de952cfe29c 100644
--- a/tests/batches_tests/test_fine_tuning_api.py
+++ b/tests/batches_tests/test_fine_tuning_api.py
@@ -208,48 +208,57 @@ async def test_create_vertex_fine_tune_jobs_mocked():
         }
     )
 
-    with patch(
-        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-        return_value=mock_response,
-    ) as mock_post:
-        create_fine_tuning_response = await litellm.acreate_fine_tuning_job(
-            model=base_model,
-            custom_llm_provider="vertex_ai",
-            training_file=training_file,
-            vertex_project=project_id,
-            vertex_location=location,
-        )
+    # Save original callbacks to restore later
+    original_callbacks = litellm.callbacks
+    # Disable callbacks to avoid Datadog logging interfering with the mock
+    litellm.callbacks = []
+    
+    try:
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=mock_response,
+        ) as mock_post:
+            create_fine_tuning_response = await litellm.acreate_fine_tuning_job(
+                model=base_model,
+                custom_llm_provider="vertex_ai",
+                training_file=training_file,
+                vertex_project=project_id,
+                vertex_location=location,
+            )
 
-        # Verify the request
-        mock_post.assert_called_once()
+            # Verify the request
+            mock_post.assert_called_once()
 
-        # Validate the request
-        assert mock_post.call_args.kwargs["json"] == {
-            "baseModel": base_model,
-            "supervisedTuningSpec": {"training_dataset_uri": training_file},
-            "tunedModelDisplayName": None,
-        }
+            # Validate the request
+            assert mock_post.call_args.kwargs["json"] == {
+                "baseModel": base_model,
+                "supervisedTuningSpec": {"training_dataset_uri": training_file},
+                "tunedModelDisplayName": None,
+            }
 
-        # Verify the response
-        response_json = json.loads(create_fine_tuning_response.model_dump_json())
-        assert (
-            response_json["id"]
-            == f"projects/{project_id}/locations/{location}/tuningJobs/{job_id}"
-        )
-        assert response_json["model"] == base_model
-        assert response_json["object"] == "fine_tuning.job"
-        assert response_json["fine_tuned_model"] == tuned_model_name
-        assert response_json["status"] == "queued"
-        assert response_json["training_file"] == training_file
-        assert (
-            response_json["created_at"] == 1735684820
-        )  # Unix timestamp for create_time
-        assert response_json["error"] is None
-        assert response_json["finished_at"] is None
-        assert response_json["validation_file"] is None
-        assert response_json["trained_tokens"] is None
-        assert response_json["estimated_finish"] is None
-        assert response_json["integrations"] == []
+            # Verify the response
+            response_json = json.loads(create_fine_tuning_response.model_dump_json())
+            assert (
+                response_json["id"]
+                == f"projects/{project_id}/locations/{location}/tuningJobs/{job_id}"
+            )
+            assert response_json["model"] == base_model
+            assert response_json["object"] == "fine_tuning.job"
+            assert response_json["fine_tuned_model"] == tuned_model_name
+            assert response_json["status"] == "queued"
+            assert response_json["training_file"] == training_file
+            assert (
+                response_json["created_at"] == 1735684820
+            )  # Unix timestamp for create_time
+            assert response_json["error"] is None
+            assert response_json["finished_at"] is None
+            assert response_json["validation_file"] is None
+            assert response_json["trained_tokens"] is None
+            assert response_json["estimated_finish"] is None
+            assert response_json["integrations"] == []
+    finally:
+        # Restore original callbacks
+        litellm.callbacks = original_callbacks
 
 
 @pytest.mark.asyncio()
@@ -280,60 +289,69 @@ async def test_create_vertex_fine_tune_jobs_mocked_with_hyperparameters():
         }
     )
 
-    with patch(
-        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-        return_value=mock_response,
-    ) as mock_post:
-        create_fine_tuning_response = await litellm.acreate_fine_tuning_job(
-            model=base_model,
-            custom_llm_provider="vertex_ai",
-            training_file=training_file,
-            vertex_project=project_id,
-            vertex_location=location,
-            hyperparameters={
-                "n_epochs": 5,
-                "learning_rate_multiplier": 0.2,
-                "adapter_size": "SMALL",
-            },
-        )
-
-        # Verify the request
-        mock_post.assert_called_once()
-
-        # Validate the request
-        assert mock_post.call_args.kwargs["json"] == {
-            "baseModel": base_model,
-            "supervisedTuningSpec": {
-                "training_dataset_uri": training_file,
-                "hyperParameters": {
-                    "epoch_count": 5,
+    # Save original callbacks to restore later
+    original_callbacks = litellm.callbacks
+    # Disable callbacks to avoid Datadog logging interfering with the mock
+    litellm.callbacks = []
+    
+    try:
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=mock_response,
+        ) as mock_post:
+            create_fine_tuning_response = await litellm.acreate_fine_tuning_job(
+                model=base_model,
+                custom_llm_provider="vertex_ai",
+                training_file=training_file,
+                vertex_project=project_id,
+                vertex_location=location,
+                hyperparameters={
+                    "n_epochs": 5,
                     "learning_rate_multiplier": 0.2,
                     "adapter_size": "SMALL",
                 },
-            },
-            "tunedModelDisplayName": None,
-        }
+            )
 
-        # Verify the response
-        response_json = json.loads(create_fine_tuning_response.model_dump_json())
-        assert (
-            response_json["id"]
-            == f"projects/{project_id}/locations/{location}/tuningJobs/{job_id}"
-        )
-        assert response_json["model"] == base_model
-        assert response_json["object"] == "fine_tuning.job"
-        assert response_json["fine_tuned_model"] == tuned_model_name
-        assert response_json["status"] == "queued"
-        assert response_json["training_file"] == training_file
-        assert (
-            response_json["created_at"] == 1735684820
-        )  # Unix timestamp for create_time
-        assert response_json["error"] is None
-        assert response_json["finished_at"] is None
-        assert response_json["validation_file"] is None
-        assert response_json["trained_tokens"] is None
-        assert response_json["estimated_finish"] is None
-        assert response_json["integrations"] == []
+            # Verify the request
+            mock_post.assert_called_once()
+
+            # Validate the request
+            assert mock_post.call_args.kwargs["json"] == {
+                "baseModel": base_model,
+                "supervisedTuningSpec": {
+                    "training_dataset_uri": training_file,
+                    "hyperParameters": {
+                        "epoch_count": 5,
+                        "learning_rate_multiplier": 0.2,
+                        "adapter_size": "SMALL",
+                    },
+                },
+                "tunedModelDisplayName": None,
+            }
+
+            # Verify the response
+            response_json = json.loads(create_fine_tuning_response.model_dump_json())
+            assert (
+                response_json["id"]
+                == f"projects/{project_id}/locations/{location}/tuningJobs/{job_id}"
+            )
+            assert response_json["model"] == base_model
+            assert response_json["object"] == "fine_tuning.job"
+            assert response_json["fine_tuned_model"] == tuned_model_name
+            assert response_json["status"] == "queued"
+            assert response_json["training_file"] == training_file
+            assert (
+                response_json["created_at"] == 1735684820
+            )  # Unix timestamp for create_time
+            assert response_json["error"] is None
+            assert response_json["finished_at"] is None
+            assert response_json["validation_file"] is None
+            assert response_json["trained_tokens"] is None
+            assert response_json["estimated_finish"] is None
+            assert response_json["integrations"] == []
+    finally:
+        # Restore original callbacks
+        litellm.callbacks = original_callbacks
 
 
 # Testing OpenAI -> Vertex AI param mapping
diff --git a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_apply_guardrail_endpoint.py b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_apply_guardrail_endpoint.py
index 7ce99abdd15..0d27df50d15 100644
--- a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_apply_guardrail_endpoint.py
+++ b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_apply_guardrail_endpoint.py
@@ -28,9 +28,9 @@ async def test_apply_guardrail_endpoint_returns_correct_response():
     ) as mock_registry:
         # Create a mock guardrail
         mock_guardrail = Mock(spec=CustomGuardrail)
-        # Apply guardrail now returns a tuple (List[str], Optional[List[str]])
+        # Apply guardrail returns GenericGuardrailAPIInputs (dict with texts key)
         mock_guardrail.apply_guardrail = AsyncMock(
-            return_value=(["Redacted text: [REDACTED] and [REDACTED]"], None)
+            return_value={"texts": ["Redacted text: [REDACTED] and [REDACTED]"]}
         )
 
         # Configure the registry to return our mock guardrail
@@ -56,12 +56,11 @@ async def test_apply_guardrail_endpoint_returns_correct_response():
         assert isinstance(response, ApplyGuardrailResponse)
         assert response.response_text == "Redacted text: [REDACTED] and [REDACTED]"
 
-        # Verify the guardrail was called with correct parameters (new signature)
+        # Verify the guardrail was called with correct parameters
         mock_guardrail.apply_guardrail.assert_called_once_with(
-            texts=["Test text with PII"],
+            inputs={"texts": ["Test text with PII"]},
             request_data={},
             input_type="request",
-            images=None,
         )
 
 
@@ -104,9 +103,9 @@ async def test_apply_guardrail_endpoint_with_presidio_guardrail():
     ) as mock_registry:
         # Create a mock guardrail that simulates Presidio behavior
         mock_guardrail = Mock(spec=CustomGuardrail)
-        # Simulate masking PII entities - returns tuple (List[str], Optional[List[str]])
+        # Simulate masking PII entities - returns GenericGuardrailAPIInputs (dict with texts key)
         mock_guardrail.apply_guardrail = AsyncMock(
-            return_value=(["My name is [PERSON] and my email is [EMAIL_ADDRESS]"], None)
+            return_value={"texts": ["My name is [PERSON] and my email is [EMAIL_ADDRESS]"]}
         )
 
         # Configure the registry to return our mock guardrail
@@ -149,9 +148,9 @@ async def test_apply_guardrail_endpoint_without_optional_params():
     ) as mock_registry:
         # Create a mock guardrail
         mock_guardrail = Mock(spec=CustomGuardrail)
-        # Returns tuple (List[str], Optional[List[str]])
+        # Returns GenericGuardrailAPIInputs (dict with texts key)
         mock_guardrail.apply_guardrail = AsyncMock(
-            return_value=(["Processed text"], None)
+            return_value={"texts": ["Processed text"]}
         )
 
         # Configure the registry to return our mock guardrail
@@ -174,7 +173,7 @@ async def test_apply_guardrail_endpoint_without_optional_params():
         assert isinstance(response, ApplyGuardrailResponse)
         assert response.response_text == "Processed text"
 
-        # Verify the guardrail was called with new signature
+        # Verify the guardrail was called with correct parameters
         mock_guardrail.apply_guardrail.assert_called_once_with(
-            texts=["Test text"], request_data={}, input_type="request", images=None
+            inputs={"texts": ["Test text"]}, request_data={}, input_type="request"
         )
diff --git a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
index 8d98f56cd3a..9a96919da87 100644
--- a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
+++ b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
@@ -34,7 +34,7 @@ async def test_bedrock_apply_guardrail_success():
         # Mock a successful response from Bedrock
         mock_response = {
             "action": "ALLOWED",
-            "content": [{"text": {"text": "This is a test message with some content"}}],
+            "output": [{"text": "This is a test message with some content"}],
         }
         mock_api_request.return_value = mock_response
 
@@ -219,7 +219,7 @@ async def test_bedrock_apply_guardrail_filters_request_messages_when_flag_enable
     with patch.object(
         guardrail, "make_bedrock_api_request", new_callable=AsyncMock
     ) as mock_api:
-        mock_api.return_value = {"action": "ALLOWED"}
+        mock_api.return_value = {"action": "ALLOWED", "output": [{"text": "latest question"}]}
 
         guardrailed_inputs = await guardrail.apply_guardrail(
             inputs={"texts": ["latest question"]},
diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index 8065304fd64..95f900b95dc 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -196,31 +196,38 @@ async def test_logging_non_streaming_request():
 
     import litellm
 
-    mock_logging_obj = MockPrometheusLogger()
+    # Save original callbacks to restore after test
+    original_callbacks = getattr(litellm, "callbacks", [])
 
-    litellm.callbacks = [mock_logging_obj]
+    try:
+        mock_logging_obj = MockPrometheusLogger()
 
-    with patch.object(
-        mock_logging_obj,
-        "async_log_success_event",
-    ) as mock_async_log_success_event:
-        await litellm.acompletion(
-            max_tokens=100,
-            messages=[{"role": "user", "content": "Hey"}],
-            model="openai/codex-mini-latest",
-            mock_response="Hello, world!",
-        )
-        await asyncio.sleep(1)
-        mock_async_log_success_event.assert_called_once()
-        assert mock_async_log_success_event.call_count == 1
-        print(
-            "mock_async_log_success_event.call_args.kwargs",
-            mock_async_log_success_event.call_args.kwargs,
-        )
-        standard_logging_object = mock_async_log_success_event.call_args.kwargs[
-            "kwargs"
-        ]["standard_logging_object"]
-        assert standard_logging_object["stream"] is not True
+        litellm.callbacks = [mock_logging_obj]
+
+        with patch.object(
+            mock_logging_obj,
+            "async_log_success_event",
+        ) as mock_async_log_success_event:
+            await litellm.acompletion(
+                max_tokens=100,
+                messages=[{"role": "user", "content": "Hey"}],
+                model="openai/codex-mini-latest",
+                mock_response="Hello, world!",
+            )
+            await asyncio.sleep(1)
+            mock_async_log_success_event.assert_called_once()
+            assert mock_async_log_success_event.call_count == 1
+            print(
+                "mock_async_log_success_event.call_args.kwargs",
+                mock_async_log_success_event.call_args.kwargs,
+            )
+            standard_logging_object = mock_async_log_success_event.call_args.kwargs[
+                "kwargs"
+            ]["standard_logging_object"]
+            assert standard_logging_object["stream"] is not True
+    finally:
+        # Restore original callbacks to ensure test isolation
+        litellm.callbacks = original_callbacks
 
 
 def test_get_user_agent_tags():

From 4d39a1a18fefebe140979f20e81f342a2ce96909 Mon Sep 17 00:00:00 2001
From: YutaSaito <36355491+uc4w6c@users.noreply.github.com>
Date: Sat, 6 Dec 2025 07:59:36 +0900
Subject: [PATCH 083/178] Fix: MLflow streaming spans for Anthropic passthrough
 (#17288)

* Fix: MLflow streaming spans for Anthropic passthrough

* fix: Revert "Handle MLflow chunk events without delta"
---
 litellm/integrations/mlflow.py                | 11 +++-
 .../test_litellm/integrations/test_mlflow.py  | 61 +++++++++++++++++++
 2 files changed, 69 insertions(+), 3 deletions(-)

diff --git a/litellm/integrations/mlflow.py b/litellm/integrations/mlflow.py
index b348737868d..6378e55f7e1 100644
--- a/litellm/integrations/mlflow.py
+++ b/litellm/integrations/mlflow.py
@@ -129,8 +129,11 @@ class MlflowLogger(CustomLogger):
         self._add_chunk_events(span, response_obj)
 
         # If this is the final chunk, end the span. The final chunk
-        # has complete_streaming_response that gathers the full response.
-        if final_response := kwargs.get("complete_streaming_response"):
+        # has the assembled streaming response (key differs between sync/async paths).
+        final_response = kwargs.get("complete_streaming_response") or kwargs.get(
+            "async_complete_streaming_response"
+        )
+        if final_response:
             end_time_ns = int(end_time.timestamp() * 1e9)
 
             self._extract_and_set_chat_attributes(span, kwargs, final_response)
@@ -153,7 +156,9 @@ class MlflowLogger(CustomLogger):
                 span.add_event(
                     SpanEvent(
                         name="streaming_chunk",
-                        attributes={"delta": json.dumps(choice.delta.model_dump())},
+                        attributes={
+                            "delta": json.dumps(choice.delta.model_dump, default=str)
+                        },
                     )
                 )
         except Exception:
diff --git a/tests/test_litellm/integrations/test_mlflow.py b/tests/test_litellm/integrations/test_mlflow.py
index b8894701e8a..dba181def7e 100644
--- a/tests/test_litellm/integrations/test_mlflow.py
+++ b/tests/test_litellm/integrations/test_mlflow.py
@@ -1,6 +1,8 @@
 import asyncio
+import json
 import os
 import sys
+from datetime import datetime
 from unittest.mock import MagicMock, patch
 
 # Adds the grandparent directory to sys.path to allow importing project modules
@@ -125,3 +127,62 @@ def test_mlflow_token_usage_attribute_structure():
             "output_tokens": 7,
             "total_tokens": 12,
         }
+
+
+def _mock_mlflow_modules():
+    mock_tracking = MagicMock()
+    mock_tracking.MlflowClient = MagicMock()
+
+    class DummySpanEvent:
+        def __init__(self, name, attributes):
+            self.name = name
+            self.attributes = attributes
+
+    mock_entities = MagicMock()
+    mock_entities.SpanStatusCode.OK = "OK"
+    mock_entities.SpanEvent = DummySpanEvent
+
+    return {
+        "mlflow": MagicMock(),
+        "mlflow.tracking": mock_tracking,
+        "mlflow.entities": mock_entities,
+        "mlflow.tracing.utils": MagicMock(),
+    }
+
+
+def test_mlflow_stream_handler_uses_async_complete_response():
+    modules = _mock_mlflow_modules()
+    with patch.dict("sys.modules", modules):
+        from litellm.integrations.mlflow import MlflowLogger
+
+        mlflow_logger = MlflowLogger()
+        mlflow_logger._start_span_or_trace = MagicMock(return_value="mock_span")
+        mlflow_logger._end_span_or_trace = MagicMock()
+        mlflow_logger._extract_and_set_chat_attributes = MagicMock()
+
+        class DummyDelta:
+            def model_dump(self, exclude_none=True):
+                return {"content": "chunk"}
+
+        response_obj = MagicMock()
+        response_obj.choices = [MagicMock(delta=DummyDelta())]
+
+        final_response = MagicMock()
+        kwargs = {
+            "litellm_call_id": "abc123",
+            "async_complete_streaming_response": final_response,
+        }
+
+        mlflow_logger._handle_stream_event(
+            kwargs=kwargs,
+            response_obj=response_obj,
+            start_time=datetime.utcnow(),
+            end_time=datetime.utcnow(),
+        )
+
+        mlflow_logger._end_span_or_trace.assert_called_once()
+        assert (
+            mlflow_logger._end_span_or_trace.call_args.kwargs["outputs"]
+            is final_response
+        )
+        assert "abc123" not in mlflow_logger._stream_id_to_span

From a78f40f75ab59eb6f66764afdbe46e2a0fe189ff Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 15:25:45 -0800
Subject: [PATCH 084/178] [Fixes] Dynamic Rate Limiter - Dynamic rate limiting
 token count increases/decreases by 1 instead of actual count + Redis TTL 
 (#17558)

* fix async_log_success_event for _PROXY_DynamicRateLimitHandlerV3

* test_async_log_success_event_increments_by_actual_tokens

* fix redis TTL

* Potential fix for code scanning alert no. 3873: Clear-text logging of sensitive information

Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>

---------

Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>
---
 .../proxy/hooks/dynamic_rate_limiter_v3.py    | 118 +++++++++++
 .../hooks/parallel_request_limiter_v3.py      |   6 +
 litellm/proxy/proxy_config.yaml               |  65 +------
 .../hooks/test_dynamic_rate_limiter_v3.py     | 184 ++++++++++++++++++
 4 files changed, 315 insertions(+), 58 deletions(-)

diff --git a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
index 7e6ec1dc151..d091e348020 100644
--- a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
+++ b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
@@ -614,3 +614,121 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                 f"Error in dynamic rate limiter v3 post-call hook: {str(e)}"
             )
             return response
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        """
+        Update token usage for priority-based rate limiting after successful API calls.
+
+        Increments token counters for:
+        - model_saturation_check: Model-wide token tracking
+        - priority_model: Priority-specific token tracking
+        """
+        from litellm.litellm_core_utils.core_helpers import (
+            _get_parent_otel_span_from_kwargs,
+        )
+        from litellm.proxy.common_utils.callback_utils import (
+            get_model_group_from_litellm_kwargs,
+        )
+        from litellm.types.caching import RedisPipelineIncrementOperation
+        from litellm.types.utils import Usage
+
+        try:
+            verbose_proxy_logger.debug(
+                "INSIDE dynamic rate limiter ASYNC SUCCESS LOGGING"
+            )
+
+            litellm_parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs)
+
+            # Get metadata from standard_logging_object
+            standard_logging_object = kwargs.get("standard_logging_object") or {}
+            standard_logging_metadata = standard_logging_object.get("metadata") or {}
+
+            # Get model and priority
+            model_group = get_model_group_from_litellm_kwargs(kwargs)
+            if not model_group:
+                return
+
+            # Get priority from user_api_key_auth_metadata in standard_logging_metadata
+            # This is where user_api_key_dict.metadata is stored during pre-call
+            user_api_key_auth_metadata = standard_logging_metadata.get("user_api_key_auth_metadata") or {}
+            key_priority: Optional[str] = user_api_key_auth_metadata.get("priority")
+
+            # Get total tokens from response
+            total_tokens = 0
+            rate_limit_type = self.v3_limiter.get_rate_limit_type()
+
+            if isinstance(response_obj, ModelResponse):
+                _usage = getattr(response_obj, "usage", None)
+                if _usage and isinstance(_usage, Usage):
+                    if rate_limit_type == "output":
+                        total_tokens = _usage.completion_tokens
+                    elif rate_limit_type == "input":
+                        total_tokens = _usage.prompt_tokens
+                    elif rate_limit_type == "total":
+                        total_tokens = _usage.total_tokens
+
+            if total_tokens == 0:
+                return
+
+            # Create pipeline operations for token increments
+            pipeline_operations: List[RedisPipelineIncrementOperation] = []
+
+            # Model-wide token tracking (model_saturation_check)
+            model_token_key = self.v3_limiter.create_rate_limit_keys(
+                key="model_saturation_check",
+                value=model_group,
+                rate_limit_type="tokens",
+            )
+            pipeline_operations.append(
+                RedisPipelineIncrementOperation(
+                    key=model_token_key,
+                    increment_value=total_tokens,
+                    ttl=self.v3_limiter.window_size,
+                )
+            )
+
+            # Priority-specific token tracking (priority_model)
+            # Determine priority key (same logic as _get_priority_allocation)
+            has_explicit_priority = (
+                key_priority is not None
+                and litellm.priority_reservation is not None
+                and key_priority in litellm.priority_reservation
+            )
+
+            if has_explicit_priority and key_priority is not None:
+                priority_key = f"{model_group}:{key_priority}"
+            else:
+                priority_key = f"{model_group}:default_pool"
+
+            priority_token_key = self.v3_limiter.create_rate_limit_keys(
+                key="priority_model",
+                value=priority_key,
+                rate_limit_type="tokens",
+            )
+            pipeline_operations.append(
+                RedisPipelineIncrementOperation(
+                    key=priority_token_key,
+                    increment_value=total_tokens,
+                    ttl=self.v3_limiter.window_size,
+                )
+            )
+
+            # Execute token increments with TTL preservation
+            if pipeline_operations:
+                await self.v3_limiter.async_increment_tokens_with_ttl_preservation(
+                    pipeline_operations=pipeline_operations,
+                    parent_otel_span=litellm_parent_otel_span,
+                )
+
+                # Only log 'priority' if it's known safe; otherwise, redact.
+                SAFE_PRIORITIES = {"low", "medium", "high", "default"}
+                logged_priority = key_priority if key_priority in SAFE_PRIORITIES else "REDACTED"
+                verbose_proxy_logger.debug(
+                    f"[Dynamic Rate Limiter] Incremented tokens by {total_tokens} for "
+                    f"model={model_group}, priority={logged_priority}"
+                )
+
+        except Exception as e:
+            verbose_proxy_logger.exception(
+                f"Error in dynamic rate limiter success event: {str(e)}"
+            )
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index c462493de6c..6ef281e5dcd 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -65,6 +65,12 @@ for i = 1, #KEYS, 2 do
         table.insert(results, increment_value) -- counter
     else
         local counter = redis.call('INCR', counter_key)
+        -- This happens when window_key exists but counter_key doesn't (e.g., tokens key
+        -- created after requests key when both share the same window_key)
+        local current_ttl = redis.call('TTL', counter_key)
+        if current_ttl == -1 then
+            redis.call('EXPIRE', counter_key, window_size)
+        end
         table.insert(results, window_start) -- window_start
         table.insert(results, counter) -- counter
     end
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 098cdb80e04..a33f56b0327 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -1,67 +1,16 @@
 model_list:
-  - model_name: qwen-25vl-72b
+  - model_name: openai/gpt-4o-mini
     litellm_params:
-      model: bedrock/openai/arn:aws:bedrock:us-east-1:046319184608:imported-model/0m2lasirsp6z
+      model: openai/gpt-4o-mini
+      tpm: 1000
 
-guardrails:
-  - guardrail_name: "bedrock-pre-guard"
-    litellm_params:
-      guardrail: bedrock
-      mode: "pre_call"
-      guardrailIdentifier: ff6ujrregl1q
-      guardrailVersion: "DRAFT"
-
-
-# like MCPs/vector stores
-search_tools:
-  - search_tool_name: litellm-search
-    litellm_params:
-      search_provider: perplexity
-      api_key: os.environ/PERPLEXITYAI_API_KEY
-  - search_tool_name: firecrawl-search
-    litellm_params:
-      search_provider: firecrawl
-      api_key: os.environ/FIRECRAWL_API_KEY
-  
 
 litellm_settings:
-  max_end_user_budget_id: "2f6634cd-c631-4d3b-96c7-ad510ea06eaf"
-  # Comprehensive logging settings
-  store_audit_logs: true
-  verbose: true
-  log_level: "DEBUG"  # Options: DEBUG, INFO, WARNING, ERROR
-  callbacks: ["s3_v2", "smtp_email"]
-  s3_callback_params:
-    s3_endpoint_url: "https://localhost:443"  # Replace with your Minio server URL and port
-    s3_aws_access_key_id: "minioadmin"
-    s3_aws_secret_access_key: "minioadmin"
-    s3_region_name: "minio"  # This can be any value for Minio
-    s3_bucket_name: "litellm-test"  # Replace with your bucket name
-    s3_use_ssl: False
-    s3_verify: False
-  cache: True
-  cache_params:
-    type: local
-  drop_params: True
+  callbacks: ["dynamic_rate_limiter_v3"]
+  priority_reservation:
+    "prod": 0.9 # 90% reserved for production
+    "dev": 0.1 # 10% reserved for development
 
 
-general_settings:
-  store_prompts_in_spend_logs: True
-  pass_through_endpoints:
-    - path: "/special/rerank"
-      target: "https://api.cohere.com/v1/rerank"
-      headers:
-        Authorization: "Bearer os.environ/COHERE_API_KEY"
-      guardrails:
-        bedrock-pre-guard:
-          request_fields: ["documents[*].text"]
 
 
-vector_store_registry:
-  - vector_store_name: "bedrock-litellm-website-knowledgebase"
-    litellm_params:
-      vector_store_id: "T37J8R4WTM"
-      custom_llm_provider: "bedrock"
-      vector_store_description: "Bedrock vector store for the Litellm website knowledgebase"
-      vector_store_metadata:
-        source: "https://www.litellm.com/docs"
diff --git a/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter_v3.py
index 1f76013e237..d9e10e6f4b8 100644
--- a/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter_v3.py
@@ -1323,3 +1323,187 @@ async def test_default_priority_shared_pool():
     print(f"   - 3 keys without priority share ONE pool: {desc_a[0]['value']}")
     print(f"   - Shared pool limit: {desc_a[0]['rate_limit']['requests_per_unit']} RPM")
     print(f"   - Explicit priority 'prod' uses separate pool: {desc_prod[0]['value']}")
+
+
+@pytest.mark.asyncio
+async def test_async_log_success_event_increments_by_actual_tokens():
+    """
+    Test that async_log_success_event increments token counters by actual token usage.
+    
+    This validates the fix for Bug 1: Token count was incrementing by 1 instead of actual usage.
+    The async_log_success_event should increment both model_saturation_check and priority_model
+    counters by the actual completion_tokens (when rate_limit_type=output).
+    """
+    from unittest.mock import MagicMock
+
+    from litellm.types.utils import ModelResponse, Usage
+    
+    os.environ["LITELLM_LICENSE"] = "test-license-key"
+    litellm.priority_reservation = {"dev": 0.1, "prod": 0.9}
+    
+    dual_cache = DualCache()
+    handler = DynamicRateLimitHandler(internal_usage_cache=dual_cache)
+    
+    model = "test-token-increment"
+    llm_router = Router(
+        model_list=[
+            {
+                "model_name": model,
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                    "api_key": "test-key",
+                    "api_base": "test-base",
+                    "tpm": 1000,
+                },
+            }
+        ]
+    )
+    handler.update_variables(llm_router=llm_router)
+    
+    # Track what gets incremented
+    increment_calls = []
+    
+    async def mock_increment(pipeline_operations, parent_otel_span=None):
+        for op in pipeline_operations:
+            increment_calls.append({
+                "key": op["key"],
+                "increment_value": op["increment_value"],
+            })
+    
+    handler.v3_limiter.async_increment_tokens_with_ttl_preservation = mock_increment
+    
+    # Create mock response with 50 completion tokens
+    mock_response = MagicMock(spec=ModelResponse)
+    mock_response.usage = MagicMock(spec=Usage)
+    mock_response.usage.prompt_tokens = 10
+    mock_response.usage.completion_tokens = 50
+    mock_response.usage.total_tokens = 60
+    
+    # Create kwargs with priority in user_api_key_auth_metadata
+    kwargs = {
+        "standard_logging_object": {
+            "metadata": {
+                "user_api_key_auth_metadata": {"priority": "dev"},
+            },
+            "model_group": model,
+        },
+        "litellm_params": {
+            "metadata": {"model_group": model},
+        },
+    }
+    
+    with patch(
+        "litellm.proxy.common_utils.callback_utils.get_model_group_from_litellm_kwargs",
+        return_value=model,
+    ):
+        await handler.async_log_success_event(
+            kwargs=kwargs,
+            response_obj=mock_response,
+            start_time=None,
+            end_time=None,
+        )
+    
+    # Verify increments happened with actual token count (50 completion tokens)
+    assert len(increment_calls) == 2, f"Expected 2 increment calls, got {len(increment_calls)}"
+    
+    # Both should increment by 50 (completion_tokens, since rate_limit_type defaults to 'output')
+    for call in increment_calls:
+        assert call["increment_value"] == 50, (
+            f"Expected increment of 50 tokens, got {call['increment_value']} for key {call['key']}"
+        )
+    
+    # Verify correct keys were used
+    keys = [call["key"] for call in increment_calls]
+    assert any("model_saturation_check" in k for k in keys), "Should increment model_saturation_check"
+    assert any("priority_model" in k and "dev" in k for k in keys), "Should increment priority_model with 'dev' priority"
+
+
+@pytest.mark.asyncio
+async def test_async_log_success_event_uses_team_priority_from_auth_metadata():
+    """
+    Test that async_log_success_event correctly retrieves priority from user_api_key_auth_metadata.
+    
+    This validates the fix where priority is retrieved from standard_logging_metadata.user_api_key_auth_metadata
+    instead of just standard_logging_metadata.priority. This is important for team-based priority inheritance.
+    """
+    from unittest.mock import MagicMock
+
+    from litellm.types.utils import ModelResponse, Usage
+    
+    os.environ["LITELLM_LICENSE"] = "test-license-key"
+    litellm.priority_reservation = {"team_priority": 0.8, "default": 0.2}
+    
+    dual_cache = DualCache()
+    handler = DynamicRateLimitHandler(internal_usage_cache=dual_cache)
+    
+    model = "test-team-priority"
+    llm_router = Router(
+        model_list=[
+            {
+                "model_name": model,
+                "litellm_params": {
+                    "model": "gpt-3.5-turbo",
+                    "api_key": "test-key",
+                    "api_base": "test-base",
+                    "tpm": 1000,
+                },
+            }
+        ]
+    )
+    handler.update_variables(llm_router=llm_router)
+    
+    # Track incremented keys to verify priority is used correctly
+    incremented_keys = []
+    
+    async def mock_increment(pipeline_operations, parent_otel_span=None):
+        for op in pipeline_operations:
+            incremented_keys.append(op["key"])
+    
+    handler.v3_limiter.async_increment_tokens_with_ttl_preservation = mock_increment
+    
+    # Create mock response
+    mock_response = MagicMock(spec=ModelResponse)
+    mock_response.usage = MagicMock(spec=Usage)
+    mock_response.usage.prompt_tokens = 10
+    mock_response.usage.completion_tokens = 20
+    mock_response.usage.total_tokens = 30
+    
+    # Simulate team metadata inheritance: priority is in user_api_key_auth_metadata
+    # This is how the proxy passes team metadata to the callback
+    kwargs = {
+        "standard_logging_object": {
+            "metadata": {
+                # Priority NOT at top level (this would fail before the fix)
+                # Priority IS in user_api_key_auth_metadata (team inheritance)
+                "user_api_key_auth_metadata": {"priority": "team_priority"},
+            },
+            "model_group": model,
+        },
+        "litellm_params": {
+            "metadata": {"model_group": model},
+        },
+    }
+    
+    with patch(
+        "litellm.proxy.common_utils.callback_utils.get_model_group_from_litellm_kwargs",
+        return_value=model,
+    ):
+        await handler.async_log_success_event(
+            kwargs=kwargs,
+            response_obj=mock_response,
+            start_time=None,
+            end_time=None,
+        )
+    
+    # Verify the priority_model key uses 'team_priority' (not 'default_pool')
+    priority_keys = [k for k in incremented_keys if "priority_model" in k]
+    assert len(priority_keys) == 1, f"Expected 1 priority_model key, got {len(priority_keys)}"
+    
+    # The key should contain 'team_priority', not 'default_pool'
+    assert "team_priority" in priority_keys[0], (
+        f"Expected priority key to use 'team_priority' from user_api_key_auth_metadata, "
+        f"got key: {priority_keys[0]}"
+    )
+    assert "default_pool" not in priority_keys[0], (
+        f"Priority key should NOT use 'default_pool', should use team's priority. Got: {priority_keys[0]}"
+    )

From 769f3cc310a71be0b19f8b9c5aeb611578ee52f9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 15:26:00 -0800
Subject: [PATCH 085/178] [Bug fix] Secret Managers Integration - Make email
 and secret manager operations independent in key management hooks (#17551)

* TestKeyManagementEventHooksIndependentOperations

* KeyManagementEventHooks - make ops independant
---
 .../proxy/hooks/key_management_event_hooks.py | 216 ++++++++++++------
 .../hooks/test_key_management_event_hooks.py  | 130 +++++++++++
 2 files changed, 276 insertions(+), 70 deletions(-)
 create mode 100644 tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py

diff --git a/litellm/proxy/hooks/key_management_event_hooks.py b/litellm/proxy/hooks/key_management_event_hooks.py
index 44be6bbe656..5cfc85ae7aa 100644
--- a/litellm/proxy/hooks/key_management_event_hooks.py
+++ b/litellm/proxy/hooks/key_management_event_hooks.py
@@ -45,9 +45,13 @@ class KeyManagementEventHooks:
         )
         from litellm.proxy.proxy_server import litellm_proxy_admin_name
 
-        await KeyManagementEventHooks._send_key_created_email(
-            response.model_dump(exclude_none=True)
-        )
+        # Send email notification - non-blocking, independent operation
+        try:
+            await KeyManagementEventHooks._send_key_created_email(
+                response.model_dump(exclude_none=True)
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(f"Failed to send key created email: {e}")
 
         # Enterprise Feature - Audit Logging. Enable with litellm.store_audit_logs = True
         if litellm.store_audit_logs is True:
@@ -69,11 +73,17 @@ class KeyManagementEventHooks:
                     )
                 )
             )
-        # store the generated key in the secret manager
-        await KeyManagementEventHooks._store_virtual_key_in_secret_manager(
-            secret_name=data.key_alias or f"virtual-key-{response.token_id}",
-            secret_token=response.key,
-        )
+
+        # Store the generated key in the secret manager - non-blocking, independent operation
+        try:
+            await KeyManagementEventHooks._store_virtual_key_in_secret_manager(
+                secret_name=data.key_alias or f"virtual-key-{response.token_id}",
+                secret_token=response.key,
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(
+                f"Failed to store virtual key in secret manager: {e}"
+            )
 
     @staticmethod
     async def async_key_updated_hook(
@@ -132,22 +142,31 @@ class KeyManagementEventHooks:
         )
         from litellm.proxy.proxy_server import litellm_proxy_admin_name
 
-        # store the generated key in the secret manager
+        # Store the generated key in the secret manager - non-blocking, independent operation
         if data is not None and response.token_id is not None:
-            initial_secret_name = (
-                existing_key_row.key_alias or f"virtual-key-{existing_key_row.token}"
-            )
-            await KeyManagementEventHooks._rotate_virtual_key_in_secret_manager(
-                current_secret_name=initial_secret_name,
-                new_secret_name=data.key_alias or f"virtual-key-{response.token_id}",
-                new_secret_value=response.key,
-            )
+            try:
+                initial_secret_name = (
+                    existing_key_row.key_alias
+                    or f"virtual-key-{existing_key_row.token}"
+                )
+                await KeyManagementEventHooks._rotate_virtual_key_in_secret_manager(
+                    current_secret_name=initial_secret_name,
+                    new_secret_name=data.key_alias or f"virtual-key-{response.token_id}",
+                    new_secret_value=response.key,
+                )
+            except Exception as e:
+                verbose_proxy_logger.warning(
+                    f"Failed to rotate virtual key in secret manager: {e}"
+                )
 
-        # send key rotated email if configured
-        await KeyManagementEventHooks._send_key_rotated_email(
-            response=response.model_dump(exclude_none=True),
-            existing_key_alias=existing_key_row.key_alias,
-        )
+        # Send key rotated email if configured - non-blocking, independent operation
+        try:
+            await KeyManagementEventHooks._send_key_rotated_email(
+                response=response.model_dump(exclude_none=True),
+                existing_key_alias=existing_key_row.key_alias,
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(f"Failed to send key rotated email: {e}")
 
         # store the audit log
         if litellm.store_audit_logs is True and existing_key_row.token is not None:
@@ -324,66 +343,109 @@ class KeyManagementEventHooks:
                             )
 
     @staticmethod
-    async def _send_key_created_email(response: dict):
+    def _is_email_sending_enabled() -> bool:
+        """
+        Check if email sending is enabled via v2 enterprise loggers or v0 alerting config.
+
+        Returns True only if email is actually configured, preventing any email
+        processing when the user has not opted in.
+        """
+        # Check v2 enterprise email loggers
         try:
             from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
                 BaseEmailLogger,
             )
-        except ImportError:
-            raise Exception(
-                "Trying to use Email Hooks"
-                + CommonProxyErrors.missing_enterprise_package.value
+
+            initialized_email_loggers = (
+                litellm.logging_callback_manager.get_custom_loggers_for_type(
+                    callback_type=BaseEmailLogger
+                )
             )
+            if len(initialized_email_loggers) > 0:
+                return True
+        except ImportError:
+            pass
+
+        # Check v0 alerting config
+        from litellm.proxy.proxy_server import general_settings
+
+        if "email" in general_settings.get("alerting", []):
+            return True
+
+        return False
+
+    @staticmethod
+    async def _send_key_created_email(response: dict):
+        """
+        Send key created email if email sending is enabled.
+
+        This method is non-blocking - it will return silently if email is not
+        configured, and will log warnings instead of raising exceptions on failure.
+        """
+        # Early exit if email is not enabled
+        if not KeyManagementEventHooks._is_email_sending_enabled():
+            verbose_proxy_logger.debug(
+                "Email sending not enabled, skipping key created email"
+            )
+            return
 
         from litellm.proxy.proxy_server import general_settings, proxy_logging_obj
 
+        ##########################
+        # v2 integration for emails (enterprise)
+        ##########################
         try:
+            from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
+                BaseEmailLogger,
+            )
             from litellm_enterprise.types.enterprise_callbacks.send_emails import (
                 SendKeyCreatedEmailEvent,
             )
+
+            initialized_email_loggers = (
+                litellm.logging_callback_manager.get_custom_loggers_for_type(
+                    callback_type=BaseEmailLogger
+                )
+            )
+            if len(initialized_email_loggers) > 0:
+                event = SendKeyCreatedEmailEvent(
+                    virtual_key=response.get("key", ""),
+                    event="key_created",
+                    event_group=Litellm_EntityType.KEY,
+                    event_message="API Key Created",
+                    token=response.get("token", ""),
+                    spend=response.get("spend", 0.0),
+                    max_budget=response.get("max_budget", 0.0),
+                    user_id=response.get("user_id", None),
+                    team_id=response.get("team_id", "Default Team"),
+                    key_alias=response.get("key_alias", None),
+                )
+                for email_logger in initialized_email_loggers:
+                    if isinstance(email_logger, BaseEmailLogger):
+                        await email_logger.send_key_created_email(
+                            send_key_created_email_event=event,
+                        )
+                return
         except ImportError:
-            raise Exception(
-                "Trying to use Email Hooks"
-                + CommonProxyErrors.missing_enterprise_package.value
-            )
-
-        event = SendKeyCreatedEmailEvent(
-            virtual_key=response.get("key", ""),
-            event="key_created",
-            event_group=Litellm_EntityType.KEY,
-            event_message="API Key Created",
-            token=response.get("token", ""),
-            spend=response.get("spend", 0.0),
-            max_budget=response.get("max_budget", 0.0),
-            user_id=response.get("user_id", None),
-            team_id=response.get("team_id", "Default Team"),
-            key_alias=response.get("key_alias", None),
-        )
-
-        ##########################
-        # v2 integration for emails
-        ##########################
-        initialized_email_loggers = (
-            litellm.logging_callback_manager.get_custom_loggers_for_type(
-                callback_type=BaseEmailLogger
-            )
-        )
-        if len(initialized_email_loggers) > 0:
-            for email_logger in initialized_email_loggers:
-                if isinstance(email_logger, BaseEmailLogger):
-                    await email_logger.send_key_created_email(
-                        send_key_created_email_event=event,
-                    )
+            pass
 
         ##########################
         # v0 integration for emails
         ##########################
-        else:
-            if "email" not in general_settings.get("alerting", []):
-                raise ValueError(
-                    "Email alerting not setup on config.yaml. Please set `alerting=['email']. \nDocs: https://docs.litellm.ai/docs/proxy/email`"
-                )
+        if "email" in general_settings.get("alerting", []):
+            from litellm.proxy._types import WebhookEvent
 
+            event = WebhookEvent(
+                event="key_created",
+                event_group=Litellm_EntityType.KEY,
+                event_message="API Key Created",
+                token=response.get("token", ""),
+                spend=response.get("spend", 0.0),
+                max_budget=response.get("max_budget", 0.0),
+                user_id=response.get("user_id", None),
+                team_id=response.get("team_id", "Default Team"),
+                key_alias=response.get("key_alias", None),
+            )
             # If user configured email alerting - send an Email letting their end-user know the key was created
             asyncio.create_task(
                 proxy_logging_obj.slack_alerting_instance.send_key_created_or_user_invited_email(
@@ -393,25 +455,39 @@ class KeyManagementEventHooks:
 
     @staticmethod
     async def _send_key_rotated_email(response: dict, existing_key_alias: Optional[str]):
+        """
+        Send key rotated email if email sending is enabled.
+
+        This method is non-blocking - it will return silently if email is not
+        configured, and will log warnings instead of raising exceptions on failure.
+        """
+        # Early exit if email is not enabled
+        if not KeyManagementEventHooks._is_email_sending_enabled():
+            verbose_proxy_logger.debug(
+                "Email sending not enabled, skipping key rotated email"
+            )
+            return
+
         try:
             from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
                 BaseEmailLogger,
             )
         except ImportError:
-            raise Exception(
-                "Trying to use Email Hooks"
-                + CommonProxyErrors.missing_enterprise_package.value
+            # Enterprise package not installed - v0 doesn't support key rotated email
+            verbose_proxy_logger.debug(
+                "Enterprise package not installed, skipping key rotated email"
             )
+            return
 
         try:
             from litellm_enterprise.types.enterprise_callbacks.send_emails import (
                 SendKeyRotatedEmailEvent,
             )
         except ImportError:
-            raise Exception(
-                "Trying to use Email Hooks"
-                + CommonProxyErrors.missing_enterprise_package.value
+            verbose_proxy_logger.debug(
+                "Enterprise types not available, skipping key rotated email"
             )
+            return
 
         event = SendKeyRotatedEmailEvent(
             virtual_key=response.get("key", ""),
diff --git a/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py b/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py
new file mode 100644
index 00000000000..f731d9e298a
--- /dev/null
+++ b/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py
@@ -0,0 +1,130 @@
+"""
+Tests for KeyManagementEventHooks.
+
+Validates that email and secret manager operations are independent and non-blocking.
+"""
+
+import os
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../.."))
+
+from litellm.proxy.hooks.key_management_event_hooks import KeyManagementEventHooks
+
+
+class TestKeyManagementEventHooksIndependentOperations:
+    """Tests that email and secret manager operations are independent."""
+
+    @pytest.mark.asyncio
+    async def test_email_failure_does_not_block_secret_manager(self):
+        """
+        Test that if email sending fails, secret manager operation still runs.
+
+        This validates the independent operation design where one failure
+        does not block the other operation.
+        """
+        secret_manager_called = {"called": False}
+
+        # Mock the email method to raise an exception
+        async def mock_send_email_raises(*args, **kwargs):
+            raise Exception("Email service unavailable")
+
+        # Mock the secret manager method to track if it was called
+        async def mock_store_secret(*args, **kwargs):
+            secret_manager_called["called"] = True
+
+        # Create mock objects for the hook parameters
+        mock_data = MagicMock()
+        mock_data.key_alias = "test-key-alias"
+
+        mock_response = MagicMock()
+        mock_response.model_dump.return_value = {"key": "sk-test", "token": "test-token"}
+        mock_response.model_dump_json.return_value = '{"key": "sk-test"}'
+        mock_response.token_id = "token-123"
+        mock_response.key = "sk-test-key"
+
+        mock_user_api_key_dict = MagicMock()
+        mock_user_api_key_dict.user_id = "user-123"
+        mock_user_api_key_dict.api_key = "api-key-123"
+
+        with patch.object(
+            KeyManagementEventHooks,
+            "_send_key_created_email",
+            side_effect=mock_send_email_raises,
+        ), patch.object(
+            KeyManagementEventHooks,
+            "_store_virtual_key_in_secret_manager",
+            side_effect=mock_store_secret,
+        ), patch(
+            "litellm.store_audit_logs", False
+        ), patch(
+            "litellm.proxy.hooks.key_management_event_hooks.verbose_proxy_logger"
+        ):
+            # Should not raise even though email fails
+            await KeyManagementEventHooks.async_key_generated_hook(
+                data=mock_data,
+                response=mock_response,
+                user_api_key_dict=mock_user_api_key_dict,
+            )
+
+        # Secret manager should have been called despite email failure
+        assert secret_manager_called["called"] is True
+
+    @pytest.mark.asyncio
+    async def test_secret_manager_failure_does_not_block_email(self):
+        """
+        Test that if secret manager fails, email operation still runs.
+
+        This validates the independent operation design where one failure
+        does not block the other operation.
+        """
+        email_called = {"called": False}
+
+        # Mock the email method to track if it was called
+        async def mock_send_email(*args, **kwargs):
+            email_called["called"] = True
+
+        # Mock the secret manager method to raise an exception
+        async def mock_store_secret_raises(*args, **kwargs):
+            raise Exception("Secret manager unavailable")
+
+        # Create mock objects for the hook parameters
+        mock_data = MagicMock()
+        mock_data.key_alias = "test-key-alias"
+
+        mock_response = MagicMock()
+        mock_response.model_dump.return_value = {"key": "sk-test", "token": "test-token"}
+        mock_response.model_dump_json.return_value = '{"key": "sk-test"}'
+        mock_response.token_id = "token-123"
+        mock_response.key = "sk-test-key"
+
+        mock_user_api_key_dict = MagicMock()
+        mock_user_api_key_dict.user_id = "user-123"
+        mock_user_api_key_dict.api_key = "api-key-123"
+
+        with patch.object(
+            KeyManagementEventHooks,
+            "_send_key_created_email",
+            side_effect=mock_send_email,
+        ), patch.object(
+            KeyManagementEventHooks,
+            "_store_virtual_key_in_secret_manager",
+            side_effect=mock_store_secret_raises,
+        ), patch(
+            "litellm.store_audit_logs", False
+        ), patch(
+            "litellm.proxy.hooks.key_management_event_hooks.verbose_proxy_logger"
+        ):
+            # Should not raise even though secret manager fails
+            await KeyManagementEventHooks.async_key_generated_hook(
+                data=mock_data,
+                response=mock_response,
+                user_api_key_dict=mock_user_api_key_dict,
+            )
+
+        # Email should have been called despite secret manager failure
+        assert email_called["called"] is True
+

From 7259de2f12360ef8040b95474368dd67f49d3855 Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 20:26:20 -0300
Subject: [PATCH 086/178] feat: add Mistral Large 3 model support (#17547)

Add Mistral Large 3 (675B MoE) to model catalog for both providers:
- mistral/mistral-large-3
- azure_ai/mistral-large-3

Specs:
- 256k context window
- $0.50/1M input, $1.50/1M output
- Supports vision (multimodal)
- Supports function calling

Closes #17527
---
 model_prices_and_context_window.json | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 634ea6dc48a..d4afde20e93 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -5164,6 +5164,19 @@
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
+    "azure_ai/mistral-large-3": {
+        "input_cost_per_token": 5e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 256000,
+        "max_output_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-06,
+        "source": "https://azure.microsoft.com/en-us/blog/introducing-mistral-large-3-in-microsoft-foundry-open-capable-and-ready-for-production-workloads/",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure_ai/mistral-medium-2505": {
         "input_cost_per_token": 4e-07,
         "litellm_provider": "azure_ai",
@@ -18745,6 +18758,21 @@
         "supports_response_schema": true,
         "supports_tool_choice": true
     },
+    "mistral/mistral-large-3": {
+        "input_cost_per_token": 5e-07,
+        "litellm_provider": "mistral",
+        "max_input_tokens": 256000,
+        "max_output_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-06,
+        "source": "https://docs.mistral.ai/models/mistral-large-3-25-12",
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "mistral/mistral-medium": {
         "input_cost_per_token": 2.7e-06,
         "litellm_provider": "mistral",

From 6ff7ed14f693d1360546891ede68b519eea003fc Mon Sep 17 00:00:00 2001
From: Devaj Mody <m.devaj.m@gmail.com>
Date: Fri, 5 Dec 2025 18:30:59 -0500
Subject: [PATCH 087/178] fix(team): use organization.members instead of
 deprecated organization.users (#17557)

Fixes #17552

  - Change Prisma include from 'users' to 'members'
  - Use LiteLLM_OrganizationTableWithMembers type for membership validation
  - Access organization.members instead of organization.users
  - Add tests for membership validation
---
 .../management_endpoints/team_endpoints.py    |   9 +-
 .../test_team_endpoints.py                    | 114 +++++++++++++++++-
 2 files changed, 117 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 4b62e490a82..9009ce8995b 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -31,6 +31,7 @@ from litellm.proxy._types import (
     LiteLLM_ManagementEndpoint_MetadataFields_Premium,
     LiteLLM_ModelTable,
     LiteLLM_OrganizationTable,
+    LiteLLM_OrganizationTableWithMembers,
     LiteLLM_TeamMembership,
     LiteLLM_TeamTable,
     LiteLLM_TeamTableCachedObj,
@@ -1051,7 +1052,7 @@ async def fetch_and_validate_organization(
 
     organization_row = await prisma_client.db.litellm_organizationtable.find_unique(
         where={"organization_id": organization_id},
-        include={"litellm_budget_table": True, "users": True},
+        include={"litellm_budget_table": True, "members": True},
     )
 
     if organization_row is None:
@@ -1064,7 +1065,7 @@ async def fetch_and_validate_organization(
 
     validate_team_org_change(
         team=LiteLLM_TeamTable(**existing_team_row.model_dump()),
-        organization=LiteLLM_OrganizationTable(**organization_row.model_dump()),
+        organization=LiteLLM_OrganizationTableWithMembers(**organization_row.model_dump()),
         llm_router=llm_router,
     )
 
@@ -1072,7 +1073,7 @@ async def fetch_and_validate_organization(
 
 
 def validate_team_org_change(
-    team: LiteLLM_TeamTable, organization: LiteLLM_OrganizationTable, llm_router: Router
+    team: LiteLLM_TeamTable, organization: LiteLLM_OrganizationTableWithMembers, llm_router: Router
 ) -> bool:
     """
     Validate that a team can be moved to an organization.
@@ -1123,7 +1124,7 @@ def validate_team_org_change(
 
     # Check if the team's user_id is a member of the org
     team_members = [m.user_id for m in team.members_with_roles]
-    org_members = [m.user_id for m in organization.users] if organization.users else []
+    org_members = [m.user_id for m in organization.members] if organization.members else []
     not_in_org = [
         m
         for m in team_members
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 06ec71a84f8..d096b5515a0 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -16,7 +16,9 @@ sys.path.insert(
 )  # Adds the parent directory to the system path
 from litellm.proxy._types import UserAPIKeyAuth  # Import UserAPIKeyAuth
 from litellm.proxy._types import (
+    LiteLLM_OrganizationMembershipTable,
     LiteLLM_OrganizationTable,
+    LiteLLM_OrganizationTableWithMembers,
     LiteLLM_TeamTable,
     LitellmUserRoles,
     Member,
@@ -95,7 +97,7 @@ async def test_validate_team_org_change_same_org_id():
     team.members_with_roles = []
 
     # Mock organization
-    organization = MagicMock(spec=LiteLLM_OrganizationTable)
+    organization = MagicMock(spec=LiteLLM_OrganizationTableWithMembers)
     organization.organization_id = org_id
     organization.models = []
     organization.litellm_budget_table = MagicMock()
@@ -108,7 +110,7 @@ async def test_validate_team_org_change_same_org_id():
     organization.litellm_budget_table.rpm_limit = (
         50  # This would normally fail validation
     )
-    organization.users = []
+    organization.members = []
 
     # Mock Router
     mock_router = MagicMock(spec=Router)
@@ -126,6 +128,114 @@ async def test_validate_team_org_change_same_org_id():
         mock_access_check.assert_not_called()  # Ensure access check wasn't called
 
 
+@pytest.mark.asyncio
+async def test_validate_team_org_change_members_in_org():
+    """
+    Test that validate_team_org_change passes when team members are in organization.members.
+
+    This tests the fix for issue #17552 where membership was incorrectly checked against
+    organization.users (deprecated) instead of organization.members (correct).
+    """
+    team_org_id = "team-org-123"
+    new_org_id = "new-org-456"
+    user_id_1 = "user-123"
+    user_id_2 = "user-456"
+
+    # Mock team with members
+    team = MagicMock(spec=LiteLLM_TeamTable)
+    team.organization_id = team_org_id
+    team.models = []
+    team.max_budget = None
+    team.tpm_limit = None
+    team.rpm_limit = None
+
+    # Create mock team members
+    team_member_1 = MagicMock()
+    team_member_1.user_id = user_id_1
+    team_member_2 = MagicMock()
+    team_member_2.user_id = user_id_2
+    team.members_with_roles = [team_member_1, team_member_2]
+
+    # Mock organization with members (using LiteLLM_OrganizationMembershipTable structure)
+    organization = MagicMock(spec=LiteLLM_OrganizationTableWithMembers)
+    organization.organization_id = new_org_id
+    organization.models = []
+    organization.litellm_budget_table = None
+
+    # Create mock organization members - these should match team members
+    org_member_1 = MagicMock(spec=LiteLLM_OrganizationMembershipTable)
+    org_member_1.user_id = user_id_1
+    org_member_2 = MagicMock(spec=LiteLLM_OrganizationMembershipTable)
+    org_member_2.user_id = user_id_2
+    organization.members = [org_member_1, org_member_2]
+
+    # Mock Router
+    mock_router = MagicMock(spec=Router)
+
+    # Test should pass - all team members are in org members
+    result = validate_team_org_change(
+        team=team, organization=organization, llm_router=mock_router
+    )
+    assert result is True
+
+
+@pytest.mark.asyncio
+async def test_validate_team_org_change_member_not_in_org():
+    """
+    Test that validate_team_org_change raises HTTPException when team members
+    are NOT in organization.members.
+
+    This tests the fix for issue #17552 where membership was incorrectly checked against
+    organization.users (deprecated) instead of organization.members (correct).
+    """
+    team_org_id = "team-org-123"
+    new_org_id = "new-org-456"
+    user_id_1 = "user-123"
+    user_id_2 = "user-456"
+    user_id_not_in_org = "user-not-in-org-789"
+
+    # Mock team with members (including one not in org)
+    team = MagicMock(spec=LiteLLM_TeamTable)
+    team.organization_id = team_org_id
+    team.models = []
+    team.max_budget = None
+    team.tpm_limit = None
+    team.rpm_limit = None
+
+    # Create mock team members - user_id_not_in_org is not in the org
+    team_member_1 = MagicMock()
+    team_member_1.user_id = user_id_1
+    team_member_2 = MagicMock()
+    team_member_2.user_id = user_id_not_in_org
+    team.members_with_roles = [team_member_1, team_member_2]
+
+    # Mock organization with members (missing user_id_not_in_org)
+    organization = MagicMock(spec=LiteLLM_OrganizationTableWithMembers)
+    organization.organization_id = new_org_id
+    organization.models = []
+    organization.litellm_budget_table = None
+
+    # Create mock organization members - only user_id_1 and user_id_2 are members
+    org_member_1 = MagicMock(spec=LiteLLM_OrganizationMembershipTable)
+    org_member_1.user_id = user_id_1
+    org_member_2 = MagicMock(spec=LiteLLM_OrganizationMembershipTable)
+    org_member_2.user_id = user_id_2
+    organization.members = [org_member_1, org_member_2]
+
+    # Mock Router
+    mock_router = MagicMock(spec=Router)
+
+    # Test should fail - user_id_not_in_org is not in org members
+    with pytest.raises(HTTPException) as exc_info:
+        validate_team_org_change(
+            team=team, organization=organization, llm_router=mock_router
+        )
+
+    assert exc_info.value.status_code == 403
+    assert "not a member of the organization" in str(exc_info.value.detail)
+    assert user_id_not_in_org in str(exc_info.value.detail)
+
+
 # Test for /team/permissions_list endpoint (GET)
 @pytest.mark.asyncio
 async def test_get_team_permissions_list_success(mock_db_client, mock_admin_auth):

From f02df3035a331ca214080a08afd83a250d596491 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 15:42:27 -0800
Subject: [PATCH 088/178] [Feat] Allow using dynamic rate limit/priority
 reservation on teams  (#17061)

* use helper to get key/team priority

* test_team_metadata_priority

* docs team priority
---
 .../docs/proxy/dynamic_rate_limit.md          | 39 ++++++++++++-
 .../proxy/hooks/dynamic_rate_limiter_v3.py    | 56 ++++++++++++++-----
 2 files changed, 79 insertions(+), 16 deletions(-)

diff --git a/docs/my-website/docs/proxy/dynamic_rate_limit.md b/docs/my-website/docs/proxy/dynamic_rate_limit.md
index 9c875a51eba..f5438b5a6f5 100644
--- a/docs/my-website/docs/proxy/dynamic_rate_limit.md
+++ b/docs/my-website/docs/proxy/dynamic_rate_limit.md
@@ -175,7 +175,37 @@ general_settings:
 litellm --config /path/to/config.yaml
 ```
 
-#### 2. Create Keys with Priority Levels
+### Set priority on either a team or a key
+
+Priority can be set at either the **team level** or **key level**. Team-level priority takes precedence over key-level priority.
+
+**Option A: Set Priority on Team (Recommended)**
+
+All keys within a team will inherit the team's priority. This is useful when you want all keys for a specific environment or project to have the same priority.
+
+```bash
+curl -X POST 'http://0.0.0.0:4000/team/new' \
+-H 'Authorization: Bearer sk-1234' \
+-H 'Content-Type: application/json' \
+-d '{
+  "team_alias": "production-team",
+  "metadata": {"priority": "prod"}
+}'
+```
+
+Create a key for this team:
+```bash
+curl -X POST 'http://0.0.0.0:4000/key/generate' \
+-H 'Authorization: Bearer sk-1234' \
+-H 'Content-Type: application/json' \
+-d '{
+  "team_id": "team-id-from-previous-response"
+}'
+```
+
+**Option B: Set Priority on Individual Keys**
+
+Set priority directly on the key. This is useful when you need fine-grained control per key.
 
 **Production Key:**
 ```bash
@@ -205,7 +235,7 @@ curl -X POST 'http://0.0.0.0:4000/key/generate' \
 -d '{}'
 ```
 
-**Expected Response for both:**
+**Expected Response:**
 ```json
 {
   "key": "sk-...",
@@ -214,6 +244,11 @@ curl -X POST 'http://0.0.0.0:4000/key/generate' \
 }
 ```
 
+**Priority Resolution Order:**
+1. If key belongs to a team with `metadata.priority` set → use team priority
+2. Else if key has `metadata.priority` set → use key priority  
+3. Else → use `default_priority` from config
+
 #### 3. Test Priority Allocation
 
 **Test Production Key (should get 9 RPM):**
diff --git a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
index d091e348020..53419ef6ad7 100644
--- a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
+++ b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
@@ -80,6 +80,32 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                 weight = convert_priority_to_percent(value, model_info)
         return weight
 
+    def _get_priority_from_user_api_key_dict(
+        self, user_api_key_dict: UserAPIKeyAuth
+    ) -> Optional[str]:
+        """
+        Get priority from user_api_key_dict.
+        
+        Checks team metadata first (takes precedence), then falls back to key metadata.
+        
+        Args:
+            user_api_key_dict: User authentication info
+            
+        Returns:
+            Priority string if found, None otherwise
+        """
+        priority: Optional[str] = None
+        
+        # Check team metadata first (takes precedence)
+        if user_api_key_dict.team_metadata is not None:
+            priority = user_api_key_dict.team_metadata.get("priority", None)
+        
+        # Fall back to key metadata
+        if priority is None:
+            priority = user_api_key_dict.metadata.get("priority", None)
+            
+        return priority
+
     def _normalize_priority_weights(
         self, model_info: ModelGroupInfo
     ) -> Dict[str, float]:
@@ -328,7 +354,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
         model: str,
         model_group_info: ModelGroupInfo,
         user_api_key_dict: UserAPIKeyAuth,
-        key_priority: Optional[str],
+        priority: Optional[str],
         saturation: float,
         data: dict,
     ) -> None:
@@ -355,7 +381,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
             model: Model name
             model_group_info: Model configuration
             user_api_key_dict: User authentication info
-            key_priority: User's priority level
+            priority: User's priority level
             saturation: Current saturation level
             data: Request data dictionary
 
@@ -384,7 +410,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
         priority_descriptors = self._create_priority_based_descriptors(
             model=model,
             user_api_key_dict=user_api_key_dict,
-            priority=key_priority,
+            priority=priority,
         )
         if priority_descriptors:
             descriptors_to_check.extend(priority_descriptors)
@@ -412,14 +438,14 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                             status_code=429,
                             detail={
                                 "error": f"Model capacity reached for {model}. "
-                                f"Priority: {key_priority}, "
+                                f"Priority: {priority}, "
                                 f"Rate limit type: {status['rate_limit_type']}, "
                                 f"Remaining: {status['limit_remaining']}"
                             },
                             headers={
                                 "retry-after": str(self.v3_limiter.window_size),
                                 "rate_limit_type": str(status["rate_limit_type"]),
-                                "x-litellm-priority": key_priority or "default",
+                                "x-litellm-priority": priority or "default",
                             },
                         )
 
@@ -427,13 +453,13 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                     elif descriptor_key == "priority_model" and should_enforce_priority:
                         verbose_proxy_logger.debug(
                             f"Enforcing priority limits for {model}, saturation: {saturation:.1%}, "
-                            f"priority: {key_priority}"
+                            f"priority: {priority}"
                         )
                         raise HTTPException(
                             status_code=429,
                             detail={
                                 "error": f"Priority-based rate limit exceeded. "
-                                f"Priority: {key_priority}, "
+                                f"Priority: {priority}, "
                                 f"Rate limit type: {status['rate_limit_type']}, "
                                 f"Remaining: {status['limit_remaining']}, "
                                 f"Model saturation: {saturation:.1%}"
@@ -441,7 +467,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                             headers={
                                 "retry-after": str(self.v3_limiter.window_size),
                                 "rate_limit_type": str(status["rate_limit_type"]),
-                                "x-litellm-priority": key_priority or "default",
+                                "x-litellm-priority": priority or "default",
                                 "x-litellm-saturation": f"{saturation:.2%}",
                             },
                         )
@@ -521,7 +547,9 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
             return None
 
         model = data["model"]
-        key_priority: Optional[str] = user_api_key_dict.metadata.get("priority", None)
+        priority = self._get_priority_from_user_api_key_dict(
+            user_api_key_dict=user_api_key_dict
+        )
 
         # Get model configuration
         model_group_info: Optional[ModelGroupInfo] = (
@@ -543,7 +571,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
 
             verbose_proxy_logger.debug(
                 f"[Dynamic Rate Limiter] Model={model}, Saturation={saturation:.1%}, "
-                f"Threshold={saturation_threshold:.1%}, Priority={key_priority}"
+                f"Threshold={saturation_threshold:.1%}, Priority={priority}"
             )
 
             # STEP 2: Check rate limits in THREE phases
@@ -555,7 +583,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                 model=model,
                 model_group_info=model_group_info,
                 user_api_key_dict=user_api_key_dict,
-                key_priority=key_priority,
+                priority=priority,
                 saturation=saturation,
                 data=data,
             )
@@ -586,8 +614,8 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
 
             # Add additional priority-specific headers
             if isinstance(response, ModelResponse):
-                key_priority: Optional[str] = user_api_key_dict.metadata.get(
-                    "priority", None
+                priority = self._get_priority_from_user_api_key_dict(
+                    user_api_key_dict=user_api_key_dict
                 )
 
                 # Get existing additional headers
@@ -599,7 +627,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                 )
 
                 # Add priority information
-                additional_headers["x-litellm-priority"] = key_priority or "default"
+                additional_headers["x-litellm-priority"] = priority or "default"
                 additional_headers["x-litellm-rate-limiter-version"] = "v3"
 
                 # Update response

From 5fb7530d8c28c040ef10ec1a53f7f67d6efb266c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 5 Dec 2025 15:44:15 -0800
Subject: [PATCH 089/178] build(deps): bump jws from 3.2.2 to 3.2.3 in
 /ui/litellm-dashboard (#17494)

Bumps [jws](https://github.com/brianloveswords/node-jws) from 3.2.2 to 3.2.3.
- [Release notes](https://github.com/brianloveswords/node-jws/releases)
- [Changelog](https://github.com/auth0/node-jws/blob/master/CHANGELOG.md)
- [Commits](https://github.com/brianloveswords/node-jws/compare/v3.2.2...v3.2.3)

---
updated-dependencies:
- dependency-name: jws
  dependency-version: 3.2.3
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 ui/litellm-dashboard/package-lock.json | 50 ++++++++++++++++++++++----
 1 file changed, 43 insertions(+), 7 deletions(-)

diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 9907113c7eb..2ca71c5a8b3 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -324,6 +324,7 @@
       "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.5.tgz",
       "integrity": "sha512-e7jT4DxYvIDLk1ZHmU/m/mB19rex9sv0c2ftBtjSBv+kVM/902eh0fINUzD7UwLLNR+jU585GxUJ8/EBfAM5fw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@babel/code-frame": "^7.27.1",
         "@babel/generator": "^7.28.5",
@@ -2185,6 +2186,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=18"
       },
@@ -2227,6 +2229,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=18"
       }
@@ -2336,6 +2339,7 @@
       "resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
       "integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -2757,6 +2761,7 @@
       "resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
       "integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -5824,6 +5829,7 @@
       "integrity": "sha512-o4PXJQidqJl82ckFaXUeoAW+XysPLauYI43Abki5hABd853iMhitooc6znOnczgbTYmEP6U6/y1ZyKAIsvMKGg==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@babel/code-frame": "^7.10.4",
         "@babel/runtime": "^7.12.5",
@@ -6617,6 +6623,7 @@
       "resolved": "https://registry.npmjs.org/@types/react/-/react-18.2.48.tgz",
       "integrity": "sha512-qboRCl6Ie70DQQG9hhNREz81jqC1cs9EVNcjQ1AU+jH6NFfSAhVVbrrY/+nSF+Bsk4AOwm9Qa61InvMCyV+H3w==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/prop-types": "*",
         "@types/scheduler": "*",
@@ -6639,6 +6646,7 @@
       "integrity": "sha512-MEe3UeoENYVFXzoXEWsvcpg6ZvlrFNlOQ7EOsvhI3CfAXwzPfO8Qwuxd40nepsYKqyyVQnTdEfv68q91yLcKrQ==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "peerDependencies": {
         "@types/react": "^18.0.0"
       }
@@ -6835,6 +6843,7 @@
       "integrity": "sha512-lJi3PfxVmo0AkEY93ecfN+r8SofEqZNGByvHAI3GBLrvt1Cw6H5k1IM02nSzu0RfUafr2EvFSw0wAsZgubNplQ==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@typescript-eslint/scope-manager": "8.47.0",
         "@typescript-eslint/types": "8.47.0",
@@ -7496,6 +7505,7 @@
       "integrity": "sha512-hGISOaP18plkzbWEcP/QvtRW1xDXF2+96HbEX6byqQhAUbiS5oH6/9JwW+QsQCIYON2bI6QZBF+2PvOmrRZ9wA==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@vitest/utils": "3.2.4",
         "fflate": "^0.8.2",
@@ -7724,6 +7734,7 @@
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.15.0.tgz",
       "integrity": "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==",
       "license": "MIT",
+      "peer": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -7813,6 +7824,7 @@
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
       "integrity": "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.1",
         "fast-json-stable-stringify": "^2.0.0",
@@ -8666,6 +8678,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "baseline-browser-mapping": "^2.8.25",
         "caniuse-lite": "^1.0.30001754",
@@ -8990,6 +9003,7 @@
       "resolved": "https://registry.npmjs.org/chevrotain/-/chevrotain-11.0.3.tgz",
       "integrity": "sha512-ci2iJH6LeIkvP9eJW6gpueU8cnZhv85ELY8w8WiFtNjMHA5ad6pQLaJo9mEly/9qUyCpvqX8/POVUTf18/HFdw==",
       "license": "Apache-2.0",
+      "peer": true,
       "dependencies": {
         "@chevrotain/cst-dts-gen": "11.0.3",
         "@chevrotain/gast": "11.0.3",
@@ -9718,6 +9732,7 @@
       "resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
       "integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -10080,6 +10095,7 @@
       "resolved": "https://registry.npmjs.org/cytoscape/-/cytoscape-3.33.1.tgz",
       "integrity": "sha512-iJc4TwyANnOGR1OmWhsS9ayRS3s+XQ185FmuHObThD+5AeJCakAAbWv8KimMTt08xCCLNgneQwFp+JRJOr9qGQ==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=0.10"
       }
@@ -10489,6 +10505,7 @@
       "resolved": "https://registry.npmjs.org/d3-selection/-/d3-selection-3.0.0.tgz",
       "integrity": "sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==",
       "license": "ISC",
+      "peer": true,
       "engines": {
         "node": ">=12"
       }
@@ -10663,6 +10680,7 @@
       "resolved": "https://registry.npmjs.org/date-fns/-/date-fns-3.6.0.tgz",
       "integrity": "sha512-fRHTG8g/Gif+kSh50gaGEdToemgfj74aRX3swtiouboip5JDLAyDE9F11nHMIcvOaXeOC6D7SpNhi7uFyB7Uww==",
       "license": "MIT",
+      "peer": true,
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/kossnocorp"
@@ -11540,6 +11558,7 @@
       "deprecated": "This version is no longer supported. Please see https://eslint.org/version-support for other options.",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@eslint-community/eslint-utils": "^4.2.0",
         "@eslint-community/regexpp": "^4.6.1",
@@ -11725,6 +11744,7 @@
       "integrity": "sha512-whOE1HFo/qJDyX4SnXzP4N6zOWn79WhnCUY/iDR0mPfQZO8wcYE4JClzI2oZrhBnnMUCBCHZhO6VQyoBU95mZA==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@rtsao/scc": "^1.1.0",
         "array-includes": "^3.1.9",
@@ -14988,6 +15008,7 @@
       "integrity": "sha512-454TI39PeRDW1LgpyLPyURtB4Zx1tklSr6+OFOipsxGUH1WMTvk6C65JQdrj455+DP2uJ1+veBEHTGFKWVLFoA==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@acemir/cssom": "^0.9.23",
         "@asamuzakjp/dom-selector": "^6.7.4",
@@ -15142,12 +15163,12 @@
       }
     },
     "node_modules/jws": {
-      "version": "3.2.2",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-3.2.2.tgz",
-      "integrity": "sha512-YHlZCB6lMTllWDtSPHz/ZXTsi8S00usEV6v1tjq8tOUZzw7DpSDWVXjXDre6ed1w/pd495ODpHZYSdkRTsa0HA==",
+      "version": "3.2.3",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-3.2.3.tgz",
+      "integrity": "sha512-byiJ0FLRdLdSVSReO/U4E7RoEyOCKnEnEPMjq3HxWtvzLsV08/i5RQKsFVNkCldrCaPr2vDNAOMsfs8T/Hze7g==",
       "license": "MIT",
       "dependencies": {
-        "jwa": "^1.4.1",
+        "jwa": "^1.4.2",
         "safe-buffer": "^5.0.1"
       }
     },
@@ -18115,6 +18136,7 @@
       "resolved": "https://registry.npmjs.org/moment/-/moment-2.30.1.tgz",
       "integrity": "sha512-uEmtNhbDOrWPFS+hdjFCBfy9f2YoyzRpwcl+DqpC6taX21FzsTLQVbMV/W7PzNSX6x/bhC1zA3c2UQ5NzH6how==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": "*"
       }
@@ -19306,6 +19328,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "nanoid": "^3.3.11",
         "picocolors": "^1.1.1",
@@ -20318,6 +20341,7 @@
       "resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
       "integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -21812,6 +21836,7 @@
       "resolved": "https://registry.npmjs.org/react/-/react-18.3.1.tgz",
       "integrity": "sha512-wS+hAgJShR0KhEvPJArfuPVN1+Hz1t0Y6n5jLrGQbkb4urgPE/0Rve+1kMB1v/oWgHgm4WIcV+i7F2pTVj+2iQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0"
       },
@@ -21851,6 +21876,7 @@
       "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-18.3.1.tgz",
       "integrity": "sha512-5m4nQKp+rZRb09LNH59GM4BxTh9251/ylbKIbpe7TpGxfJ+9kv6BLkLBXIjjspbgbnIBNqlI23tRnTWT0snUIw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0",
         "scheduler": "^0.23.2"
@@ -21908,6 +21934,7 @@
       "resolved": "https://registry.npmjs.org/@docusaurus/react-loadable/-/react-loadable-6.0.0.tgz",
       "integrity": "sha512-YMMxTUQV/QFSnbgrP3tjDzLHRg7vsbMn8e9HAa8o/1iXoiomo48b7sk/kkmWEuWNDPJVlKSJRB6Y2fHqdJk+SQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/react": "*"
       },
@@ -21973,6 +22000,7 @@
       "resolved": "https://registry.npmjs.org/react-router/-/react-router-5.3.4.tgz",
       "integrity": "sha512-Ys9K+ppnJah3QuaRiLxk+jDWOR1MekYQrlytiXxC1RyfbdsZkS5pvKAzCCr031xHixZwpnsYNT5xysdFHQaYsA==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@babel/runtime": "^7.12.13",
         "history": "^4.9.0",
@@ -23010,8 +23038,7 @@
       "version": "1.1.5",
       "resolved": "https://registry.npmjs.org/schema-dts/-/schema-dts-1.1.5.tgz",
       "integrity": "sha512-RJr9EaCmsLzBX2NDiO5Z3ux2BVosNZN5jo0gWgsyKvxKIUL5R3swNvoorulAeL9kLB0iTSX7V6aokhla2m7xbg==",
-      "license": "Apache-2.0",
-      "peer": true
+      "license": "Apache-2.0"
     },
     "node_modules/schema-utils": {
       "version": "4.3.3",
@@ -23037,6 +23064,7 @@
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-8.17.1.tgz",
       "integrity": "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.3",
         "fast-uri": "^3.0.1",
@@ -24268,6 +24296,7 @@
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.18.tgz",
       "integrity": "sha512-6A2rnmW5xZMdw11LYjhcI5846rt9pbLSabY5XPxo+XWdxwZaFEn47Go4NzFiHu9sNNmr/kXivP1vStfvMaK1GQ==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@alloc/quick-lru": "^5.2.0",
         "arg": "^5.0.2",
@@ -24578,6 +24607,7 @@
       "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
       "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=12"
       },
@@ -24790,7 +24820,8 @@
       "version": "2.8.1",
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
       "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-      "license": "0BSD"
+      "license": "0BSD",
+      "peer": true
     },
     "node_modules/type-check": {
       "version": "0.4.0",
@@ -24923,6 +24954,7 @@
       "integrity": "sha512-pXWcraxM0uxAS+tN0AG/BF2TyqmHO014Z070UsJ+pFvYuRSq8KH8DmWpnbXe0pEPDHXZV3FcAbJkijJ5oNEnWw==",
       "devOptional": true,
       "license": "Apache-2.0",
+      "peer": true,
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"
@@ -25465,6 +25497,7 @@
       "integrity": "sha512-NL8jTlbo0Tn4dUEXEsUg8KeyG/Lkmc4Fnzb8JXN/Ykm9G4HNImjtABMJgkQoVjOBN/j2WAwDTRytdqJbZsah7w==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "esbuild": "^0.25.0",
         "fdir": "^6.5.0",
@@ -25581,6 +25614,7 @@
       "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=12"
       },
@@ -25594,6 +25628,7 @@
       "integrity": "sha512-LUCP5ev3GURDysTWiP47wRRUpLKMOfPh+yKTx3kVIEiu5KOMeqzpnYNsKyOoVrULivR8tLcks4+lga33Whn90A==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/chai": "^5.2.2",
         "@vitest/expect": "3.2.4",
@@ -25799,6 +25834,7 @@
       "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.103.0.tgz",
       "integrity": "sha512-HU1JOuV1OavsZ+mfigY0j8d1TgQgbZ6M+J75zDkpEAwYeXjWSqrGJtgnPblJjd/mAyTNQ7ygw0MiKOn6etz8yw==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@types/eslint-scope": "^3.7.7",
         "@types/estree": "^1.0.8",

From 2ffe8ee204723cf9bf8cca7d2d56174c2788bc01 Mon Sep 17 00:00:00 2001
From: Dominic Fallows <consultant@dominicfallows.uk>
Date: Fri, 5 Dec 2025 23:45:19 +0000
Subject: [PATCH 090/178] fix(presidio): handle empty content and error dict
 responses (#17489)

- Skip empty/whitespace text before calling Presidio API
- Handle error dict responses gracefully (e.g., {'error': 'No text provided'})
- Add defensive error handling for invalid result items
- Add comprehensive test coverage for empty content scenarios

Fixes crash in tool/function calling where assistant messages have empty content.
---
 .../guardrails/guardrail_hooks/presidio.py    |  43 +++-
 .../guardrail_hooks/test_presidio.py          | 222 ++++++++++++++++++
 2 files changed, 264 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/presidio.py b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
index d183b688edd..8666f6add53 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/presidio.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
@@ -207,6 +207,14 @@ class _OPTIONAL_PresidioPIIMasking(CustomGuardrail):
         Send text to the Presidio analyzer endpoint and get analysis results
         """
         try:
+            # Skip empty or whitespace-only text to avoid Presidio errors
+            # Common in tool/function calling where assistant content is empty
+            if not text or len(text.strip()) == 0:
+                verbose_proxy_logger.debug(
+                    "Skipping Presidio analysis for empty/whitespace-only text"
+                )
+                return []
+
             async with aiohttp.ClientSession() as session:
                 if self.mock_redacted_text is not None:
                     return self.mock_redacted_text
@@ -231,9 +239,42 @@ class _OPTIONAL_PresidioPIIMasking(CustomGuardrail):
                 async with session.post(analyze_url, json=analyze_payload) as response:
                     analyze_results = await response.json()
                     verbose_proxy_logger.debug("analyze_results: %s", analyze_results)
+                    
+                    # Handle error responses from Presidio (e.g., {'error': 'No text provided'})
+                    # Presidio may return a dict instead of a list when errors occur
+                    if isinstance(analyze_results, dict):
+                        if "error" in analyze_results:
+                            verbose_proxy_logger.warning(
+                                "Presidio analyzer returned error: %s, returning empty list",
+                                analyze_results.get("error")
+                            )
+                            return []
+                        # If it's a dict but not an error, try to process it as a single item
+                        verbose_proxy_logger.debug(
+                            "Presidio returned dict (not list), attempting to process as single item"
+                        )
+                        try:
+                            return [PresidioAnalyzeResponseItem(**analyze_results)]
+                        except Exception as e:
+                            verbose_proxy_logger.warning(
+                                "Failed to parse Presidio dict response: %s, returning empty list",
+                                e
+                            )
+                            return []
+                    
+                    # Normal case: list of results
                     final_results = []
                     for item in analyze_results:
-                        final_results.append(PresidioAnalyzeResponseItem(**item))
+                        try:
+                            final_results.append(PresidioAnalyzeResponseItem(**item))
+                        except TypeError as te:
+                            # Handle case where item is not a dict (shouldn't happen, but be defensive)
+                            verbose_proxy_logger.warning(
+                                "Skipping invalid Presidio result item: %s (error: %s)",
+                                item,
+                                te
+                            )
+                            continue
                     return final_results
         except Exception as e:
             raise e
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
index a6b2ae5b3a0..6450b9a63b0 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
@@ -634,6 +634,228 @@ async def test_request_data_flows_to_apply_guardrail():
     print("✓ request_data correctly passed to apply_guardrail")
 
 
+@pytest.mark.asyncio
+async def test_empty_content_handling(presidio_guardrail, mock_user_api_key, mock_cache):
+    """
+    Test that Presidio handles empty content gracefully.
+    
+    This is common in tool/function calling where assistant messages have
+    empty content but include tool_calls.
+    
+    Bug fix: Previously crashed with:
+    TypeError: argument after ** must be a mapping, not str
+    """
+    test_data = {
+        "messages": [
+            {"role": "user", "content": "What is 2+2?"},
+            {
+                "role": "assistant",
+                "content": "",  # Empty content - common in tool calls
+                "tool_calls": [
+                    {
+                        "id": "call_123",
+                        "type": "function",
+                        "function": {"name": "calculator", "arguments": '{"a":2,"b":2}'},
+                    }
+                ],
+            },
+            {"role": "tool", "tool_call_id": "call_123", "content": "4"},
+        ],
+        "model": "gpt-4",
+    }
+
+    # Mock check_pii to simulate PII processing without needing Presidio API
+    async def mock_check_pii(text, output_parse_pii, presidio_config, request_data):
+        # Empty text returns as-is (this is what our fix ensures)
+        return text
+
+    presidio_guardrail.check_pii = mock_check_pii
+
+    # This should not raise an exception
+    result = await presidio_guardrail.async_pre_call_hook(
+        user_api_key_dict=mock_user_api_key,
+        cache=mock_cache,
+        data=test_data,
+        call_type="completion",
+    )
+
+    assert result is not None
+    assert "messages" in result
+    # Verify messages are preserved
+    assert len(result["messages"]) == 3
+
+    print("✓ Empty content handling test passed")
+
+
+@pytest.mark.asyncio
+async def test_whitespace_only_content(presidio_guardrail, mock_user_api_key, mock_cache):
+    """
+    Test that Presidio handles whitespace-only content gracefully.
+    
+    Whitespace-only content should be treated the same as empty content.
+    """
+    test_data = {
+        "messages": [
+            {"role": "user", "content": "   "},  # Whitespace only
+            {"role": "assistant", "content": "\n\t  "},  # Tabs and newlines
+            {"role": "user", "content": "Real question here"},
+        ],
+        "model": "gpt-4",
+    }
+
+    # Mock check_pii to simulate PII processing
+    async def mock_check_pii(text, output_parse_pii, presidio_config, request_data):
+        return text
+
+    presidio_guardrail.check_pii = mock_check_pii
+
+    result = await presidio_guardrail.async_pre_call_hook(
+        user_api_key_dict=mock_user_api_key,
+        cache=mock_cache,
+        data=test_data,
+        call_type="completion",
+    )
+
+    assert result is not None
+    assert len(result["messages"]) == 3
+
+    print("✓ Whitespace-only content test passed")
+
+
+@pytest.mark.asyncio
+async def test_analyze_text_with_empty_string():
+    """
+    Test analyze_text method directly with empty string.
+    
+    Should return empty list without making API call to Presidio.
+    """
+    presidio = _OPTIONAL_PresidioPIIMasking(
+        presidio_analyzer_api_base="http://test:5002/",
+        presidio_anonymizer_api_base="http://test:5001/",
+        output_parse_pii=False,
+    )
+
+    # Test with empty string - should return immediately without API call
+    result = await presidio.analyze_text(
+        text="",
+        presidio_config=None,
+        request_data={},
+    )
+    assert result == [], "Empty text should return empty list"
+
+    # Test with whitespace only - should return immediately
+    result = await presidio.analyze_text(
+        text="   \n\t   ",
+        presidio_config=None,
+        request_data={},
+    )
+    assert result == [], "Whitespace-only text should return empty list"
+
+    print("✓ analyze_text empty string test passed")
+
+
+@pytest.mark.asyncio
+async def test_analyze_text_error_dict_handling():
+    """
+    Test that analyze_text handles error dict responses from Presidio API.
+    
+    When Presidio returns {'error': 'No text provided'}, should handle gracefully
+    instead of crashing with TypeError.
+    """
+    presidio = _OPTIONAL_PresidioPIIMasking(
+        presidio_analyzer_api_base="http://mock-presidio:5002/",
+        presidio_anonymizer_api_base="http://mock-presidio:5001/",
+        output_parse_pii=False,
+    )
+
+    # Mock the HTTP response to return error dict
+    class MockResponse:
+        async def json(self):
+            return {"error": "No text provided"}
+        async def __aenter__(self):
+            return self
+        async def __aexit__(self, *args):
+            pass
+    
+    class MockSession:
+        def post(self, *args, **kwargs):
+            return MockResponse()
+        async def __aenter__(self):
+            return self
+        async def __aexit__(self, *args):
+            pass
+
+    with patch("aiohttp.ClientSession", return_value=MockSession()):
+        result = await presidio.analyze_text(
+            text="some text",
+            presidio_config=None,
+            request_data={},
+        )
+        # Should return empty list when error dict is received
+        assert result == [], "Error dict should be handled gracefully"
+
+    print("✓ analyze_text error dict handling test passed")
+
+
+@pytest.mark.asyncio
+async def test_tool_calling_complete_scenario(presidio_guardrail, mock_user_api_key, mock_cache):
+    """
+    Test complete tool calling scenario with PII in user message.
+    
+    This tests the real-world scenario where:
+    1. User provides a query with PII
+    2. Assistant responds with empty content + tool_calls
+    3. Tool provides response
+    4. Assistant provides final answer
+    """
+    test_data = {
+        "messages": [
+            {
+                "role": "user",
+                "content": "My email is john.doe@example.com. Can you look up my account?",
+            },
+            {
+                "role": "assistant",
+                "content": "",  # Empty - tool call
+                "tool_calls": [
+                    {
+                        "id": "call_abc",
+                        "type": "function",
+                        "function": {"name": "lookup_account", "arguments": "{}"},
+                    }
+                ],
+            },
+            {"role": "tool", "tool_call_id": "call_abc", "content": "Account found"},
+            {"role": "assistant", "content": "I found your account information."},
+        ],
+        "model": "gpt-4",
+    }
+
+    # Mock check_pii to simulate PII masking
+    async def mock_check_pii(text, output_parse_pii, presidio_config, request_data):
+        if "john.doe@example.com" in text:
+            return text.replace("john.doe@example.com", "[EMAIL]")
+        return text
+
+    presidio_guardrail.check_pii = mock_check_pii
+
+    result = await presidio_guardrail.async_pre_call_hook(
+        user_api_key_dict=mock_user_api_key,
+        cache=mock_cache,
+        data=test_data,
+        call_type="completion",
+    )
+
+    assert result is not None
+    # Verify PII was masked in user message
+    assert "[EMAIL]" in result["messages"][0]["content"]
+    assert "john.doe@example.com" not in result["messages"][0]["content"]
+    # Verify other messages preserved
+    assert len(result["messages"]) == 4
+
+    print("✓ Tool calling complete scenario test passed")
+
+
 if __name__ == "__main__":
     # Run tests
     asyncio.run(

From ae065525ea6d331bc36a451fae94319023c638cc Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 15:39:22 -0800
Subject: [PATCH 091/178] fix ZAI

---
 litellm/__init__.py                           | 53 +++++++++++++++++++
 ...odel_prices_and_context_window_backup.json | 28 ++++++++++
 2 files changed, 81 insertions(+)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index e312169ffc7..f87dee6ba93 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -520,6 +520,7 @@ perplexity_models: Set = set()
 watsonx_models: Set = set()
 gemini_models: Set = set()
 xai_models: Set = set()
+zai_models: Set = set()
 deepseek_models: Set = set()
 runwayml_models: Set = set()
 azure_ai_models: Set = set()
@@ -711,6 +712,8 @@ def add_known_models():
             text_completion_codestral_models.add(key)
         elif value.get("litellm_provider") == "xai":
             xai_models.add(key)
+        elif value.get("litellm_provider") == "zai":
+            zai_models.add(key)
         elif value.get("litellm_provider") == "fal_ai":
             fal_ai_models.add(key)
         elif value.get("litellm_provider") == "deepseek":
@@ -872,6 +875,7 @@ model_list = list(
     | gemini_models
     | text_completion_codestral_models
     | xai_models
+    | zai_models
     | fal_ai_models
     | deepseek_models
     | azure_ai_models
@@ -960,6 +964,7 @@ models_by_provider: dict = {
     "aleph_alpha": aleph_alpha_models,
     "text-completion-codestral": text_completion_codestral_models,
     "xai": xai_models,
+    "zai": zai_models,
     "fal_ai": fal_ai_models,
     "deepseek": deepseek_models,
     "runwayml": runwayml_models,
@@ -1497,10 +1502,58 @@ def set_global_gitlab_config(config: Dict[str, Any]) -> None:
 # Lazy loading system for heavy modules to reduce initial import time and memory usage
 
 if TYPE_CHECKING:
+    from litellm.types.utils import ModelInfo
+    
+    # Cost calculator functions
     cost_per_token: Callable[..., Tuple[float, float]]
     completion_cost: Callable[..., float]
     response_cost_calculator: Any
     modify_integration: Any
+    
+    # Utils functions - type stubs for lazy loaded functions
+    exception_type: Callable[..., Any]
+    get_optional_params: Callable[..., dict]
+    get_response_string: Callable[..., str]
+    token_counter: Callable[..., int]
+    create_pretrained_tokenizer: Callable[..., Any]
+    create_tokenizer: Callable[..., Any]
+    supports_function_calling: Callable[..., bool]
+    supports_web_search: Callable[..., bool]
+    supports_url_context: Callable[..., bool]
+    supports_response_schema: Callable[..., bool]
+    supports_parallel_function_calling: Callable[..., bool]
+    supports_vision: Callable[..., bool]
+    supports_audio_input: Callable[..., bool]
+    supports_audio_output: Callable[..., bool]
+    supports_system_messages: Callable[..., bool]
+    supports_reasoning: Callable[..., bool]
+    get_litellm_params: Callable[..., dict]
+    acreate: Callable[..., Any]
+    get_max_tokens: Callable[..., int]
+    get_model_info: Callable[..., ModelInfo]
+    register_prompt_template: Callable[..., None]
+    validate_environment: Callable[..., dict]
+    check_valid_key: Callable[..., bool]
+    register_model: Callable[..., None]
+    encode: Callable[..., list]
+    decode: Callable[..., str]
+    _calculate_retry_after: Callable[..., float]
+    _should_retry: Callable[[int], bool]
+    get_supported_openai_params: Callable[..., Optional[list]]
+    get_api_base: Callable[..., Optional[str]]
+    get_first_chars_messages: Callable[..., str]
+    get_provider_fields: Callable[..., dict]
+    get_valid_models: Callable[..., list]
+    
+    # Response types - lazy loaded
+    ModelResponse: Type[Any]
+    ModelResponseStream: Type[Any]
+    EmbeddingResponse: Type[Any]
+    ImageResponse: Type[Any]
+    TranscriptionResponse: Type[Any]
+    TextCompletionResponse: Type[Any]
+    ModelResponseListIterator: Type[Any]
+    Logging: Type[Any]
 
 
 def __getattr__(name: str) -> Any:
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 634ea6dc48a..d4afde20e93 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -5164,6 +5164,19 @@
         "supports_function_calling": true,
         "supports_tool_choice": true
     },
+    "azure_ai/mistral-large-3": {
+        "input_cost_per_token": 5e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 256000,
+        "max_output_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-06,
+        "source": "https://azure.microsoft.com/en-us/blog/introducing-mistral-large-3-in-microsoft-foundry-open-capable-and-ready-for-production-workloads/",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure_ai/mistral-medium-2505": {
         "input_cost_per_token": 4e-07,
         "litellm_provider": "azure_ai",
@@ -18745,6 +18758,21 @@
         "supports_response_schema": true,
         "supports_tool_choice": true
     },
+    "mistral/mistral-large-3": {
+        "input_cost_per_token": 5e-07,
+        "litellm_provider": "mistral",
+        "max_input_tokens": 256000,
+        "max_output_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-06,
+        "source": "https://docs.mistral.ai/models/mistral-large-3-25-12",
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "mistral/mistral-medium": {
         "input_cost_per_token": 2.7e-06,
         "litellm_provider": "mistral",

From e519462efab817a3d708d1e9cd47b7cf340d5191 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 15:46:14 -0800
Subject: [PATCH 092/178] fix MYPY linting

---
 litellm/__init__.py                           | 26 +++--------
 .../get_llm_provider_logic.py                 |  4 +-
 .../chat/guardrail_translation/handler.py     | 46 +++++++++----------
 litellm/llms/openai_like/dynamic_config.py    |  7 ++-
 .../llms/vertex_ai/gemini/transformation.py   |  4 +-
 .../text_to_speech/transformation.py          |  2 +-
 litellm/proxy/auth/login_utils.py             | 14 ++++--
 .../generic_guardrail_api.py                  |  2 +-
 .../health_endpoints/_health_endpoints.py     |  2 +-
 .../proxy/hooks/key_management_event_hooks.py |  1 -
 litellm/proxy/proxy_server.py                 | 22 +++++----
 litellm/utils.py                              |  4 +-
 12 files changed, 68 insertions(+), 66 deletions(-)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index f87dee6ba93..10ea521cc9c 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1502,7 +1502,7 @@ def set_global_gitlab_config(config: Dict[str, Any]) -> None:
 # Lazy loading system for heavy modules to reduce initial import time and memory usage
 
 if TYPE_CHECKING:
-    from litellm.types.utils import ModelInfo
+    from litellm.types.utils import ModelInfo as _ModelInfoType
     
     # Cost calculator functions
     cost_per_token: Callable[..., Tuple[float, float]]
@@ -1510,13 +1510,9 @@ if TYPE_CHECKING:
     response_cost_calculator: Any
     modify_integration: Any
     
-    # Utils functions - type stubs for lazy loaded functions
-    exception_type: Callable[..., Any]
-    get_optional_params: Callable[..., dict]
+    # Utils functions - type stubs for truly lazy loaded functions only
+    # (functions NOT imported via "from .main import *")
     get_response_string: Callable[..., str]
-    token_counter: Callable[..., int]
-    create_pretrained_tokenizer: Callable[..., Any]
-    create_tokenizer: Callable[..., Any]
     supports_function_calling: Callable[..., bool]
     supports_web_search: Callable[..., bool]
     supports_url_context: Callable[..., bool]
@@ -1527,10 +1523,9 @@ if TYPE_CHECKING:
     supports_audio_output: Callable[..., bool]
     supports_system_messages: Callable[..., bool]
     supports_reasoning: Callable[..., bool]
-    get_litellm_params: Callable[..., dict]
     acreate: Callable[..., Any]
     get_max_tokens: Callable[..., int]
-    get_model_info: Callable[..., ModelInfo]
+    get_model_info: Callable[..., _ModelInfoType]
     register_prompt_template: Callable[..., None]
     validate_environment: Callable[..., dict]
     check_valid_key: Callable[..., bool]
@@ -1538,22 +1533,15 @@ if TYPE_CHECKING:
     encode: Callable[..., list]
     decode: Callable[..., str]
     _calculate_retry_after: Callable[..., float]
-    _should_retry: Callable[[int], bool]
+    _should_retry: Callable[..., bool]
     get_supported_openai_params: Callable[..., Optional[list]]
     get_api_base: Callable[..., Optional[str]]
     get_first_chars_messages: Callable[..., str]
-    get_provider_fields: Callable[..., dict]
+    get_provider_fields: Callable[..., List]
     get_valid_models: Callable[..., list]
     
-    # Response types - lazy loaded
-    ModelResponse: Type[Any]
-    ModelResponseStream: Type[Any]
-    EmbeddingResponse: Type[Any]
-    ImageResponse: Type[Any]
-    TranscriptionResponse: Type[Any]
-    TextCompletionResponse: Type[Any]
+    # Response types - truly lazy loaded only (not in main.py or elsewhere)
     ModelResponseListIterator: Type[Any]
-    Logging: Type[Any]
 
 
 def __getattr__(name: str) -> Any:
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 288c122e0e7..ca00370729b 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -469,11 +469,13 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
     model = model.split("/", 1)[1]
 
     # Check JSON providers FIRST (before hardcoded ones)
-    from litellm.llms.openai_like.json_loader import JSONProviderRegistry
     from litellm.llms.openai_like.dynamic_config import create_config_class
+    from litellm.llms.openai_like.json_loader import JSONProviderRegistry
 
     if JSONProviderRegistry.exists(custom_llm_provider):
         provider_config = JSONProviderRegistry.get(custom_llm_provider)
+        if provider_config is None:
+            raise ValueError(f"Provider {custom_llm_provider} not found")
         config_class = create_config_class(provider_config)
         api_base, dynamic_api_key = config_class()._get_openai_compatible_provider_info(
             api_base, api_key
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index aa2580453a8..809c3e4d3e0 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -164,7 +164,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
             for tool_call_idx, tool_call in enumerate(tool_calls):
                 if isinstance(tool_call, dict):
                     # Add the full tool call object to the list
-                    tool_calls_to_check.append(ChatCompletionToolParam(**tool_call))
+                    tool_calls_to_check.append(cast(ChatCompletionToolParam, tool_call))
                     tool_call_task_mappings.append((msg_idx, int(tool_call_idx)))
 
     async def _apply_guardrail_responses_to_input_texts(
@@ -380,20 +380,20 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
 
                 if isinstance(content, str):
                     # String content - accumulate for this choice
-                    key = (choice_idx, None)
-                    if key not in combined_texts:
-                        combined_texts[key] = ""
-                    combined_texts[key] += content
+                    str_key: Tuple[int, Optional[int]] = (choice_idx, None)
+                    if str_key not in combined_texts:
+                        combined_texts[str_key] = ""
+                    combined_texts[str_key] += content
 
                 elif isinstance(content, list):
                     # List content - accumulate for each content item
                     for content_idx, content_item in enumerate(content):
                         text_str = content_item.get("text")
                         if text_str:
-                            key = (choice_idx, content_idx)
-                            if key not in combined_texts:
-                                combined_texts[key] = ""
-                            combined_texts[key] += text_str
+                            list_key: Tuple[int, Optional[int]] = (choice_idx, content_idx)
+                            if list_key not in combined_texts:
+                                combined_texts[list_key] = ""
+                            combined_texts[list_key] += text_str
 
         # Step 2: Create lists for guardrail processing
         texts_to_check: List[str] = []
@@ -401,9 +401,9 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
         task_mappings: List[Tuple[int, Optional[int]]] = []
         # Track (choice_index, content_index) for each combined text
 
-        for (choice_idx, content_idx), combined_text in combined_texts.items():
+        for (map_choice_idx, map_content_idx), combined_text in combined_texts.items():
             texts_to_check.append(combined_text)
-            task_mappings.append((choice_idx, content_idx))
+            task_mappings.append((map_choice_idx, map_content_idx))
 
         # Step 3: Apply guardrail to all combined texts in batch
         if texts_to_check:
@@ -503,7 +503,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
 
         # Determine content source and tool calls based on choice type
         content = None
-        tool_calls = None
+        tool_calls: Optional[List[Any]] = None
         if isinstance(choice, litellm.Choices):
             content = choice.message.content
             tool_calls = choice.message.tool_calls
@@ -686,15 +686,15 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
 
                 if isinstance(content, str):
                     # String content
-                    key = (choice_idx_in_response, None)
-                    if key in guardrail_map:
-                        if key not in already_set:
+                    str_key: Tuple[int, Optional[int]] = (choice_idx_in_response, None)
+                    if str_key in guardrail_map:
+                        if str_key not in already_set:
                             # First chunk - set the complete guardrailed text
                             if isinstance(choice, litellm.StreamingChoices):
-                                choice.delta.content = guardrail_map[key]
+                                choice.delta.content = guardrail_map[str_key]
                             elif isinstance(choice, litellm.Choices):
-                                choice.message.content = guardrail_map[key]
-                            already_set[key] = True
+                                choice.message.content = guardrail_map[str_key]
+                            already_set[str_key] = True
                         else:
                             # Subsequent chunks - clear the content
                             if isinstance(choice, litellm.StreamingChoices):
@@ -706,12 +706,12 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
                     # List content - handle each content item
                     for content_idx, content_item in enumerate(content):
                         if "text" in content_item:
-                            key = (choice_idx_in_response, content_idx)
-                            if key in guardrail_map:
-                                if key not in already_set:
+                            list_key: Tuple[int, Optional[int]] = (choice_idx_in_response, content_idx)
+                            if list_key in guardrail_map:
+                                if list_key not in already_set:
                                     # First chunk - set the complete guardrailed text
-                                    content_item["text"] = guardrail_map[key]
-                                    already_set[key] = True
+                                    content_item["text"] = guardrail_map[list_key]
+                                    already_set[list_key] = True
                                 else:
                                     # Subsequent chunks - clear the text
                                     content_item["text"] = ""
diff --git a/litellm/llms/openai_like/dynamic_config.py b/litellm/llms/openai_like/dynamic_config.py
index ca2489799c2..1e7866bebbe 100644
--- a/litellm/llms/openai_like/dynamic_config.py
+++ b/litellm/llms/openai_like/dynamic_config.py
@@ -19,11 +19,11 @@ def create_config_class(provider: SimpleProviderConfig):
     """Generate config class dynamically from JSON configuration"""
 
     # Choose base class
-    base_class = (
+    base_class: type = (
         OpenAIGPTConfig if provider.base_class == "openai_gpt" else OpenAILikeChatConfig
     )
 
-    class JSONProviderConfig(base_class):
+    class JSONProviderConfig(base_class):  # type: ignore[valid-type,misc]
         @overload
         def _transform_messages(
             self, messages: List[AllMessageValues], model: str, is_async: Literal[True]
@@ -87,6 +87,9 @@ def create_config_class(provider: SimpleProviderConfig):
             if not api_base:
                 api_base = provider.base_url
 
+            if api_base is None:
+                raise ValueError(f"api_base is required for provider {provider.slug}")
+
             if not api_base.endswith("/chat/completions"):
                 api_base = f"{api_base}/chat/completions"
 
diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py
index 3151a6d667e..a95d5447e97 100644
--- a/litellm/llms/vertex_ai/gemini/transformation.py
+++ b/litellm/llms/vertex_ai/gemini/transformation.py
@@ -116,7 +116,7 @@ def _process_gemini_image(
             is not None
         ):
             file_data = FileDataType(file_uri=image_url, mime_type=image_type)
-            part: PartType = {"file_data": file_data}
+            part = {"file_data": file_data}
             
             if media_resolution_enum is not None and model is not None:
                 from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
@@ -129,7 +129,7 @@ def _process_gemini_image(
             image = convert_to_anthropic_image_obj(image_url, format=format)
             _blob: BlobType = {"data": image["data"], "mime_type": image["media_type"]}
             
-            part: PartType = {"inline_data": cast(BlobType, _blob)}
+            part = {"inline_data": cast(BlobType, _blob)}
             
             if media_resolution_enum is not None and model is not None:
                 from .vertex_and_google_ai_studio_gemini import VertexGeminiConfig
diff --git a/litellm/llms/vertex_ai/text_to_speech/transformation.py b/litellm/llms/vertex_ai/text_to_speech/transformation.py
index aff14b1004f..18ca077c4da 100644
--- a/litellm/llms/vertex_ai/text_to_speech/transformation.py
+++ b/litellm/llms/vertex_ai/text_to_speech/transformation.py
@@ -220,7 +220,7 @@ class VertexAITextToSpeechConfig(BaseTextToSpeechConfig, VertexBase):
         Returns:
             Tuple of (mapped_voice_str, mapped_params)
         """
-        mapped_params = {}
+        mapped_params: Dict[str, Any] = {}
 
         ##########################################################
         # Map voice using helper
diff --git a/litellm/proxy/auth/login_utils.py b/litellm/proxy/auth/login_utils.py
index 6ef983b221c..fb9757ca647 100644
--- a/litellm/proxy/auth/login_utils.py
+++ b/litellm/proxy/auth/login_utils.py
@@ -9,9 +9,9 @@ import os
 import secrets
 from typing import Literal, Optional, cast
 
-import litellm
 from fastapi import HTTPException
 
+import litellm
 from litellm.constants import LITELLM_PROXY_ADMIN_NAME
 from litellm.proxy._types import (
     LiteLLM_UserTable,
@@ -64,13 +64,19 @@ def get_ui_credentials(master_key: Optional[str]) -> tuple[str, str]:
 class LoginResult:
     """Result object containing authentication data from login."""
 
+    user_id: str
+    key: str
+    user_email: Optional[str]
+    user_role: str
+    login_method: Literal["sso", "username_password"]
+
     def __init__(
         self,
         user_id: str,
         key: str,
         user_email: Optional[str],
         user_role: str,
-        login_method: str = "username_password",
+        login_method: Literal["sso", "username_password"] = "username_password",
     ):
         self.user_id = user_id
         self.key = key
@@ -193,14 +199,14 @@ async def authenticate_user(
         key = response["token"]  # type: ignore
 
         if get_secret_bool("EXPERIMENTAL_UI_LOGIN"):
+            from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken
+
             user_info: Optional[LiteLLM_UserTable] = None
             if _user_row is not None:
                 user_info = _user_row
             elif (
                 user_id is not None
             ):  # if user_id is not None, we are using the UI_USERNAME and UI_PASSWORD
-                from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken
-
                 user_info = LiteLLM_UserTable(
                     user_id=user_id,
                     user_role=user_role,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
index c7b4f19a089..6ad21a4758a 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
@@ -127,7 +127,7 @@ class GenericGuardrailAPI(CustomGuardrail):
         for field_name in GenericGuardrailAPIMetadata.__annotations__.keys():
             value = metadata_dict.get(field_name)
             if value is not None:
-                result_metadata[field_name] = value
+                result_metadata[field_name] = value  # type: ignore[literal-required]
 
         # handle user_api_key_token = user_api_key_hash
         if metadata_dict.get("user_api_key_token") is not None:
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 5e4784d709e..62a2aca05dc 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -409,7 +409,7 @@ def _build_model_param_to_info_mapping(model_list: list) -> dict:
     Returns:
         Dictionary mapping model parameter to list of model info dicts
     """
-    model_param_to_info = {}
+    model_param_to_info: dict = {}
     for model in model_list:
         model_info = model.get("model_info", {})
         model_name = model.get("model_name")
diff --git a/litellm/proxy/hooks/key_management_event_hooks.py b/litellm/proxy/hooks/key_management_event_hooks.py
index 5cfc85ae7aa..3aa62eeeede 100644
--- a/litellm/proxy/hooks/key_management_event_hooks.py
+++ b/litellm/proxy/hooks/key_management_event_hooks.py
@@ -7,7 +7,6 @@ import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.proxy._types import (
-    CommonProxyErrors,
     GenerateKeyRequest,
     GenerateKeyResponse,
     KeyRequest,
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c1a5fd6c924..2caaec47243 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -45,7 +45,10 @@ from litellm.constants import (
     LITELLM_SETTINGS_SAFE_DB_OVERRIDES,
 )
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
-from litellm.proxy.common_utils.callback_utils import normalize_callback_names
+from litellm.proxy.common_utils.callback_utils import (
+    normalize_callback_names,
+    process_callback,
+)
 from litellm.proxy.common_utils.realtime_utils import _realtime_request_body
 from litellm.types.utils import (
     ModelResponse,
@@ -54,7 +57,6 @@ from litellm.types.utils import (
     TokenCountResponse,
 )
 from litellm.utils import load_credentials_from_list
-from litellm.proxy.common_utils.callback_utils import process_callback
 
 if TYPE_CHECKING:
     from aiohttp import ClientSession
@@ -168,8 +170,8 @@ from litellm.constants import (
     PROXY_BUDGET_RESCHEDULER_MIN_TIME,
 )
 from litellm.exceptions import RejectedRequestError
-from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
 from litellm.litellm_core_utils.core_helpers import (
     _get_parent_otel_span_from_kwargs,
     get_litellm_metadata_from_kwargs,
@@ -613,7 +615,7 @@ async def proxy_shutdown_event():
     await jwt_handler.close()
 
     if db_writer_client is not None:
-        await db_writer_client.close()
+        await db_writer_client.close()  # type: ignore[reportGeneralTypeIssues]
 
     # flush remaining langfuse logs
     if "langfuse" in litellm.success_callback:
@@ -792,7 +794,7 @@ async def proxy_startup_event(app: FastAPI):
         except Exception as e:
             verbose_proxy_logger.error(f"Error closing shared aiohttp session: {e}")
 
-    await proxy_shutdown_event()
+    await proxy_shutdown_event()  # type: ignore[reportGeneralTypeIssues]
 
 
 app = FastAPI(
@@ -802,7 +804,7 @@ app = FastAPI(
     description=_description,
     version=version,
     root_path=server_root_path,  # check if user passed root path, FastAPI defaults this value to ""
-    lifespan=proxy_startup_event,
+    lifespan=proxy_startup_event,  # type: ignore[reportGeneralTypeIssues]
 )
 
 vertex_live_passthrough_vertex_base = VertexBase()
@@ -8330,9 +8332,9 @@ async def login(request: Request):  # noqa: PLR0915
     # Generate JWT token
     import jwt
 
-    jwt_token = jwt.encode(  # type: ignore
+    jwt_token = jwt.encode(
         cast(dict, returned_ui_token_object),
-        master_key,
+        cast(str, master_key),
         algorithm="HS256",
     )
 
@@ -8377,9 +8379,9 @@ async def login_v2(request: Request):  # noqa: PLR0915
 
     import jwt
 
-    jwt_token = jwt.encode(  # type: ignore
+    jwt_token = jwt.encode(
         cast(dict, returned_ui_token_object),
-        master_key,
+        cast(str, master_key),
         algorithm="HS256",
     )
 
diff --git a/litellm/utils.py b/litellm/utils.py
index 0db84d3f5b9..1d10ecce016 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7023,11 +7023,13 @@ class ProviderConfigManager:
         """
 
         # Check JSON providers FIRST
-        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
         from litellm.llms.openai_like.dynamic_config import create_config_class
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
 
         if JSONProviderRegistry.exists(provider.value):
             provider_config = JSONProviderRegistry.get(provider.value)
+            if provider_config is None:
+                raise ValueError(f"Provider {provider.value} not found")
             return create_config_class(provider_config)()
 
         if (

From bffc1181709a5ebfa8fd6d4f230d1c1e4adf30a1 Mon Sep 17 00:00:00 2001
From: Irfan Sofyana Putra <irfansofyana0305@gmail.com>
Date: Sat, 6 Dec 2025 06:47:34 +0700
Subject: [PATCH 093/178] fix bedrock qwen anthropic beta (#17467)

---
 .../bedrock/chat/converse_transformation.py   |   5 +-
 .../bedrock/test_anthropic_beta_support.py    | 100 ++++++++++++++++++
 2 files changed, 104 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 705f3c9e630..2a1d7f2e3a3 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -960,7 +960,10 @@ class AmazonConverseConfig(BaseConfig):
             bedrock_tools = _bedrock_tools_pt(filtered_tools)
 
         # Set anthropic_beta in additional_request_params if we have any beta features
-        if anthropic_beta_list:
+        # ONLY apply to Anthropic/Claude models - other models (e.g., Qwen, Llama) don't support this field
+        # and will error with "unknown variant anthropic_beta" if included
+        base_model = BedrockModelInfo.get_base_model(model)
+        if anthropic_beta_list and base_model.startswith("anthropic"):
             # Remove duplicates while preserving order
             unique_betas = []
             seen = set()
diff --git a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py
index 7de2294954c..b9324e4966f 100644
--- a/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py
+++ b/tests/test_litellm/llms/bedrock/test_anthropic_beta_support.py
@@ -290,3 +290,103 @@ class TestAnthropicBetaHeaderSupport:
         else:
             # If no beta headers, that's also fine
             assert True
+
+    def test_converse_non_anthropic_model_no_anthropic_beta(self):
+        """Test that non-Anthropic models (e.g., Qwen) do NOT get anthropic_beta in additionalModelRequestFields.
+        
+        This is critical because non-Anthropic models on Bedrock will error with
+        "unknown variant anthropic_beta" if this field is included.
+        """
+        config = AmazonConverseConfig()
+        # Even if headers contain anthropic-beta, non-Anthropic models should NOT get it
+        headers = {"anthropic-beta": "context-1m-2025-08-07,interleaved-thinking-2025-05-14"}
+        
+        # Test with Qwen model (using ARN format like the user's config)
+        result = config._transform_request_helper(
+            model="qwen.qwen3-coder-480b-a35b-v1:0",
+            system_content_blocks=[],
+            optional_params={},
+            messages=[{"role": "user", "content": "Test"}],
+            headers=headers
+        )
+        
+        additional_fields = result.get("additionalModelRequestFields", {})
+        assert "anthropic_beta" not in additional_fields, (
+            "anthropic_beta should NOT be added for non-Anthropic models like Qwen. "
+            "This field is only supported by Anthropic/Claude models on Bedrock."
+        )
+
+    def test_converse_llama_model_no_anthropic_beta(self):
+        """Test that Llama models do NOT get anthropic_beta in additionalModelRequestFields."""
+        config = AmazonConverseConfig()
+        headers = {"anthropic-beta": "context-1m-2025-08-07"}
+        
+        result = config._transform_request_helper(
+            model="meta.llama3-2-11b-instruct-v1:0",
+            system_content_blocks=[],
+            optional_params={},
+            messages=[{"role": "user", "content": "Test"}],
+            headers=headers
+        )
+        
+        additional_fields = result.get("additionalModelRequestFields", {})
+        assert "anthropic_beta" not in additional_fields, (
+            "anthropic_beta should NOT be added for Llama models."
+        )
+
+    def test_converse_nova_model_no_anthropic_beta(self):
+        """Test that Amazon Nova models do NOT get anthropic_beta in additionalModelRequestFields."""
+        config = AmazonConverseConfig()
+        headers = {"anthropic-beta": "computer-use-2024-10-22"}
+        
+        result = config._transform_request_helper(
+            model="amazon.nova-pro-v1:0",
+            system_content_blocks=[],
+            optional_params={},
+            messages=[{"role": "user", "content": "Test"}],
+            headers=headers
+        )
+        
+        additional_fields = result.get("additionalModelRequestFields", {})
+        assert "anthropic_beta" not in additional_fields, (
+            "anthropic_beta should NOT be added for Amazon Nova models."
+        )
+
+    def test_converse_anthropic_model_gets_anthropic_beta(self):
+        """Test that Anthropic models DO get anthropic_beta in additionalModelRequestFields."""
+        config = AmazonConverseConfig()
+        headers = {"anthropic-beta": "context-1m-2025-08-07"}
+        
+        result = config._transform_request_helper(
+            model="anthropic.claude-3-5-sonnet-20241022-v2:0",
+            system_content_blocks=[],
+            optional_params={},
+            messages=[{"role": "user", "content": "Test"}],
+            headers=headers
+        )
+        
+        additional_fields = result.get("additionalModelRequestFields", {})
+        assert "anthropic_beta" in additional_fields, (
+            "anthropic_beta SHOULD be added for Anthropic models."
+        )
+        assert "context-1m-2025-08-07" in additional_fields["anthropic_beta"]
+
+    def test_converse_anthropic_model_with_cross_region_prefix(self):
+        """Test that Anthropic models with cross-region prefix still get anthropic_beta."""
+        config = AmazonConverseConfig()
+        headers = {"anthropic-beta": "context-1m-2025-08-07"}
+        
+        # Model with 'us.' cross-region prefix
+        result = config._transform_request_helper(
+            model="us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+            system_content_blocks=[],
+            optional_params={},
+            messages=[{"role": "user", "content": "Test"}],
+            headers=headers
+        )
+        
+        additional_fields = result.get("additionalModelRequestFields", {})
+        assert "anthropic_beta" in additional_fields, (
+            "anthropic_beta SHOULD be added for Anthropic models with cross-region prefix."
+        )
+        assert "context-1m-2025-08-07" in additional_fields["anthropic_beta"]

From 2cf41d63a6eaa5abcfc7ba4f91c33e6b971ae21a Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 20:51:51 -0300
Subject: [PATCH 094/178] fix(gemini): use thought:true instead of
 thoughtSignature to detect thinking blocks (#17266)

The previous implementation incorrectly used `thoughtSignature` as the criterion
to detect thinking blocks. However, per Google's docs:
- `thought: true` indicates that a part contains reasoning/thinking content
- `thoughtSignature` is just a token for multi-turn context preservation
  (a part can have thoughtSignature without thought:true, e.g., function calls)

This caused functionCall data to leak into reasoning_content when using
Gemini 2.5 Pro with streaming + tools enabled.

Changes:
- _extract_thinking_blocks_from_parts now checks `part.get("thought") is True`
- Extract actual text content instead of json.dumps(part)
- Include signature only when present (optional in Gemini 2.5)

Refs:
- https://ai.google.dev/gemini-api/docs/thinking
- https://ai.google.dev/gemini-api/docs/thought-signatures
---
 .../vertex_and_google_ai_studio_gemini.py     | 34 +++++----
 ...test_vertex_and_google_ai_studio_gemini.py | 73 +++++++++++++++++--
 2 files changed, 83 insertions(+), 24 deletions(-)

diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index e604bd392a6..106074811f6 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -1085,24 +1085,26 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
     def _extract_thinking_blocks_from_parts(
         self, parts: List[HttpxPartType]
     ) -> List[ChatCompletionThinkingBlock]:
-        """Extract thinking blocks from parts if present"""
+        """Extract thinking blocks from parts if present.
+
+        Per Google's docs (https://ai.google.dev/gemini-api/docs/thinking):
+        - Parts with `thought: true` contain thinking/reasoning content
+        - `thoughtSignature` is a separate token for multi-turn context preservation,
+          it does NOT indicate that the content is thinking (a part can have
+          thoughtSignature without thought: true, e.g., function calls)
+        """
         thinking_blocks: List[ChatCompletionThinkingBlock] = []
         for part in parts:
-            if "thoughtSignature" in part:
-                part_copy = part.copy()
-                part_copy.pop("thoughtSignature")
-
-                text_content = part_copy.get("text")
-                if isinstance(text_content, str) and text_content.strip() == "":
-                    continue
-
-                thinking_blocks.append(
-                    ChatCompletionThinkingBlock(
-                        type="thinking",
-                        thinking=json.dumps(part_copy),
-                        signature=part["thoughtSignature"],
-                    )
-                )
+            if part.get("thought") is True:
+                thinking_text = part.get("text", "")
+                block: ChatCompletionThinkingBlock = {
+                    "type": "thinking",
+                    "thinking": thinking_text,
+                }                
+                signature = part.get("thoughtSignature")
+                if signature is not None:
+                    block["signature"] = signature
+                thinking_blocks.append(block)
         return thinking_blocks
 
     def _extract_image_response_from_parts(
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 41afec9cd14..7d45ce4091a 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -390,13 +390,13 @@ def test_streaming_chunk_includes_reasoning_content():
     )
 
 
-def test_streaming_chunk_with_tool_calls_includes_reasoning_content():
+def test_streaming_chunk_with_tool_calls_and_thought_includes_reasoning_content():
     """
-    Test for issue #16805: Ensure that when Gemini returns a streaming chunk with
-    tool calls AND thoughtSignature, the reasoning_content is included in the delta.
+    Test that when Gemini returns a streaming chunk with both thought: true parts
+    AND tool calls, the reasoning_content is correctly extracted from the thought parts.
 
-    Previously, thinking_blocks were only added to non-streaming responses, causing
-    reasoning_content to be missing in streaming mode when tools were enabled.
+    Per Google's docs: thought: true indicates reasoning content, NOT thoughtSignature.
+    thoughtSignature is just a token for multi-turn context preservation.
     """
     from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
         ModelResponseIterator,
@@ -409,12 +409,16 @@ def test_streaming_chunk_with_tool_calls_includes_reasoning_content():
             {
                 "content": {
                     "parts": [
+                        {
+                            "text": "Let me think about how to get the time...",
+                            "thought": True,  # This indicates reasoning content
+                        },
                         {
                             "functionCall": {
                                 "name": "get_current_time",
                                 "args": {"timezone": "America/New_York"},
                             },
-                            "thoughtSignature": "EsEDCr4DAdHtim...",  # Base64 signature
+                            "thoughtSignature": "EsEDCr4DAdHtim...",  # Just a token, not reasoning
                         }
                     ]
                 },
@@ -433,8 +437,8 @@ def test_streaming_chunk_with_tool_calls_includes_reasoning_content():
     )
     streaming_chunk = iterator.chunk_parser(chunk)
 
-    # Verify that reasoning_content is present in the streaming delta
-    assert streaming_chunk.choices[0].delta.reasoning_content is not None
+    # Verify reasoning_content comes from the thought: true part
+    assert streaming_chunk.choices[0].delta.reasoning_content == "Let me think about how to get the time..."
 
     # Verify tool calls are also present
     assert streaming_chunk.choices[0].delta.tool_calls is not None
@@ -442,6 +446,59 @@ def test_streaming_chunk_with_tool_calls_includes_reasoning_content():
     assert streaming_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_time"
 
 
+def test_streaming_chunk_with_tool_calls_no_thought_no_reasoning_content():
+    """
+    Test that when Gemini returns tool calls with thoughtSignature but WITHOUT
+    thought: true, there is NO reasoning_content.
+
+    This is a regression test for the bug where functionCall data was incorrectly
+    being placed into reasoning_content when thoughtSignature was present.
+    Per Google's docs: thoughtSignature is just a token for multi-turn, not reasoning.
+    """
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        ModelResponseIterator,
+    )
+
+    litellm_logging = MagicMock()
+
+    chunk = {
+        "candidates": [
+            {
+                "content": {
+                    "parts": [
+                        {
+                            "functionCall": {
+                                "name": "get_current_time",
+                                "args": {"timezone": "America/New_York"},
+                            },
+                            "thoughtSignature": "EsEDCr4DAdHtim...",  # Just a token, NOT thought: true
+                        }
+                    ]
+                },
+                "finishReason": "STOP",
+            }
+        ],
+        "usageMetadata": {
+            "promptTokenCount": 68,
+            "candidatesTokenCount": 120,
+            "totalTokenCount": 188,
+        },
+    }
+
+    iterator = ModelResponseIterator(
+        streaming_response=[], sync_stream=True, logging_obj=litellm_logging
+    )
+    streaming_chunk = iterator.chunk_parser(chunk)
+
+    # reasoning_content should be None - thoughtSignature alone does NOT mean reasoning
+    assert getattr(streaming_chunk.choices[0].delta, 'reasoning_content', None) is None
+
+    # Tool calls should still work
+    assert streaming_chunk.choices[0].delta.tool_calls is not None
+    assert len(streaming_chunk.choices[0].delta.tool_calls) == 1
+    assert streaming_chunk.choices[0].delta.tool_calls[0].function.name == "get_current_time"
+
+
 def test_check_finish_reason():
     finish_reason_mappings = VertexGeminiConfig.get_finish_reason_mapping()
     for k, v in finish_reason_mappings.items():

From 852a1fee89754d5f095e2a6e4915bfbc58a1eda3 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 15:51:56 -0800
Subject: [PATCH 095/178] Support images in compare UI

---
 .../playground/compareUI/CompareUI.test.tsx   |  69 ++++++++-
 .../playground/compareUI/CompareUI.tsx        | 136 ++++++++++++++----
 .../components/MessageDisplay.test.tsx        |  29 ++++
 .../compareUI/components/MessageDisplay.tsx   |   4 +-
 .../components/MessageInput.test.tsx          |  12 ++
 .../compareUI/components/MessageInput.tsx     |  11 +-
 6 files changed, 230 insertions(+), 31 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx
index 1941943a58b..963b7527745 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.test.tsx
@@ -2,6 +2,7 @@ import { render, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import CompareUI from "./CompareUI";
+import { makeOpenAIChatCompletionRequest } from "../llm_calls/chat_completion";
 
 vi.mock("../llm_calls/fetch_models", () => ({
   fetchAvailableModels: vi.fn().mockResolvedValue([{ model_group: "gpt-4" }, { model_group: "gpt-3.5-turbo" }]),
@@ -11,6 +12,34 @@ vi.mock("../llm_calls/chat_completion", () => ({
   makeOpenAIChatCompletionRequest: vi.fn().mockResolvedValue(undefined),
 }));
 
+let capturedOnImageUpload: ((file: File) => false) | null = null;
+
+vi.mock("../chat_ui/ChatImageUpload", () => ({
+  default: ({ onImageUpload }: { onImageUpload: (file: File) => false }) => {
+    capturedOnImageUpload = onImageUpload;
+    return (
+      <div data-testid="chat-image-upload">
+        <button data-testid="trigger-upload">Upload</button>
+      </div>
+    );
+  },
+}));
+
+vi.mock("../chat_ui/ChatImageUtils", () => ({
+  createChatMultimodalMessage: vi.fn().mockResolvedValue({
+    role: "user",
+    content: [
+      { type: "text", text: "test message" },
+      { type: "image_url", image_url: { url: "data:image/png;base64,test" } },
+    ],
+  }),
+  createChatDisplayMessage: vi.fn().mockReturnValue({
+    role: "user",
+    content: "test message [Image attached]",
+    imagePreviewUrl: "blob:test-url",
+  }),
+}));
+
 vi.mock("./components/ComparisonPanel", () => ({
   ComparisonPanel: ({ comparison, onRemove }: { comparison: any; onRemove: () => void }) => (
     <div data-testid={`comparison-panel-${comparison.id}`}>
@@ -22,8 +51,9 @@ vi.mock("./components/ComparisonPanel", () => ({
 }));
 
 vi.mock("./components/MessageInput", () => ({
-  MessageInput: ({ value, onChange, onSend, disabled }: any) => (
+  MessageInput: ({ value, onChange, onSend, disabled, hasAttachment, uploadComponent }: any) => (
     <div data-testid="message-input">
+      {uploadComponent && <div data-testid="upload-component">{uploadComponent}</div>}
       <textarea
         data-testid="message-textarea"
         value={value}
@@ -33,6 +63,7 @@ vi.mock("./components/MessageInput", () => ({
       <button data-testid="send-button" onClick={onSend} disabled={disabled}>
         Send
       </button>
+      {hasAttachment && <div data-testid="has-attachment">Attachment</div>}
     </div>
   ),
 }));
@@ -51,6 +82,10 @@ beforeEach(() => {
       dispatchEvent: () => false,
     }),
   });
+  global.URL.createObjectURL = vi.fn().mockReturnValue("blob:test-url");
+  global.URL.revokeObjectURL = vi.fn();
+  capturedOnImageUpload = null;
+  vi.clearAllMocks();
 });
 
 describe("CompareUI", () => {
@@ -88,4 +123,36 @@ describe("CompareUI", () => {
     expect(getByTestId("comparison-panel-1")).toBeInTheDocument();
     expect(getByTestId("comparison-panel-2")).toBeInTheDocument();
   });
+
+  it("should handle image upload and send message with attachment", async () => {
+    const user = userEvent.setup();
+    const { getByTestId, queryByTestId } = render(
+      <CompareUI accessToken="test-token" disabledPersonalKeyCreation={false} />,
+    );
+
+    const file = new File(["test content"], "test-image.png", { type: "image/png" });
+    
+    await waitFor(() => {
+      expect(capturedOnImageUpload).not.toBeNull();
+    });
+
+    if (capturedOnImageUpload) {
+      capturedOnImageUpload(file);
+    }
+
+    await waitFor(() => {
+      expect(queryByTestId("has-attachment")).toBeInTheDocument();
+    });
+
+    const textarea = getByTestId("message-textarea");
+    await user.type(textarea, "Describe this image");
+
+    const sendButton = getByTestId("send-button");
+    expect(sendButton).not.toBeDisabled();
+    await user.click(sendButton);
+
+    await waitFor(() => {
+      expect(makeOpenAIChatCompletionRequest).toHaveBeenCalled();
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
index ef4d65d4095..9ba09535053 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
@@ -1,14 +1,16 @@
 "use client";
 
-import React, { useEffect, useMemo, useState } from "react";
-import { v4 as uuidv4 } from "uuid";
-import { Select, Input, Tooltip, Button } from "antd";
-import { ClearOutlined, PlusOutlined } from "@ant-design/icons";
 import NotificationsManager from "@/components/molecules/notifications_manager";
-import { fetchAvailableModels } from "../llm_calls/fetch_models";
-import { makeOpenAIChatCompletionRequest } from "../llm_calls/chat_completion";
+import { ClearOutlined, DeleteOutlined, FilePdfOutlined, PlusOutlined } from "@ant-design/icons";
+import { Button, Input, Select, Tooltip } from "antd";
+import { useEffect, useMemo, useState } from "react";
+import { v4 as uuidv4 } from "uuid";
+import ChatImageUpload from "../chat_ui/ChatImageUpload";
+import { createChatDisplayMessage, createChatMultimodalMessage } from "../chat_ui/ChatImageUtils";
 import type { TokenUsage } from "../chat_ui/ResponseMetrics";
 import type { MessageType, VectorStoreSearchResponse } from "../chat_ui/types";
+import { makeOpenAIChatCompletionRequest } from "../llm_calls/chat_completion";
+import { fetchAvailableModels } from "../llm_calls/fetch_models";
 import { ComparisonPanel } from "./components/ComparisonPanel";
 import { MessageInput } from "./components/MessageInput";
 export interface ComparisonInstance {
@@ -71,6 +73,8 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
   const [modelOptions, setModelOptions] = useState<string[]>([]);
   const [isLoadingModels, setIsLoadingModels] = useState(false);
   const [inputValue, setInputValue] = useState("");
+  const [uploadedFile, setUploadedFile] = useState<File | null>(null);
+  const [uploadedFilePreviewUrl, setUploadedFilePreviewUrl] = useState<string | null>(null);
   const [apiKeySource, setApiKeySource] = useState<"session" | "custom">(
     disabledPersonalKeyCreation ? "custom" : "session",
   );
@@ -82,6 +86,13 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     }, 300);
     return () => clearTimeout(timer);
   }, [customApiKey]);
+  useEffect(() => {
+    return () => {
+      if (uploadedFilePreviewUrl) {
+        URL.revokeObjectURL(uploadedFilePreviewUrl);
+      }
+    };
+  }, [uploadedFilePreviewUrl]);
   const effectiveApiKey = useMemo(
     () => (apiKeySource === "session" ? accessToken || "" : debouncedCustomApiKey.trim()),
     [apiKeySource, accessToken, debouncedCustomApiKey],
@@ -215,6 +226,21 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       );
     });
   };
+  const handleFileUpload = (file: File): false => {
+    if (uploadedFilePreviewUrl) {
+      URL.revokeObjectURL(uploadedFilePreviewUrl);
+    }
+    setUploadedFile(file);
+    setUploadedFilePreviewUrl(URL.createObjectURL(file));
+    return false;
+  };
+  const handleRemoveFile = () => {
+    if (uploadedFilePreviewUrl) {
+      URL.revokeObjectURL(uploadedFilePreviewUrl);
+    }
+    setUploadedFile(null);
+    setUploadedFilePreviewUrl(null);
+  };
   const clearAllChats = () => {
     setComparisons((prev) =>
       prev.map((comparison) => ({
@@ -225,6 +251,7 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       })),
     );
     setInputValue("");
+    handleRemoveFile();
   };
   const appendAssistantChunk = (comparisonId: string, chunk: string, model?: string) => {
     if (!chunk) {
@@ -389,9 +416,10 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     );
   };
   const canUseSessionKey = Boolean(accessToken);
-  const handleSendMessage = (input: string) => {
+  const handleSendMessage = async (input: string) => {
     const trimmed = input.trim();
-    if (!trimmed) {
+    const hasAttachment = Boolean(uploadedFile);
+    if (!trimmed && !hasAttachment) {
       return;
     }
     if (!effectiveApiKey) {
@@ -406,6 +434,17 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       NotificationsManager.fromBackend("Select a model before sending a message.");
       return;
     }
+
+    const apiUserMessage = hasAttachment
+      ? await createChatMultimodalMessage(trimmed, uploadedFile as File)
+      : { role: "user", content: trimmed };
+    const displayUserMessage = createChatDisplayMessage(
+      trimmed,
+      hasAttachment,
+      uploadedFilePreviewUrl || undefined,
+      uploadedFile?.name,
+    );
+
     const preparedTargets = new Map<
       string,
       {
@@ -417,15 +456,19 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
         guardrails: string[];
         temperature: number;
         maxTokens: number;
-        messages: MessageType[];
+        displayMessages: MessageType[];
+        apiChatHistory: Array<{ role: string; content: string | any[] }>;
       }
     >();
     targetComparisons.forEach((comparison) => {
       const traceId = comparison.traceId ?? uuidv4();
-      const userMessage: MessageType = {
-        role: "user",
-        content: trimmed,
-      };
+      const apiChatHistory = [
+        ...comparison.messages.map(({ role, content }) => ({
+          role,
+          content: Array.isArray(content) ? content : typeof content === "string" ? content : "",
+        })),
+        apiUserMessage,
+      ];
       preparedTargets.set(comparison.id, {
         id: comparison.id,
         model: comparison.model,
@@ -435,7 +478,8 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
         guardrails: comparison.guardrails,
         temperature: comparison.temperature,
         maxTokens: comparison.maxTokens,
-        messages: [...comparison.messages, userMessage],
+        displayMessages: [...comparison.messages, displayUserMessage],
+        apiChatHistory,
       });
     });
     if (preparedTargets.size === 0) {
@@ -450,23 +494,22 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
         return {
           ...comparison,
           traceId: prepared.traceId,
-          messages: prepared.messages,
+          messages: prepared.displayMessages,
           isLoading: true,
         };
       }),
     );
+    setInputValue("");
+    handleRemoveFile();
+
     preparedTargets.forEach((prepared) => {
-      const apiChatHistory = prepared.messages.map(({ role, content }) => ({
-        role,
-        content: typeof content === "string" ? content : "",
-      }));
       const tags = prepared.tags.length > 0 ? prepared.tags : undefined;
       const vectorStoreIds = prepared.vectorStores.length > 0 ? prepared.vectorStores : undefined;
       const guardrails = prepared.guardrails.length > 0 ? prepared.guardrails : undefined;
       const comparison = comparisons.find((c) => c.id === prepared.id);
       const useAdvancedParams = comparison?.useAdvancedParams ?? false;
       makeOpenAIChatCompletionRequest(
-        apiChatHistory,
+        prepared.apiChatHistory,
         (chunk, model) => appendAssistantChunk(prepared.id, chunk, model),
         prepared.model,
         effectiveApiKey,
@@ -536,18 +579,19 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     setInputValue(value);
   };
   const handleSubmit = () => {
-    handleSendMessage(inputValue);
-    setInputValue("");
+    void handleSendMessage(inputValue);
   };
   const handleFollowUpSelect = (question: string) => {
     setInputValue(question);
   };
   const hasMessages = comparisons.some((comparison) => comparison.messages.length > 0);
   const isAnyComparisonLoading = comparisons.some((comparison) => comparison.isLoading);
-  const showSuggestedPrompts = !hasMessages && !isAnyComparisonLoading;
+  const hasAttachment = Boolean(uploadedFile);
+  const isUploadedFilePdf = Boolean(uploadedFile?.name.toLowerCase().endsWith(".pdf"));
+  const showSuggestedPrompts = !hasMessages && !isAnyComparisonLoading && !hasAttachment;
   return (
     <div className="w-full h-full p-4 bg-white">
-      <div className="rounded-2xl border border-gray-200 bg-white shadow-sm min-h-[calc(100vh-140px)] flex flex-col">
+      <div className="rounded-2xl border border-gray-200 bg-white shadow-sm min-h-[calc(100vh-160px)] flex flex-col">
         <div className="border-b px-4 py-2">
           <div className="flex flex-wrap items-center justify-between gap-3">
             <div className="flex items-center gap-2">
@@ -620,7 +664,9 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
           <div className="w-full max-w-3xl px-4">
             <div className="border border-gray-200 shadow-lg rounded-xl bg-white p-4">
               <div className="flex items-center justify-between gap-4 mb-3 min-h-8">
-                {showSuggestedPrompts ? (
+                {hasAttachment ? (
+                  <span className="text-sm text-gray-500">Attachment ready to send</span>
+                ) : showSuggestedPrompts ? (
                   <div className="flex items-center gap-2 overflow-x-auto">
                     {SUGGESTED_PROMPTS.map((prompt) => (
                       <button
@@ -633,7 +679,7 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
                       </button>
                     ))}
                   </div>
-                ) : haveAllResponses ? (
+                ) : haveAllResponses && !hasAttachment ? (
                   <div className="flex items-center gap-2 overflow-x-auto">
                     {GENERIC_FOLLOW_UPS.map((question) => (
                       <button
@@ -655,11 +701,49 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
                   <span className="text-sm text-gray-500">Send a prompt to compare models</span>
                 )}
               </div>
+              {uploadedFile && (
+                <div className="mb-3">
+                  <div className="flex items-center gap-3 p-3 bg-gray-50 rounded-lg border border-gray-200">
+                    <div className="relative inline-block">
+                      {isUploadedFilePdf ? (
+                        <div className="w-10 h-10 rounded-md bg-red-500 flex items-center justify-center">
+                          <FilePdfOutlined style={{ fontSize: "16px", color: "white" }} />
+                        </div>
+                      ) : (
+                        <img
+                          src={uploadedFilePreviewUrl || ""}
+                          alt="Upload preview"
+                          className="w-10 h-10 rounded-md border border-gray-200 object-cover"
+                        />
+                      )}
+                    </div>
+                    <div className="flex-1 min-w-0">
+                      <div className="text-sm font-medium text-gray-900 truncate">{uploadedFile.name}</div>
+                      <div className="text-xs text-gray-500">{isUploadedFilePdf ? "PDF" : "Image"}</div>
+                    </div>
+                    <button
+                      className="flex items-center justify-center w-6 h-6 text-gray-400 hover:text-gray-600 hover:bg-gray-200 rounded-full transition-colors"
+                      onClick={handleRemoveFile}
+                    >
+                      <DeleteOutlined style={{ fontSize: "12px" }} />
+                    </button>
+                  </div>
+                </div>
+              )}
               <MessageInput
                 value={inputValue}
                 onChange={handleInputChange}
                 onSend={handleSubmit}
                 disabled={comparisons.length === 0 || comparisons.every((comparison) => comparison.isLoading)}
+                hasAttachment={hasAttachment}
+                uploadComponent={
+                  <ChatImageUpload
+                    chatUploadedImage={uploadedFile}
+                    chatImagePreviewUrl={uploadedFilePreviewUrl}
+                    onImageUpload={handleFileUpload}
+                    onRemoveImage={handleRemoveFile}
+                  />
+                }
               />
             </div>
           </div>
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.test.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.test.tsx
index 5e6fa5f7399..c635e9555f6 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.test.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.test.tsx
@@ -17,6 +17,15 @@ vi.mock("../../chat_ui/SearchResultsDisplay", () => ({
   SearchResultsDisplay: () => <div data-testid="search-results">SearchResultsDisplay</div>,
 }));
 
+vi.mock("../../chat_ui/ChatImageRenderer", () => ({
+  default: ({ message }: { message: any }) =>
+    message.imagePreviewUrl ? (
+      <div data-testid="chat-image-renderer">
+        <img src={message.imagePreviewUrl} alt="User uploaded image" />
+      </div>
+    ) : null,
+}));
+
 describe("MessageDisplay", () => {
   it("should render", () => {
     const messages: MessageType[] = [
@@ -63,4 +72,24 @@ describe("MessageDisplay", () => {
     expect(getByText("2+2 equals 4")).toBeInTheDocument();
     expect(getByTestId("response-metrics")).toBeInTheDocument();
   });
+
+  it("should display image attachment in user message", () => {
+    const messages: MessageType[] = [
+      {
+        role: "user",
+        content: "What is in this image? [Image attached]",
+        imagePreviewUrl: "blob:test-image-url",
+      },
+      {
+        role: "assistant",
+        content: "This is a test image",
+        model: "gpt-4",
+      },
+    ];
+    const { getByTestId, getByText } = render(<MessageDisplay messages={messages} isLoading={false} />);
+    expect(getByText("What is in this image? [Image attached]")).toBeInTheDocument();
+    expect(getByTestId("chat-image-renderer")).toBeInTheDocument();
+    const image = getByTestId("chat-image-renderer").querySelector("img");
+    expect(image).toHaveAttribute("src", "blob:test-image-url");
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.tsx
index 734ddf26daf..088e45b91b3 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageDisplay.tsx
@@ -1,8 +1,9 @@
+import { Bot, Loader2, UserRound } from "lucide-react";
 import React from "react";
 import ReactMarkdown from "react-markdown";
 import { Prism as SyntaxHighlighter } from "react-syntax-highlighter";
 import { coy } from "react-syntax-highlighter/dist/esm/styles/prism";
-import { Bot, Loader2, UserRound } from "lucide-react";
+import ChatImageRenderer from "../../chat_ui/ChatImageRenderer";
 import ReasoningContent from "../../chat_ui/ReasoningContent";
 import ResponseMetrics from "../../chat_ui/ResponseMetrics";
 import { SearchResultsDisplay } from "../../chat_ui/SearchResultsDisplay";
@@ -56,6 +57,7 @@ export function MessageDisplay({ messages, isLoading }: MessageDisplayProps) {
         hyphens: "auto",
       }}
     >
+      <ChatImageRenderer message={message} />
       <ReactMarkdown
         components={{
           code({
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.test.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.test.tsx
index b9ca9187f71..4ec45fa2df4 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.test.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.test.tsx
@@ -21,4 +21,16 @@ describe("MessageInput", () => {
 
     expect(button).toBeDisabled();
   });
+
+  it("should enable send button when hasAttachment is true even with empty value", () => {
+    const onChange = vi.fn();
+    const onSend = vi.fn();
+    const uploadComponent = <div data-testid="upload-component">Upload</div>;
+    const { container, getByTestId } = render(
+      <MessageInput value="" onChange={onChange} onSend={onSend} hasAttachment={true} uploadComponent={uploadComponent} />,
+    );
+    const button = container.querySelector("button") as HTMLButtonElement;
+    expect(getByTestId("upload-component")).toBeInTheDocument();
+    expect(button).not.toBeDisabled();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.tsx
index 23c8e897187..67036282b38 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/MessageInput.tsx
@@ -9,13 +9,17 @@ interface MessageInputProps {
   onChange: (value: string) => void;
   onSend: () => void;
   disabled?: boolean;
+  hasAttachment?: boolean;
+  uploadComponent?: React.ReactNode;
 }
 
-export function MessageInput({ value, onChange, onSend, disabled }: MessageInputProps) {
+export function MessageInput({ value, onChange, onSend, disabled, hasAttachment, uploadComponent }: MessageInputProps) {
+  const canSend = !disabled && (value.trim().length > 0 || Boolean(hasAttachment));
+
   const handleKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
     if (e.key === "Enter" && !e.shiftKey) {
       e.preventDefault();
-      if (!disabled && value.trim()) {
+      if (canSend) {
         onSend();
       }
     }
@@ -24,6 +28,7 @@ export function MessageInput({ value, onChange, onSend, disabled }: MessageInput
   return (
     <div className="flex items-center gap-2">
       <div className="flex items-center flex-1 bg-white border border-gray-300 rounded-xl px-3 py-1 min-h-[44px]">
+        {uploadComponent && <div className="flex-shrink-0 mr-2">{uploadComponent}</div>}
         <TextArea
           value={value}
           onChange={(e) => onChange(e.target.value)}
@@ -42,7 +47,7 @@ export function MessageInput({ value, onChange, onSend, disabled }: MessageInput
             lineHeight: "20px",
           }}
         />
-        <Button onClick={onSend} disabled={disabled || !value.trim()} icon={<ArrowUpOutlined />} shape="circle" />
+        <Button onClick={onSend} disabled={!canSend} icon={<ArrowUpOutlined />} shape="circle" />
       </div>
     </div>
   );

From 9c5f2ea82767ba99b9cca417e8acf5c3975740e5 Mon Sep 17 00:00:00 2001
From: Chris Lapa <chris@lapa.com.au>
Date: Sat, 6 Dec 2025 10:52:54 +1100
Subject: [PATCH 096/178] Fixes #13652 - auth not working with ollama.com
 (#17191)

* ollama: adds missing auth headers if set

* ollama: sets ollama as openai compatible provider.

* ollama: adds tests for ollama auth
---
 litellm/constants.py                          |   1 +
 .../get_llm_provider_logic.py                 |  10 +
 litellm/main.py                               |   6 +
 .../llms/ollama/test_ollama_model_info.py     | 324 ++++++++++++++++++
 4 files changed, 341 insertions(+)

diff --git a/litellm/constants.py b/litellm/constants.py
index 58ededf001e..0a87f336729 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -539,6 +539,7 @@ openai_compatible_endpoints: List = [
     "https://api.friendli.ai/serverless/v1",
     "api.sambanova.ai/v1",
     "api.x.ai/v1",
+    "ollama.com",
     "api.galadriel.ai/v1",
     "api.llama.com/compat/v1/",
     "api.featherless.ai/v1",
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index ca00370729b..955858cd6ef 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -229,6 +229,9 @@ def get_llm_provider(  # noqa: PLR0915
                     elif endpoint == "api.deepseek.com/v1":
                         custom_llm_provider = "deepseek"
                         dynamic_api_key = get_secret_str("DEEPSEEK_API_KEY")
+                    elif endpoint == "ollama.com":
+                        custom_llm_provider = "ollama"
+                        dynamic_api_key = get_secret_str("OLLAMA_API_KEY")
                     elif endpoint == "https://api.friendli.ai/serverless/v1":
                         custom_llm_provider = "friendliai"
                         dynamic_api_key = get_secret_str(
@@ -558,6 +561,13 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
             or "https://api.studio.nebius.ai/v1"
         )  # type: ignore
         dynamic_api_key = api_key or get_secret_str("NEBIUS_API_KEY")
+    elif custom_llm_provider == "ollama":
+        api_base = (
+            api_base
+            or get_secret("OLLAMA_API_BASE")
+            or "http://127.0.0.1:11434"
+        )  # type: ignore
+        dynamic_api_key = api_key or get_secret_str("OLLAMA_API_KEY")
     elif (custom_llm_provider == "ai21_chat") or (
         custom_llm_provider == "ai21" and model in litellm.ai21_chat_models
     ):
diff --git a/litellm/main.py b/litellm/main.py
index 0e19699309d..3eaa4527f8b 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -3503,6 +3503,9 @@ def completion(  # type: ignore # noqa: PLR0915
                 or get_secret("OLLAMA_API_BASE")
                 or "http://localhost:11434"
             )
+            if api_key is not None and "Authorization" not in headers:
+                headers["Authorization"] = f"Bearer {api_key}"
+
             response = base_llm_http_handler.completion(
                 model=model,
                 stream=stream,
@@ -3536,6 +3539,9 @@ def completion(  # type: ignore # noqa: PLR0915
                 or os.environ.get("OLLAMA_API_KEY")
                 or litellm.api_key
             )
+            if api_key is not None and "Authorization" not in headers:
+                headers["Authorization"] = f"Bearer {api_key}"
+
 
             response = base_llm_http_handler.completion(
                 model=model,
diff --git a/tests/test_litellm/llms/ollama/test_ollama_model_info.py b/tests/test_litellm/llms/ollama/test_ollama_model_info.py
index b0aa464bf9d..7eef15cd4d2 100644
--- a/tests/test_litellm/llms/ollama/test_ollama_model_info.py
+++ b/tests/test_litellm/llms/ollama/test_ollama_model_info.py
@@ -136,3 +136,327 @@ class TestOllamaModelInfo:
         models = info.get_models()
         # Default static ollama_models is ['llama2'], so expect ['ollama/llama2']
         assert models == ["ollama/llama2"]
+
+
+class TestOllamaAuthHeaders:
+    """Tests for Ollama authentication header handling in completion calls."""
+
+    def test_ollama_completion_with_api_key_adds_auth_header(self, monkeypatch):
+        """
+        Test that when an api_key is provided to ollama completion,
+        the Authorization header is added with Bearer token format.
+
+        This tests the bug fix where Ollama requests with API keys
+        were not including the Authorization header.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers that were passed to the completion call
+        captured_headers = {}
+
+        def mock_completion(*args, **kwargs):
+            # Capture the headers that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with ollama provider and api_key
+                litellm.completion(
+                    model="ollama/llama2",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_key="test-api-key-12345",
+                    api_base="http://localhost:11434"
+                )
+
+                # Verify that Authorization header was added
+                assert "Authorization" in captured_headers, \
+                    "Authorization header should be present when api_key is provided"
+                assert captured_headers["Authorization"] == "Bearer test-api-key-12345", \
+                    f"Authorization header should be 'Bearer test-api-key-12345', got {captured_headers.get('Authorization')}"
+
+            except Exception as e:
+                pytest.fail(f"Ollama completion with api_key failed: {e}")
+
+    def test_ollama_chat_completion_with_api_key_adds_auth_header(self, monkeypatch):
+        """
+        Test that when an api_key is provided to ollama_chat completion,
+        the Authorization header is added with Bearer token format.
+
+        This tests the bug fix for the ollama_chat provider variant.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers that were passed to the completion call
+        captured_headers = {}
+
+        def mock_completion(*args, **kwargs):
+            # Capture the headers that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with ollama_chat provider and api_key
+                litellm.completion(
+                    model="ollama_chat/llama2",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_key="test-api-key-67890",
+                    api_base="http://localhost:11434"
+                )
+
+                # Verify that Authorization header was added
+                assert "Authorization" in captured_headers, \
+                    "Authorization header should be present when api_key is provided"
+                assert captured_headers["Authorization"] == "Bearer test-api-key-67890", \
+                    f"Authorization header should be 'Bearer test-api-key-67890', got {captured_headers.get('Authorization')}"
+
+            except Exception as e:
+                pytest.fail(f"Ollama_chat completion with api_key failed: {e}")
+
+    def test_ollama_completion_without_api_key_no_auth_header(self, monkeypatch):
+        """
+        Test that when no api_key is provided to ollama completion,
+        no Authorization header is added.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers that were passed to the completion call
+        captured_headers = {}
+
+        def mock_completion(*args, **kwargs):
+            # Capture the headers that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion without api_key
+                litellm.completion(
+                    model="ollama/llama2",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_base="http://localhost:11434"
+                )
+
+                # Verify that Authorization header was NOT added
+                assert "Authorization" not in captured_headers, \
+                    "Authorization header should not be present when api_key is not provided"
+
+            except Exception as e:
+                pytest.fail(f"Ollama completion without api_key failed: {e}")
+
+    def test_ollama_completion_preserves_existing_auth_header(self, monkeypatch):
+        """
+        Test that when an Authorization header is already present in headers,
+        it is not overwritten even if api_key is provided.
+
+        This ensures the fix respects existing Authorization headers.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers that were passed to the completion call
+        captured_headers = {}
+
+        def mock_completion(*args, **kwargs):
+            # Capture the headers that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with both api_key and existing Authorization header
+                existing_auth = "Bearer existing-token"
+                litellm.completion(
+                    model="ollama/llama2",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_key="test-api-key-should-not-be-used",
+                    api_base="http://localhost:11434",
+                    headers={"Authorization": existing_auth}
+                )
+
+                # Verify that existing Authorization header was preserved
+                assert "Authorization" in captured_headers, \
+                    "Authorization header should be present"
+                assert captured_headers["Authorization"] == existing_auth, \
+                    f"Existing Authorization header should be preserved, got {captured_headers.get('Authorization')}"
+
+            except Exception as e:
+                pytest.fail(f"Ollama completion with existing auth header failed: {e}")
+
+    def test_ollama_completion_with_ollama_com_api_base(self, monkeypatch):
+        """
+        Test that when using https://ollama.com as api_base with an api_key,
+        the Authorization header is correctly added.
+
+        This tests the real-world use case of using Ollama's hosted service.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers and api_base that were passed to the completion call
+        captured_headers = {}
+        captured_api_base = None
+
+        def mock_completion(*args, **kwargs):
+            nonlocal captured_api_base
+            # Capture the headers and api_base that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            if 'api_base' in kwargs:
+                captured_api_base = kwargs['api_base']
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with ollama.com as api_base and api_key
+                litellm.completion(
+                    model="ollama/qwen3-vl:235b-cloud",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_key="test-ollama-com-api-key",
+                    api_base="https://ollama.com"
+                )
+
+                # Verify that Authorization header was added
+                assert "Authorization" in captured_headers, \
+                    "Authorization header should be present when using ollama.com with api_key"
+                assert captured_headers["Authorization"] == "Bearer test-ollama-com-api-key", \
+                    f"Authorization header should be 'Bearer test-ollama-com-api-key', got {captured_headers.get('Authorization')}"
+
+                # Verify the api_base was passed correctly
+                assert captured_api_base == "https://ollama.com", \
+                    f"API base should be 'https://ollama.com', got {captured_api_base}"
+
+            except Exception as e:
+                pytest.fail(f"Ollama completion with ollama.com api_base failed: {e}")
+
+    def test_ollama_chat_completion_with_ollama_com_api_base(self, monkeypatch):
+        """
+        Test that when using https://ollama.com as api_base with an api_key
+        for ollama_chat provider, the Authorization header is correctly added.
+
+        This tests the real-world use case for the ollama_chat variant.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers and api_base that were passed to the completion call
+        captured_headers = {}
+        captured_api_base = None
+
+        def mock_completion(*args, **kwargs):
+            nonlocal captured_api_base
+            # Capture the headers and api_base that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            if 'api_base' in kwargs:
+                captured_api_base = kwargs['api_base']
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with ollama.com as api_base and api_key
+                litellm.completion(
+                    model="ollama_chat/qwen3-vl:235b-cloud",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_key="test-ollama-com-chat-key",
+                    api_base="https://ollama.com"
+                )
+
+                # Verify that Authorization header was added
+                assert "Authorization" in captured_headers, \
+                    "Authorization header should be present when using ollama.com with api_key"
+                assert captured_headers["Authorization"] == "Bearer test-ollama-com-chat-key", \
+                    f"Authorization header should be 'Bearer test-ollama-com-chat-key', got {captured_headers.get('Authorization')}"
+
+                # Verify the api_base was passed correctly
+                assert captured_api_base == "https://ollama.com", \
+                    f"API base should be 'https://ollama.com', got {captured_api_base}"
+
+            except Exception as e:
+                pytest.fail(f"Ollama_chat completion with ollama.com api_base failed: {e}")
+
+    def test_ollama_completion_with_ollama_com_without_api_key_fails_gracefully(self, monkeypatch):
+        """
+        Test that when using https://ollama.com as api_base without an api_key,
+        no Authorization header is added (which would likely fail on the server side,
+        but we're testing the client behavior).
+
+        This ensures we don't add empty or None Authorization headers.
+        """
+        import litellm
+        from unittest.mock import MagicMock, patch
+
+        # Track the headers that were passed to the completion call
+        captured_headers = {}
+
+        def mock_completion(*args, **kwargs):
+            # Capture the headers that were passed
+            if 'headers' in kwargs:
+                captured_headers.update(kwargs['headers'])
+            # Return a mock response
+            mock_response = MagicMock()
+            mock_response.choices = [MagicMock()]
+            mock_response.choices[0].message = MagicMock()
+            mock_response.choices[0].message.content = "Test response"
+            return mock_response
+
+        # Mock the base_llm_http_handler.completion method at the module level
+        with patch('litellm.main.base_llm_http_handler.completion', side_effect=mock_completion):
+            try:
+                # Call completion with ollama.com but no api_key
+                litellm.completion(
+                    model="ollama/llama2",
+                    messages=[{"role": "user", "content": "Hello"}],
+                    api_base="https://ollama.com"
+                )
+
+                # Verify that Authorization header was NOT added
+                assert "Authorization" not in captured_headers, \
+                    "Authorization header should not be present when api_key is not provided, even with ollama.com"
+
+            except Exception as e:
+                pytest.fail(f"Ollama completion with ollama.com without api_key failed: {e}")

From d18e489872e168f6f285e87cbc322cb5c89a6527 Mon Sep 17 00:00:00 2001
From: Yuichiro Utsumi <81412151+utsumi-fj@users.noreply.github.com>
Date: Sat, 6 Dec 2025 08:53:05 +0900
Subject: [PATCH 097/178] fix(docs): remove `source .env` (#17466)

Remove `source .env` since `docker compose` automatically loads
the `.env` file.

Signed-off-by: utsumi.yuichiro <utsumi.yuichiro@fujitsu.com>
---
 README.md                                        | 2 --
 docs/my-website/docs/proxy/deploy.md             | 4 +---
 docs/my-website/docs/proxy/docker_quick_start.md | 2 --
 3 files changed, 1 insertion(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 4f1a86a648f..9fed1c6dbc7 100644
--- a/README.md
+++ b/README.md
@@ -274,8 +274,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env
 # password generator to get a random hash for litellm salt key
 echo 'LITELLM_SALT_KEY="sk-1234"' >> .env
 
-source .env
-
 # Start
 docker compose up
 ```
diff --git a/docs/my-website/docs/proxy/deploy.md b/docs/my-website/docs/proxy/deploy.md
index e40d7acc7c8..0f0e5f678d3 100644
--- a/docs/my-website/docs/proxy/deploy.md
+++ b/docs/my-website/docs/proxy/deploy.md
@@ -26,8 +26,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env
 # password generator to get a random hash for litellm salt key
 echo 'LITELLM_SALT_KEY="sk-1234"' >> .env
 
-source .env
-
 # Start
 docker compose up
 ```
@@ -1072,4 +1070,4 @@ A: We explored MySQL but that was hard to maintain and led to bugs for customers
 
 **Q: If there is Postgres downtime, how does LiteLLM react? Does it fail-open or is there API downtime?**
 
-A: You can gracefully handle DB unavailability if it's on your VPC. See our production guide for more details: [Gracefully Handle DB Unavailability](https://docs.litellm.ai/docs/proxy/prod#6-if-running-litellm-on-vpc-gracefully-handle-db-unavailability)
\ No newline at end of file
+A: You can gracefully handle DB unavailability if it's on your VPC. See our production guide for more details: [Gracefully Handle DB Unavailability](https://docs.litellm.ai/docs/proxy/prod#6-if-running-litellm-on-vpc-gracefully-handle-db-unavailability)
diff --git a/docs/my-website/docs/proxy/docker_quick_start.md b/docs/my-website/docs/proxy/docker_quick_start.md
index d82a0b01d1d..35d9923e92c 100644
--- a/docs/my-website/docs/proxy/docker_quick_start.md
+++ b/docs/my-website/docs/proxy/docker_quick_start.md
@@ -52,8 +52,6 @@ echo 'LITELLM_MASTER_KEY="sk-1234"' > .env
 # password generator to get a random hash for litellm salt key
 echo 'LITELLM_SALT_KEY="sk-1234"' >> .env
 
-source .env
-
 # Start
 docker compose up
 ```

From e5f7a0b0a5b0240099d815ca0942f4e13f866195 Mon Sep 17 00:00:00 2001
From: Devaj Mody <m.devaj.m@gmail.com>
Date: Fri, 5 Dec 2025 18:53:49 -0500
Subject: [PATCH 098/178] fix(streaming): add length validation for empty
 tool_calls in delta (#17523)

Fixes #17425

  - Add length check for tool_calls in model_response.choices[0].delta
  - Prevents empty tool call objects from appearing in streaming responses
  - Add regression tests for empty and valid tool_calls scenarios
---
 .../litellm_core_utils/streaming_handler.py   |  1 +
 .../test_streaming_handler.py                 | 83 +++++++++++++++++++
 2 files changed, 84 insertions(+)

diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py
index a7f460fab59..4ffb7ace5b0 100644
--- a/litellm/litellm_core_utils/streaming_handler.py
+++ b/litellm/litellm_core_utils/streaming_handler.py
@@ -737,6 +737,7 @@ class CustomStreamWrapper:
             or (
                 "tool_calls" in model_response.choices[0].delta
                 and model_response.choices[0].delta["tool_calls"] is not None
+                and len(model_response.choices[0].delta["tool_calls"]) > 0
             )
             or (
                 "function_call" in model_response.choices[0].delta
diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
index 3456f69eebd..6a528fef8f0 100644
--- a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
+++ b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
@@ -1079,3 +1079,86 @@ def test_has_special_delta_attribute(
     assert not initialized_custom_stream_wrapper._has_special_delta_attribute(
         delta_with_none, "audio"
     )
+
+
+def test_is_chunk_non_empty_with_empty_tool_calls(
+    initialized_custom_stream_wrapper: CustomStreamWrapper,
+):
+    """
+    Test that is_chunk_non_empty returns False when tool_calls is an empty list.
+
+    Regression test for https://github.com/BerriAI/litellm/issues/17425
+    Empty tool_calls in delta should not be considered non-empty chunks.
+    """
+    chunk = {
+        "id": "test-chunk-id",
+        "object": "chat.completion.chunk",
+        "created": 1741037890,
+        "model": "claude-sonnet-4-20250514",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {
+                    "content": None,
+                    "tool_calls": [],  # Empty tool_calls list
+                },
+                "logprobs": None,
+                "finish_reason": None,
+            }
+        ],
+    }
+    # Empty tool_calls should return False
+    assert (
+        initialized_custom_stream_wrapper.is_chunk_non_empty(
+            completion_obj={},  # completion_obj has no tool_calls
+            model_response=ModelResponseStream(**chunk),
+            response_obj={},
+        )
+        is False
+    )
+
+
+def test_is_chunk_non_empty_with_valid_tool_calls(
+    initialized_custom_stream_wrapper: CustomStreamWrapper,
+):
+    """
+    Test that is_chunk_non_empty returns True when tool_calls has valid entries.
+
+    Companion test for https://github.com/BerriAI/litellm/issues/17425
+    Non-empty tool_calls in delta should be considered non-empty chunks.
+    """
+    chunk = {
+        "id": "test-chunk-id",
+        "object": "chat.completion.chunk",
+        "created": 1741037890,
+        "model": "claude-sonnet-4-20250514",
+        "choices": [
+            {
+                "index": 0,
+                "delta": {
+                    "content": None,
+                    "tool_calls": [
+                        {
+                            "id": "call_123",
+                            "type": "function",
+                            "function": {
+                                "name": "get_weather",
+                                "arguments": '{"location": "NYC"}',
+                            },
+                        }
+                    ],
+                },
+                "logprobs": None,
+                "finish_reason": None,
+            }
+        ],
+    }
+    # Non-empty tool_calls should return True
+    assert (
+        initialized_custom_stream_wrapper.is_chunk_non_empty(
+            completion_obj={},
+            model_response=ModelResponseStream(**chunk),
+            response_obj={},
+        )
+        is True
+    )

From 2905feb88925700a85758ef434630e3b8561728c Mon Sep 17 00:00:00 2001
From: Javier de la Torre <jatorre@carto.com>
Date: Sat, 6 Dec 2025 02:53:54 +0300
Subject: [PATCH 099/178] feat(oci): Add textarea field type for OCI private
 key input (#17159)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This enables Oracle Cloud Infrastructure (OCI) GenAI authentication via the UI
by allowing users to paste their PEM private key content directly into a
multiline textarea field.

Changes:
- Add `textarea` field type to UI component system
- Configure OCI provider with proper credential fields (oci_key, oci_user,
  oci_fingerprint, oci_tenancy, oci_region, oci_compartment_id)
- Handle PEM content newline normalization (\\n -> \n, \r\n -> \n)
- Use OCIError for consistent error handling

Previously OCI only supported file-based authentication (oci_key_file), which
doesn't work for UI-based model configuration. This adds support for inline
PEM content via the new oci_key field.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Claude <noreply@anthropic.com>
---
 litellm/llms/oci/chat/transformation.py       |  27 ++-
 .../provider_create_fields.json               |  62 +++++-
 .../public_endpoints/public_endpoints.py      |   2 +-
 .../oci/chat/test_oci_chat_transformation.py  | 199 ++++++++++++++++++
 .../add_model/provider_specific_fields.tsx    |  15 +-
 .../src/components/networking.tsx             |   2 +-
 6 files changed, 292 insertions(+), 15 deletions(-)
 create mode 100644 tests/litellm/llms/oci/chat/test_oci_chat_transformation.py

diff --git a/litellm/llms/oci/chat/transformation.py b/litellm/llms/oci/chat/transformation.py
index 5107f76fc84..038895a39e5 100644
--- a/litellm/llms/oci/chat/transformation.py
+++ b/litellm/llms/oci/chat/transformation.py
@@ -416,15 +416,34 @@ class OCIChatConfig(BaseConfig):
                 "Please install it with: pip install cryptography"
             ) from e
 
+        # Handle oci_key - it should be a string (PEM content)
+        oci_key_content = None
+        if oci_key:
+            if isinstance(oci_key, str):
+                oci_key_content = oci_key
+                # Fix common issues with PEM content
+                # Replace escaped newlines with actual newlines
+                oci_key_content = oci_key_content.replace("\\n", "\n")
+                # Ensure proper line endings
+                if "\r\n" in oci_key_content:
+                    oci_key_content = oci_key_content.replace("\r\n", "\n")
+            else:
+                raise OCIError(
+                    status_code=400,
+                    message=f"oci_key must be a string containing the PEM private key content. "
+                    f"Got type: {type(oci_key).__name__}",
+                )
+
         private_key = (
-            load_private_key_from_str(oci_key)
-            if oci_key
+            load_private_key_from_str(oci_key_content)
+            if oci_key_content
             else load_private_key_from_file(oci_key_file) if oci_key_file else None
         )
 
         if private_key is None:
-            raise Exception(
-                "Private key is required for OCI authentication. Please provide either oci_key or oci_key_file."
+            raise OCIError(
+                status_code=400,
+                message="Private key is required for OCI authentication. Please provide either oci_key or oci_key_file.",
             )
 
         signature = private_key.sign(
diff --git a/litellm/proxy/public_endpoints/provider_create_fields.json b/litellm/proxy/public_endpoints/provider_create_fields.json
index a23775f122d..ddd41ca0b1d 100644
--- a/litellm/proxy/public_endpoints/provider_create_fields.json
+++ b/litellm/proxy/public_endpoints/provider_create_fields.json
@@ -2124,17 +2124,67 @@
     "litellm_provider": "oci",
     "credential_fields": [
       {
-        "key": "api_key",
-        "label": "API Key",
-        "placeholder": null,
-        "tooltip": null,
+        "key": "oci_user",
+        "label": "OCI User OCID",
+        "placeholder": "ocid1.user.oc1..aaaaaaaaexample",
+        "tooltip": "The OCID of the user making the API call",
         "required": true,
-        "field_type": "password",
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
+      {
+        "key": "oci_fingerprint",
+        "label": "OCI Key Fingerprint",
+        "placeholder": "aa:bb:cc:dd:ee:ff:00:11:22:33:44:55:66:77:88:99",
+        "tooltip": "The fingerprint of the API signing key",
+        "required": true,
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
+      {
+        "key": "oci_tenancy",
+        "label": "OCI Tenancy OCID",
+        "placeholder": "ocid1.tenancy.oc1..aaaaaaaaexample",
+        "tooltip": "The OCID of your tenancy",
+        "required": true,
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
+      {
+        "key": "oci_region",
+        "label": "OCI Region",
+        "placeholder": "us-ashburn-1",
+        "tooltip": "The OCI region identifier (e.g., us-ashburn-1, eu-frankfurt-1)",
+        "required": true,
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
+      {
+        "key": "oci_compartment_id",
+        "label": "OCI Compartment OCID",
+        "placeholder": "ocid1.compartment.oc1..aaaaaaaaexample",
+        "tooltip": "The OCID of the compartment containing the GenAI resources",
+        "required": true,
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
+      {
+        "key": "oci_key",
+        "label": "OCI Private Key (PEM)",
+        "placeholder": "-----BEGIN RSA PRIVATE KEY-----\n...\n-----END RSA PRIVATE KEY-----",
+        "tooltip": "The full PEM-encoded private key content for API signing. Paste the entire key including BEGIN/END markers.",
+        "required": true,
+        "field_type": "textarea",
         "options": null,
         "default_value": null
       }
     ],
-    "default_model_placeholder": "oci/xai.grok-4"
+    "default_model_placeholder": "oci/xai.grok-3"
   },
   {
     "provider": "OVHCLOUD",
diff --git a/litellm/types/proxy/public_endpoints/public_endpoints.py b/litellm/types/proxy/public_endpoints/public_endpoints.py
index 7edf05dc947..aca58e36921 100644
--- a/litellm/types/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/types/proxy/public_endpoints/public_endpoints.py
@@ -16,7 +16,7 @@ class ProviderCredentialField(BaseModel):
     placeholder: Optional[str] = None
     tooltip: Optional[str] = None
     required: bool = False
-    field_type: Literal["text", "password", "select", "upload"] = "text"
+    field_type: Literal["text", "password", "select", "upload", "textarea"] = "text"
     options: Optional[List[str]] = None
     default_value: Optional[str] = None
 
diff --git a/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py b/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py
new file mode 100644
index 00000000000..c23f4501a2c
--- /dev/null
+++ b/tests/litellm/llms/oci/chat/test_oci_chat_transformation.py
@@ -0,0 +1,199 @@
+"""
+Tests for OCI Chat Transformation module.
+
+These tests verify the OCI credential handling, particularly the PEM key
+normalization logic for handling different newline formats.
+"""
+
+import os
+import sys
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath("../../../../..")
+)  # Adds the parent directory to the system path
+
+from litellm.llms.oci.chat.transformation import OCIChatConfig
+from litellm.llms.oci.common_utils import OCIError
+
+
+@pytest.fixture
+def config():
+    return OCIChatConfig()
+
+
+class TestOCIKeyNormalization:
+    """Tests for OCI private key content normalization."""
+
+    def test_oci_key_with_escaped_newlines(self, config):
+        """Test that escaped newlines (\\n) are converted to actual newlines."""
+        # Simulate PEM content with escaped newlines (as would come from JSON/UI input)
+        escaped_pem = "-----BEGIN RSA PRIVATE KEY-----\\nMIIEowIBAAKCAQEA...\\n-----END RSA PRIVATE KEY-----"
+
+        optional_params = {
+            "oci_user": "ocid1.user.oc1..test",
+            "oci_fingerprint": "aa:bb:cc:dd",
+            "oci_tenancy": "ocid1.tenancy.oc1..test",
+            "oci_region": "us-ashburn-1",
+            "oci_key": escaped_pem,
+        }
+
+        # We can't fully test signing without a real key, but we can verify
+        # the error message indicates the key was processed (not a type error)
+        with pytest.raises(Exception) as exc_info:
+            config._sign_with_manual_credentials(
+                headers={},
+                optional_params=optional_params,
+                request_data={"test": "data"},
+                api_base="https://test.oci.oraclecloud.com/api",
+            )
+
+        # The error should be about key format/loading, not about type
+        # This confirms the string was processed and newlines were normalized
+        error_message = str(exc_info.value)
+        assert "must be a string" not in error_message.lower()
+
+    def test_oci_key_with_crlf_newlines(self, config):
+        """Test that Windows-style CRLF newlines are normalized to LF."""
+        # Simulate PEM content with CRLF newlines
+        crlf_pem = "-----BEGIN RSA PRIVATE KEY-----\r\nMIIEowIBAAKCAQEA...\r\n-----END RSA PRIVATE KEY-----"
+
+        optional_params = {
+            "oci_user": "ocid1.user.oc1..test",
+            "oci_fingerprint": "aa:bb:cc:dd",
+            "oci_tenancy": "ocid1.tenancy.oc1..test",
+            "oci_region": "us-ashburn-1",
+            "oci_key": crlf_pem,
+        }
+
+        with pytest.raises(Exception) as exc_info:
+            config._sign_with_manual_credentials(
+                headers={},
+                optional_params=optional_params,
+                request_data={"test": "data"},
+                api_base="https://test.oci.oraclecloud.com/api",
+            )
+
+        error_message = str(exc_info.value)
+        assert "must be a string" not in error_message.lower()
+
+    def test_oci_key_rejects_non_string_type(self, config):
+        """Test that non-string oci_key values raise OCIError."""
+        optional_params = {
+            "oci_user": "ocid1.user.oc1..test",
+            "oci_fingerprint": "aa:bb:cc:dd",
+            "oci_tenancy": "ocid1.tenancy.oc1..test",
+            "oci_region": "us-ashburn-1",
+            "oci_key": {"invalid": "dict"},  # Wrong type
+        }
+
+        with pytest.raises(OCIError) as exc_info:
+            config._sign_with_manual_credentials(
+                headers={},
+                optional_params=optional_params,
+                request_data={"test": "data"},
+                api_base="https://test.oci.oraclecloud.com/api",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "must be a string" in str(exc_info.value.message)
+        assert "dict" in str(exc_info.value.message)
+
+    def test_oci_key_rejects_list_type(self, config):
+        """Test that list oci_key values raise OCIError."""
+        optional_params = {
+            "oci_user": "ocid1.user.oc1..test",
+            "oci_fingerprint": "aa:bb:cc:dd",
+            "oci_tenancy": "ocid1.tenancy.oc1..test",
+            "oci_region": "us-ashburn-1",
+            "oci_key": ["invalid", "list"],  # Wrong type
+        }
+
+        with pytest.raises(OCIError) as exc_info:
+            config._sign_with_manual_credentials(
+                headers={},
+                optional_params=optional_params,
+                request_data={"test": "data"},
+                api_base="https://test.oci.oraclecloud.com/api",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "must be a string" in str(exc_info.value.message)
+        assert "list" in str(exc_info.value.message)
+
+
+class TestOCIValidateEnvironment:
+    """Tests for OCI environment validation."""
+
+    def test_missing_required_credentials_raises_error(self, config):
+        """Test that missing required credentials raise an error."""
+        with pytest.raises(Exception) as exc_info:
+            config.validate_environment(
+                headers={},
+                model="oci/xai.grok-3",
+                messages=[{"role": "user", "content": "Hello"}],
+                optional_params={},  # No credentials provided
+                litellm_params={},
+                api_key=None,
+                api_base=None,
+            )
+
+        error_message = str(exc_info.value)
+        assert "oci_user" in error_message
+        assert "oci_fingerprint" in error_message
+        assert "oci_tenancy" in error_message
+
+    def test_validate_environment_with_all_credentials(self, config):
+        """Test that validation passes with all required credentials."""
+        headers = config.validate_environment(
+            headers={},
+            model="oci/xai.grok-3",
+            messages=[{"role": "user", "content": "Hello"}],
+            optional_params={
+                "oci_user": "ocid1.user.oc1..test",
+                "oci_fingerprint": "aa:bb:cc:dd",
+                "oci_tenancy": "ocid1.tenancy.oc1..test",
+                "oci_region": "us-ashburn-1",
+                "oci_compartment_id": "ocid1.compartment.oc1..test",
+                "oci_key": "-----BEGIN RSA PRIVATE KEY-----\ntest\n-----END RSA PRIVATE KEY-----",
+            },
+            litellm_params={},
+            api_key=None,
+            api_base=None,
+        )
+
+        assert headers["content-type"] == "application/json"
+        assert "user-agent" in headers
+
+
+class TestOCIGetCompleteUrl:
+    """Tests for OCI URL generation."""
+
+    def test_get_complete_url_default_region(self, config):
+        """Test URL generation with default region."""
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="oci/xai.grok-3",
+            optional_params={},
+            litellm_params={},
+            stream=False,
+        )
+
+        assert "us-ashburn-1" in url
+        assert "inference.generativeai" in url
+        assert "/20231130/actions/chat" in url
+
+    def test_get_complete_url_custom_region(self, config):
+        """Test URL generation with custom region."""
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="oci/xai.grok-3",
+            optional_params={"oci_region": "eu-frankfurt-1"},
+            litellm_params={},
+            stream=False,
+        )
+
+        assert "eu-frankfurt-1" in url
+        assert "inference.generativeai" in url
diff --git a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
index 892e9e0197e..24df0ac21ef 100644
--- a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
@@ -1,7 +1,7 @@
 import { useProviderFields } from "@/app/(dashboard)/hooks/providers/useProviderFields";
 import { UploadOutlined } from "@ant-design/icons";
 import { Text, TextInput } from "@tremor/react";
-import { Button as Button2, Col, Form, Row, Select, Typography, Upload, UploadProps } from "antd";
+import { Button as Button2, Col, Form, Input, Row, Select, Typography, Upload, UploadProps } from "antd";
 import React from "react";
 import { CredentialItem, ProviderCredentialFieldMetadata } from "../networking";
 import { provider_map, Providers } from "../provider_info_helpers";
@@ -18,7 +18,7 @@ interface ProviderCredentialField {
   placeholder?: string;
   tooltip?: string;
   required?: boolean;
-  type?: "text" | "password" | "select" | "upload";
+  type?: "text" | "password" | "select" | "upload" | "textarea";
   options?: string[];
   defaultValue?: string;
 }
@@ -36,7 +36,9 @@ const mapFieldMetadataToUiField = (field: ProviderCredentialFieldMetadata): Prov
         ? "select"
         : field.field_type === "upload"
           ? "upload"
-          : "text";
+          : field.field_type === "textarea"
+            ? "textarea"
+            : "text";
 
   return {
     key: field.key,
@@ -247,6 +249,13 @@ const ProviderSpecificFields: React.FC<ProviderSpecificFieldsProps> = ({ selecte
               >
                 <Button2 icon={<UploadOutlined />}>Click to Upload</Button2>
               </Upload>
+            ) : field.type === "textarea" ? (
+              <Input.TextArea
+                placeholder={field.placeholder}
+                defaultValue={field.defaultValue}
+                rows={6}
+                style={{ fontFamily: "monospace", fontSize: "12px" }}
+              />
             ) : (
               <TextInput
                 placeholder={field.placeholder}
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index c5dc3114ff6..c0bff9c6a45 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -182,7 +182,7 @@ export interface ProviderCredentialFieldMetadata {
   placeholder?: string | null;
   tooltip?: string | null;
   required?: boolean;
-  field_type?: "text" | "password" | "select" | "upload";
+  field_type?: "text" | "password" | "select" | "upload" | "textarea";
   options?: string[] | null;
   default_value?: string | null;
 }

From 829b06f53fb948bf4c48d8b0a3b3acedef2fe441 Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 20:55:38 -0300
Subject: [PATCH 100/178] Fix: Gemini image_tokens incorrectly treated as text
 tokens in cost calculation (#17554)

When Gemini image generation models return `text_tokens=0` with `image_tokens > 0`,
the cost calculator was assuming no token breakdown existed and treating all
completion tokens as text tokens, resulting in ~10x underestimation of costs.

Changes:
- Fix cost calculation logic to respect token breakdown when image/audio/reasoning
  tokens are present, even if text_tokens=0
- Add `output_cost_per_image_token` pricing for gemini-3-pro-image-preview models
- Add test case reproducing the issue
- Add documentation explaining image token pricing

Fixes #17410
---
 docs/my-website/docs/providers/gemini.md      | 31 +++++++++
 .../litellm_core_utils/llm_cost_calc/utils.py |  6 +-
 ...odel_prices_and_context_window_backup.json |  3 +
 model_prices_and_context_window.json          |  3 +
 .../llm_cost_calc/test_llm_cost_calc_utils.py | 66 +++++++++++++++++++
 5 files changed, 107 insertions(+), 2 deletions(-)

diff --git a/docs/my-website/docs/providers/gemini.md b/docs/my-website/docs/providers/gemini.md
index 1b21ed8d03c..f33c492f182 100644
--- a/docs/my-website/docs/providers/gemini.md
+++ b/docs/my-website/docs/providers/gemini.md
@@ -2006,3 +2006,34 @@ curl -L -X POST 'http://localhost:4000/v1/chat/completions' \
 </TabItem>
 </Tabs>
 
+### Image Generation Pricing
+
+Gemini image generation models (like `gemini-3-pro-image-preview`) return `image_tokens` in the response usage. These tokens are priced differently from text tokens:
+
+| Token Type | Price per 1M tokens | Price per token |
+|------------|---------------------|-----------------|
+| Text output | $12 | $0.000012 |
+| Image output | $120 | $0.00012 |
+
+The number of image tokens depends on the output resolution:
+
+| Resolution | Tokens per image | Cost per image |
+|------------|------------------|----------------|
+| 1K-2K (1024x1024 to 2048x2048) | 1,120 | $0.134 |
+| 4K (4096x4096) | 2,000 | $0.24 |
+
+LiteLLM automatically calculates costs using `output_cost_per_image_token` from the model pricing configuration.
+
+**Example response usage:**
+```json
+{
+    "completion_tokens_details": {
+        "reasoning_tokens": 225,
+        "text_tokens": 0,
+        "image_tokens": 1120
+    }
+}
+```
+
+For more details, see [Google's Gemini pricing documentation](https://ai.google.dev/gemini-api/docs/pricing).
+
diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py
index 9717f442b82..ef2183a4556 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/utils.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py
@@ -583,9 +583,11 @@ def generic_cost_per_token(
         reasoning_tokens = completion_tokens_details["reasoning_tokens"]
         image_tokens = completion_tokens_details["image_tokens"]
 
-    if text_tokens == 0:
+    # Only assume all tokens are text if there's NO breakdown at all
+    # If image_tokens, audio_tokens, or reasoning_tokens exist, respect text_tokens=0
+    has_token_breakdown = image_tokens > 0 or audio_tokens > 0 or reasoning_tokens > 0
+    if text_tokens == 0 and not has_token_breakdown:
         text_tokens = usage.completion_tokens
-    if text_tokens == usage.completion_tokens:
         is_text_tokens_total = True
     ## TEXT COST
     completion_cost = float(text_tokens) * completion_base_cost
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index d4afde20e93..c26aada0a50 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -12147,6 +12147,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://ai.google.dev/gemini-api/docs/pricing",
@@ -13884,6 +13885,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "rpm": 1000,
         "tpm": 4000000,
@@ -25802,6 +25804,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image"
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index d4afde20e93..c26aada0a50 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -12147,6 +12147,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://ai.google.dev/gemini-api/docs/pricing",
@@ -13884,6 +13885,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "rpm": 1000,
         "tpm": 4000000,
@@ -25802,6 +25804,7 @@
         "max_tokens": 65536,
         "mode": "image_generation",
         "output_cost_per_image": 0.134,
+        "output_cost_per_image_token": 1.2e-04,
         "output_cost_per_token": 1.2e-05,
         "output_cost_per_token_batches": 6e-06,
         "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image"
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 3d3dd98f490..814d0f23a6b 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -720,6 +720,72 @@ def test_service_tier_fallback_pricing():
     assert abs(std_cost[1] - expected_standard_completion) < 1e-10, f"Standard completion cost mismatch: {std_cost[1]} vs {expected_standard_completion}"
 
 
+def test_gemini_image_generation_cost_with_zero_text_tokens():
+    """
+    Test that image_tokens are correctly costed when text_tokens=0.
+
+    Reproduces issue #17410: completion_cost calculates incorrectly for
+    Gemini-3-pro-image model - image_tokens were treated as text tokens
+    when text_tokens=0.
+
+    https://github.com/BerriAI/litellm/issues/17410
+    """
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+
+    model = "gemini-3-pro-image-preview"
+    custom_llm_provider = "vertex_ai"
+
+    # Usage from the issue: text_tokens=0, image_tokens=1120, reasoning_tokens=225
+    usage = Usage(
+        completion_tokens=1345,
+        prompt_tokens=10,
+        total_tokens=1355,
+        completion_tokens_details=CompletionTokensDetailsWrapper(
+            accepted_prediction_tokens=None,
+            audio_tokens=None,
+            reasoning_tokens=225,
+            rejected_prediction_tokens=None,
+            text_tokens=0,  # This is the key: text_tokens=0
+            image_tokens=1120,
+        ),
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            audio_tokens=None, cached_tokens=None, text_tokens=10, image_tokens=None
+        ),
+    )
+
+    model_cost_map = litellm.model_cost[model]
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider=custom_llm_provider,
+    )
+
+    # Expected costs:
+    # - text_tokens: 0 * output_cost_per_token = 0
+    # - image_tokens: 1120 * output_cost_per_image_token = 1120 * 1.2e-04 = 0.1344
+    # - reasoning_tokens: 225 * output_cost_per_token = 225 * 1.2e-05 = 0.0027
+    # Total completion: ~0.1371
+
+    output_cost_per_image_token = model_cost_map.get("output_cost_per_image_token", 0)
+    output_cost_per_token = model_cost_map.get("output_cost_per_token", 0)
+
+    expected_image_cost = 1120 * output_cost_per_image_token
+    expected_reasoning_cost = 225 * output_cost_per_token  # reasoning uses base token cost
+    expected_completion_cost = expected_image_cost + expected_reasoning_cost
+
+    # The bug was: all 1345 tokens were treated as text = 1345 * 1.2e-05 = 0.01614
+    # Fixed: image_tokens use image pricing = ~0.137
+
+    assert completion_cost > 0.10, (
+        f"Completion cost should be > $0.10 (image tokens are expensive), got ${completion_cost:.6f}. "
+        f"Bug: tokens may be incorrectly treated as text tokens."
+    )
+    assert round(completion_cost, 4) == round(expected_completion_cost, 4), (
+        f"Expected completion cost ${expected_completion_cost:.6f}, got ${completion_cost:.6f}"
+    )
+
+
 def test_bedrock_anthropic_prompt_caching():
     """Test Bedrock Anthropic models with prompt caching return correct costs."""
     model = "us.anthropic.claude-sonnet-4-5-20250929-v1:0"

From 87f94172a9e265be4eeaa0853a704b9be4bbae06 Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Fri, 5 Dec 2025 20:56:26 -0300
Subject: [PATCH 101/178] fix(responses): Add image generation support for
 Responses API (#16586)

* fix(responses): Add image generation support for Responses API

Fixes #16227

## Problem
When using Gemini 2.5 Flash Image with /responses endpoint, image generation
outputs were not being returned correctly. The response contained only text
with empty content instead of the generated images.

## Solution
1. Created new `OutputImageGenerationCall` type for image generation outputs
2. Modified `_extract_message_output_items()` to detect images in completion responses
3. Added `_extract_image_generation_output_items()` to transform images from
   completion format (data URL) to responses format (pure base64)
4. Added `_extract_base64_from_data_url()` helper to extract base64 from data URLs
5. Updated `ResponsesAPIResponse.output` type to include `OutputImageGenerationCall`

## Changes
- litellm/types/responses/main.py: Added OutputImageGenerationCall type
- litellm/types/llms/openai.py: Updated ResponsesAPIResponse.output type
- litellm/responses/litellm_completion_transformation/transformation.py:
  Added image detection and extraction logic
- tests/test_litellm/responses/litellm_completion_transformation/test_image_generation_output.py:
  Added comprehensive unit tests (16 tests, all passing)

## Result
/responses endpoint now correctly returns:
```json
{
  "output": [{
    "type": "image_generation_call",
    "id": "..._img_0",
    "status": "completed",
    "result": "iVBORw0KGgo..."  // Pure base64, no data: prefix
  }]
}
```

This matches OpenAI Responses API specification where image generation
outputs have type "image_generation_call" with base64 data in "result" field.

* docs(responses): Add image generation documentation and tests

- Add comprehensive image generation documentation to response_api.md
  - Include examples for Gemini (no tools param) and OpenAI (with tools param)
  - Document response format and base64 handling
  - Add supported models table with provider-specific requirements

- Add unit tests for image generation output transformation
  - Test base64 extraction from data URLs
  - Test image generation output item creation
  - Test status mapping and integration scenarios
  - Verify proper transformation from completions to responses format

Related to #16227

* fix(responses): Correct status type for image generation output

- Add _map_finish_reason_to_image_generation_status() helper function
- Fix MyPy type error: OutputImageGenerationCall.status only accepts
  ['in_progress', 'completed', 'incomplete', 'failed'], not the full
  ResponsesAPIStatus union which includes 'cancelled' and 'queued'

Fixes MyPy error in transformation.py:838
---
 docs/my-website/docs/response_api.md          |  79 ++++++++
 .../transformation.py                         | 139 ++++++++++++--
 litellm/types/llms/openai.py                  |   3 +-
 litellm/types/responses/main.py               |   9 +
 .../test_image_generation_output.py           | 172 ++++++++++++++++++
 5 files changed, 383 insertions(+), 19 deletions(-)
 create mode 100644 tests/test_litellm/responses/litellm_completion_transformation/test_image_generation_output.py

diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md
index 96bfc196d0e..52e4c1e26f5 100644
--- a/docs/my-website/docs/response_api.md
+++ b/docs/my-website/docs/response_api.md
@@ -81,6 +81,85 @@ for event in stream:
             f.write(image_bytes)
 ```
 
+#### Image Generation (Non-streaming)
+
+Image generation is supported for models that generate images. Generated images are returned in the `output` array with `type: "image_generation_call"`.
+
+**Gemini (Google AI Studio):**
+```python showLineNumbers title="Gemini Image Generation"
+import litellm
+import base64
+
+# Gemini image generation models don't require tools parameter
+response = litellm.responses(
+    model="gemini/gemini-2.5-flash-image",
+    input="Generate a cute cat playing with yarn"
+)
+
+# Access generated images from output
+for item in response.output:
+    if item.type == "image_generation_call":
+        # item.result contains pure base64 (no data: prefix)
+        image_bytes = base64.b64decode(item.result)
+
+        # Save the image
+        with open(f"generated_{item.id}.png", "wb") as f:
+            f.write(image_bytes)
+
+print(f"Image saved: generated_{response.output[0].id}.png")
+```
+
+**OpenAI:**
+```python showLineNumbers title="OpenAI Image Generation"
+import litellm
+import base64
+
+# OpenAI models require tools parameter for image generation
+response = litellm.responses(
+    model="openai/gpt-4o",
+    input="Generate a futuristic city at sunset",
+    tools=[{"type": "image_generation"}]
+)
+
+# Access generated images from output
+for item in response.output:
+    if item.type == "image_generation_call":
+        image_bytes = base64.b64decode(item.result)
+        with open(f"generated_{item.id}.png", "wb") as f:
+            f.write(image_bytes)
+```
+
+**Response Format:**
+
+When image generation is successful, the response contains:
+
+```json
+{
+  "id": "resp_abc123",
+  "status": "completed",
+  "output": [
+    {
+      "type": "image_generation_call",
+      "id": "resp_abc123_img_0",
+      "status": "completed",
+      "result": "iVBORw0KGgo..."  // Pure base64 string (no data: prefix)
+    }
+  ]
+}
+```
+
+**Supported Models:**
+
+| Provider | Models | Requires `tools` Parameter |
+|----------|--------|---------------------------|
+| Google AI Studio | `gemini/gemini-2.5-flash-image` | ❌ No |
+| Vertex AI | `vertex_ai/gemini-2.5-flash-image-preview` | ❌ No |
+| OpenAI | `gpt-4o`, `gpt-4o-mini`, `gpt-4.1`, `gpt-4.1-mini`, `gpt-4.1-nano`, `o3` | ✅ Yes |
+| AWS Bedrock | Stability AI, Amazon Nova Canvas models | Model-specific |
+| Fal AI | Various image generation models | Check model docs |
+
+**Note:** The `result` field contains pure base64-encoded image data without the `data:image/png;base64,` prefix. You must decode it with `base64.b64decode()` before saving.
+
 #### GET a Response
 ```python showLineNumbers title="Get Response by ID"
 import litellm
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 57af32339f2..9359c20c67e 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -39,6 +39,7 @@ from litellm.types.responses.main import (
     GenericResponseOutputItem,
     GenericResponseOutputItemContentAnnotation,
     OutputFunctionToolCall,
+    OutputImageGenerationCall,
     OutputText,
 )
 from litellm.types.utils import (
@@ -830,9 +831,9 @@ class LiteLLMCompletionResponsesConfig:
     def _transform_chat_completion_choices_to_responses_output(
         chat_completion_response: ModelResponse,
         choices: List[Choices],
-    ) -> List[Union[GenericResponseOutputItem, OutputFunctionToolCall]]:
+    ) -> List[Union[GenericResponseOutputItem, OutputFunctionToolCall, OutputImageGenerationCall]]:
         responses_output: List[
-            Union[GenericResponseOutputItem, OutputFunctionToolCall]
+            Union[GenericResponseOutputItem, OutputFunctionToolCall, OutputImageGenerationCall]
         ] = []
 
         responses_output.extend(
@@ -881,28 +882,130 @@ class LiteLLMCompletionResponsesConfig:
                     ]
         return []
 
+    @staticmethod
+    def _extract_image_generation_output_items(
+        chat_completion_response: ModelResponse,
+        choice: Choices,
+    ) -> List[OutputImageGenerationCall]:
+        """
+        Extract image generation outputs from a choice that contains images.
+
+        Transforms message.images from chat completion format:
+        {
+            'image_url': {'url': 'data:image/png;base64,iVBORw0...'},
+            'type': 'image_url',
+            'index': 0
+        }
+
+        To Responses API format:
+        {
+            'type': 'image_generation_call',
+            'id': 'img_...',
+            'status': 'completed',
+            'result': 'iVBORw0...'  # Pure base64 without data: prefix
+        }
+        """
+        image_generation_items: List[OutputImageGenerationCall] = []
+
+        images = getattr(choice.message, 'images', [])
+        if not images:
+            return image_generation_items
+
+        for idx, image_item in enumerate(images):
+            # Extract base64 from data URL
+            image_url = image_item.get('image_url', {}).get('url', '')
+            base64_data = LiteLLMCompletionResponsesConfig._extract_base64_from_data_url(image_url)
+
+            if base64_data:
+                image_generation_items.append(
+                    OutputImageGenerationCall(
+                        type="image_generation_call",
+                        id=f"{chat_completion_response.id}_img_{idx}",
+                        status=LiteLLMCompletionResponsesConfig._map_finish_reason_to_image_generation_status(
+                            choice.finish_reason
+                        ),
+                        result=base64_data,
+                    )
+                )
+
+        return image_generation_items
+
+    @staticmethod
+    def _map_finish_reason_to_image_generation_status(
+        finish_reason: Optional[str],
+    ) -> Literal["in_progress", "completed", "incomplete", "failed"]:
+        """
+        Map finish_reason to image generation status.
+
+        Image generation status only supports: in_progress, completed, incomplete, failed
+        (does not support: cancelled, queued like general ResponsesAPIStatus)
+        """
+        if finish_reason == "stop":
+            return "completed"
+        elif finish_reason == "length":
+            return "incomplete"
+        elif finish_reason in ["content_filter", "error"]:
+            return "failed"
+        else:
+            # Default to completed for other cases
+            return "completed"
+
+    @staticmethod
+    def _extract_base64_from_data_url(data_url: str) -> Optional[str]:
+        """
+        Extract pure base64 string from a data URL.
+
+        Input: 'data:image/png;base64,iVBORw0KGgoAAAANS...'
+        Output: 'iVBORw0KGgoAAAANS...'
+
+        If input is already pure base64 (no prefix), return as-is.
+        """
+        if not data_url:
+            return None
+
+        # Check if it's a data URL with prefix
+        if data_url.startswith('data:'):
+            # Split by comma to separate prefix from base64 data
+            parts = data_url.split(',', 1)
+            if len(parts) == 2:
+                return parts[1]  # Return the base64 part
+            return None
+        else:
+            # Already pure base64
+            return data_url
+
     @staticmethod
     def _extract_message_output_items(
         chat_completion_response: ModelResponse,
         choices: List[Choices],
-    ) -> List[GenericResponseOutputItem]:
-        message_output_items = []
+    ) -> List[Union[GenericResponseOutputItem, OutputImageGenerationCall]]:
+        message_output_items: List[Union[GenericResponseOutputItem, OutputImageGenerationCall]] = []
         for choice in choices:
-            message_output_items.append(
-                GenericResponseOutputItem(
-                    type="message",
-                    id=chat_completion_response.id,
-                    status=LiteLLMCompletionResponsesConfig._map_chat_completion_finish_reason_to_responses_status(
-                        choice.finish_reason
-                    ),
-                    role=choice.message.role,
-                    content=[
-                        LiteLLMCompletionResponsesConfig._transform_chat_message_to_response_output_text(
-                            choice.message
-                        )
-                    ],
+            # Check if message has images (image generation)
+            if hasattr(choice.message, 'images') and choice.message.images:
+                # Extract image generation output
+                image_generation_items = LiteLLMCompletionResponsesConfig._extract_image_generation_output_items(
+                    chat_completion_response=chat_completion_response,
+                    choice=choice,
+                )
+                message_output_items.extend(image_generation_items)
+            else:
+                # Regular message output
+                message_output_items.append(
+                    GenericResponseOutputItem(
+                        type="message",
+                        id=chat_completion_response.id,
+                        status=LiteLLMCompletionResponsesConfig._map_chat_completion_finish_reason_to_responses_status(
+                            choice.finish_reason
+                        ),
+                        role=choice.message.role,
+                        content=[
+                            LiteLLMCompletionResponsesConfig._transform_chat_message_to_response_output_text(
+                                choice.message
+                            )
+                        ],
+                    )
                 )
-            )
         return message_output_items
 
     @staticmethod
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 9fb97d47d17..377ba546988 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -76,6 +76,7 @@ from litellm.types.llms.base import BaseLiteLLMOpenAIResponseObject
 from litellm.types.responses.main import (
     GenericResponseOutputItem,
     OutputFunctionToolCall,
+    OutputImageGenerationCall,
 )
 
 FileContent = Union[IO[bytes], bytes, PathLike]
@@ -1071,7 +1072,7 @@ class ResponsesAPIResponse(BaseLiteLLMOpenAIResponseObject):
     object: Optional[str] = None
     output: Union[
         List[Union[ResponseOutputItem, Dict]],
-        List[Union[GenericResponseOutputItem, OutputFunctionToolCall]],
+        List[Union[GenericResponseOutputItem, OutputFunctionToolCall, OutputImageGenerationCall]],
     ]
     parallel_tool_calls: Optional[bool] = None
     temperature: Optional[float] = None
diff --git a/litellm/types/responses/main.py b/litellm/types/responses/main.py
index 25ba4d0a075..7d0620af23a 100644
--- a/litellm/types/responses/main.py
+++ b/litellm/types/responses/main.py
@@ -36,6 +36,15 @@ class OutputFunctionToolCall(BaseLiteLLMOpenAIResponseObject):
     status: Literal["in_progress", "completed", "incomplete"]
 
 
+class OutputImageGenerationCall(BaseLiteLLMOpenAIResponseObject):
+    """An image generation call output"""
+
+    type: Literal["image_generation_call"]
+    id: str
+    status: Literal["in_progress", "completed", "incomplete", "failed"]
+    result: Optional[str]  # Base64 encoded image data (without data:image prefix)
+
+
 class GenericResponseOutputItem(BaseLiteLLMOpenAIResponseObject):
     """
     Generic response API output item
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_image_generation_output.py b/tests/test_litellm/responses/litellm_completion_transformation/test_image_generation_output.py
new file mode 100644
index 00000000000..29f1063a070
--- /dev/null
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_image_generation_output.py
@@ -0,0 +1,172 @@
+"""
+Unit tests for Responses API image generation support
+
+Tests the fix for Issue #16227:
+https://github.com/BerriAI/litellm/issues/16227
+
+Verifies that image generation outputs are correctly transformed
+from /chat/completions format to /responses API format.
+"""
+import pytest
+from unittest.mock import Mock
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+from litellm.types.responses.main import OutputImageGenerationCall
+from litellm.types.utils import ModelResponse, Choices, Message
+
+
+class TestExtractBase64FromDataUrl:
+    """Tests for _extract_base64_from_data_url helper function"""
+
+    def test_extracts_base64_from_data_url(self):
+        """Should extract pure base64 from data URL with prefix"""
+        data_url = "data:image/png;base64,iVBORw0KGgoAAAANS"
+        result = LiteLLMCompletionResponsesConfig._extract_base64_from_data_url(
+            data_url
+        )
+        assert result == "iVBORw0KGgoAAAANS"
+
+    def test_returns_base64_as_is_if_no_prefix(self):
+        """Should return base64 as-is if no data: prefix"""
+        pure_base64 = "iVBORw0KGgoAAAANS"
+        result = LiteLLMCompletionResponsesConfig._extract_base64_from_data_url(
+            pure_base64
+        )
+        assert result == pure_base64
+
+    def test_handles_invalid_inputs(self):
+        """Should return None for empty/None/malformed inputs"""
+        assert LiteLLMCompletionResponsesConfig._extract_base64_from_data_url("") is None
+        assert LiteLLMCompletionResponsesConfig._extract_base64_from_data_url(None) is None
+        assert LiteLLMCompletionResponsesConfig._extract_base64_from_data_url("data:image/png;base64") is None
+
+
+class TestExtractImageGenerationOutputItems:
+    """Tests for _extract_image_generation_output_items function"""
+
+    def test_extracts_images_correctly(self):
+        """Should extract OutputImageGenerationCall objects from images"""
+        mock_response = Mock(spec=ModelResponse)
+        mock_response.id = "test_123"
+
+        mock_message = Mock(spec=Message)
+        mock_message.images = [
+            {"image_url": {"url": "data:image/png;base64,IMG1"}, "type": "image_url", "index": 0},
+            {"image_url": {"url": "data:image/jpeg;base64,IMG2"}, "type": "image_url", "index": 1},
+        ]
+
+        mock_choice = Mock(spec=Choices)
+        mock_choice.message = mock_message
+        mock_choice.finish_reason = "stop"
+
+        result = LiteLLMCompletionResponsesConfig._extract_image_generation_output_items(
+            chat_completion_response=mock_response,
+            choice=mock_choice,
+        )
+
+        assert len(result) == 2
+        assert result[0].type == "image_generation_call"
+        assert result[0].result == "IMG1"
+        assert result[1].result == "IMG2"
+        assert result[0].id == "test_123_img_0"
+        assert result[1].id == "test_123_img_1"
+        assert result[0].status == "completed"
+
+    def test_returns_empty_for_no_images(self):
+        """Should return empty list if no images"""
+        mock_response = Mock(spec=ModelResponse)
+        mock_message = Mock(spec=Message)
+        mock_message.images = []
+
+        mock_choice = Mock(spec=Choices)
+        mock_choice.message = mock_message
+        mock_choice.finish_reason = "stop"
+
+        result = LiteLLMCompletionResponsesConfig._extract_image_generation_output_items(
+            chat_completion_response=mock_response,
+            choice=mock_choice,
+        )
+
+        assert result == []
+
+    def test_maps_finish_reason_to_status(self):
+        """Should correctly map finish_reason to status"""
+        mock_response = Mock(spec=ModelResponse)
+        mock_response.id = "test_finish"
+
+        mock_message = Mock(spec=Message)
+        mock_message.images = [
+            {"image_url": {"url": "data:image/png;base64,TEST"}, "type": "image_url", "index": 0}
+        ]
+
+        mock_choice = Mock(spec=Choices)
+        mock_choice.message = mock_message
+        mock_choice.finish_reason = "length"
+
+        result = LiteLLMCompletionResponsesConfig._extract_image_generation_output_items(
+            chat_completion_response=mock_response,
+            choice=mock_choice,
+        )
+
+        assert result[0].status == "incomplete"
+
+
+class TestExtractMessageOutputItemsIntegration:
+    """Integration tests for _extract_message_output_items with images"""
+
+    def test_detects_images_and_creates_image_generation_call(self):
+        """Should detect images in message and create image_generation_call output"""
+        mock_response = Mock(spec=ModelResponse)
+        mock_response.id = "integration_test_123"
+
+        mock_message = Mock(spec=Message)
+        mock_message.images = [
+            {
+                "image_url": {"url": "data:image/png;base64,INTEGRATION_TEST"},
+                "type": "image_url",
+                "index": 0,
+            }
+        ]
+        mock_message.role = "assistant"
+        mock_message.content = "Here's your image!"
+
+        mock_choice = Mock(spec=Choices)
+        mock_choice.message = mock_message
+        mock_choice.finish_reason = "stop"
+
+        result = LiteLLMCompletionResponsesConfig._extract_message_output_items(
+            chat_completion_response=mock_response,
+            choices=[mock_choice],
+        )
+
+        # Should return image_generation_call, NOT regular message
+        assert len(result) == 1
+        assert isinstance(result[0], OutputImageGenerationCall)
+        assert result[0].type == "image_generation_call"
+        assert result[0].result == "INTEGRATION_TEST"
+
+    def test_creates_regular_message_when_no_images(self):
+        """Should create regular GenericResponseOutputItem when no images"""
+        from litellm.types.responses.main import GenericResponseOutputItem
+
+        mock_response = Mock(spec=ModelResponse)
+        mock_response.id = "no_images_123"
+
+        mock_message = Mock(spec=Message)
+        # No images attribute or empty
+        mock_message.role = "assistant"
+        mock_message.content = "Just text, no images"
+
+        mock_choice = Mock(spec=Choices)
+        mock_choice.message = mock_message
+        mock_choice.finish_reason = "stop"
+
+        result = LiteLLMCompletionResponsesConfig._extract_message_output_items(
+            chat_completion_response=mock_response,
+            choices=[mock_choice],
+        )
+
+        assert len(result) == 1
+        assert isinstance(result[0], GenericResponseOutputItem)
+        assert result[0].type == "message"

From 342723eb122d902592ba5f511e7b6d246a157fc5 Mon Sep 17 00:00:00 2001
From: Xingjian Li <43537913+OlivverX@users.noreply.github.com>
Date: Sat, 6 Dec 2025 07:56:38 +0800
Subject: [PATCH 102/178] fix: Handle global location for Vertex AI Gemini
 image generation (#17255)

- Add check for 'global' location to use correct API endpoint
- Global location uses aiplatform.googleapis.com without region prefix
- Regional locations use {region}-aiplatform.googleapis.com format
- Fixes URL construction error when using vertex_location='global'

Resolves issue with gemini-3-pro-image-preview model on global endpoint
---
 .../image_generation/vertex_gemini_transformation.py        | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py b/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py
index 416c611d863..b9747652362 100644
--- a/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py
+++ b/litellm/llms/vertex_ai/image_generation/vertex_gemini_transformation.py
@@ -140,7 +140,11 @@ class VertexAIGeminiImageGenerationConfig(BaseImageGenerationConfig, VertexLLM):
         if not vertex_project or not vertex_location:
             raise ValueError("vertex_project and vertex_location are required for Vertex AI")
 
-        base_url = f"https://{vertex_location}-aiplatform.googleapis.com"
+        # Handle global location differently (no region prefix in URL)
+        if vertex_location == "global":
+            base_url = "https://aiplatform.googleapis.com"
+        else:
+            base_url = f"https://{vertex_location}-aiplatform.googleapis.com"
 
         return f"{base_url}/v1/projects/{vertex_project}/locations/{vertex_location}/publishers/google/models/{model_name}:generateContent"
 

From 5afd03fef3c1a1bbca89995441ac2d814f332e47 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 16:13:56 -0800
Subject: [PATCH 103/178] Mock server_root_path for test

---
 tests/test_litellm/proxy/test_proxy_server.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 7b3157f8ee1..1c77a914960 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -91,6 +91,7 @@ def test_login_v2_returns_redirect_url_and_sets_cookie(monkeypatch):
     monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
     monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", False)
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.utils.get_server_root_path", lambda: "")
 
     client = TestClient(app)
     response = client.post(

From b5133c4c7da373979b07df34e9d4cea59680aa93 Mon Sep 17 00:00:00 2001
From: YutaSaito <36355491+uc4w6c@users.noreply.github.com>
Date: Sat, 6 Dec 2025 09:15:22 +0900
Subject: [PATCH 104/178] Feat/mcp preserve tool metadata calltoolresult
 (#17561)

* feat(mcp): preserve tool metadata and full CallToolResult in MCP gateway

This PR fixes two issues that prevented ChatGPT from rendering MCP UI widgets
when proxied through LiteLLM:

1. Preserve Tool Metadata in tools/list
   - Modified _create_prefixed_tools() to mutate tools in place instead of
     reconstructing them, preserving all fields including metadata/_meta
   - This ensures ChatGPT can see 'openai/outputTemplate' URIs in tools/list
     and will call resources/read to fetch widgets

2. Preserve Full CallToolResult (structuredContent + metadata)
   - Changed call_mcp_tool() and _handle_managed_mcp_tool() to return full
     CallToolResult objects instead of just content
   - Updated error handlers to return CallToolResult with isError flag
   - Wrapped local tool results in CallToolResult objects
   - This preserves structuredContent and metadata fields needed for widget rendering

Files changed:
- litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
- litellm/proxy/_experimental/mcp_server/server.py

Fixes issues where ChatGPT could not render MCP UI widgets when using
LiteLLM as an MCP gateway.

* feat(mcp): Preserve tool metadata and return full CallToolResult for ChatGPT UI widgets

- Preserve metadata and _meta fields when creating prefixed tools
- Return full CallToolResult instead of just content list
- Ensures ChatGPT can discover and render UI widgets via openai/outputTemplate
- Fixes metadata stripping that prevented widget rendering in ChatGPT

Changes:
- mcp_server_manager.py: Mutate tools in place to preserve all fields including metadata
- server.py: Return CallToolResult with structuredContent and metadata preserved
- Added test to verify metadata preservation

* fix: guard cost calculator when BaseModel lacks _hidden_params

---------

Co-authored-by: Afroz Ahmad <aahmad@Afrozs-MacBook-Pro.local>
Co-authored-by: Afroz Ahmad <aahmad@KNDMCPTMZH3.sephoraus.com>
---
 litellm/cost_calculator.py                    | 36 ++++----
 .../mcp_server/mcp_server_manager.py          | 13 ++-
 .../proxy/_experimental/mcp_server/server.py  | 91 ++++++++++++-------
 tests/mcp_tests/test_mcp_logging.py           | 10 +-
 .../test_mcp_metadata_preservation.py         | 87 ++++++++++++++++++
 5 files changed, 177 insertions(+), 60 deletions(-)
 create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_metadata_preservation.py

diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 57eab6d29a3..4407134fa92 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -860,9 +860,9 @@ def completion_cost(  # noqa: PLR0915
                     or isinstance(completion_response, dict)
                 ):  # tts returns a custom class
                     if isinstance(completion_response, dict):
-                        usage_obj: Optional[Union[dict, Usage]] = (
-                            completion_response.get("usage", {})
-                        )
+                        usage_obj: Optional[
+                            Union[dict, Usage]
+                        ] = completion_response.get("usage", {})
                     else:
                         usage_obj = getattr(completion_response, "usage", {})
                     if isinstance(usage_obj, BaseModel) and not _is_known_usage_objects(
@@ -1066,13 +1066,14 @@ def completion_cost(  # noqa: PLR0915
                         # If model is like "tavily-search", construct "tavily/search" for cost lookup
                         search_model = f"{custom_llm_provider}/search"
 
-                    prompt_cost, completion_cost_result = (
-                        search_provider_cost_per_query(
-                            model=search_model,
-                            custom_llm_provider=custom_llm_provider,
-                            number_of_queries=number_of_queries,
-                            optional_params=optional_params,
-                        )
+                    (
+                        prompt_cost,
+                        completion_cost_result,
+                    ) = search_provider_cost_per_query(
+                        model=search_model,
+                        custom_llm_provider=custom_llm_provider,
+                        number_of_queries=number_of_queries,
+                        optional_params=optional_params,
                     )
 
                     # Return the total cost (prompt_cost + completion_cost, but for search it's just prompt_cost)
@@ -1080,11 +1081,13 @@ def completion_cost(  # noqa: PLR0915
 
                     # Apply discount
                     original_cost = _final_cost
-                    _final_cost, discount_percent, discount_amount = (
-                        _apply_cost_discount(
-                            base_cost=_final_cost,
-                            custom_llm_provider=custom_llm_provider,
-                        )
+                    (
+                        _final_cost,
+                        discount_percent,
+                        discount_amount,
+                    ) = _apply_cost_discount(
+                        base_cost=_final_cost,
+                        custom_llm_provider=custom_llm_provider,
                     )
 
                     # Store cost breakdown in logging object if available
@@ -1329,9 +1332,8 @@ def response_cost_calculator(
             response_cost = 0.0
         else:
             if isinstance(response_object, BaseModel):
-                response_object._hidden_params["optional_params"] = optional_params
-
                 if hasattr(response_object, "_hidden_params"):
+                    response_object._hidden_params["optional_params"] = optional_params
                     provider_response_cost = get_response_cost_from_hidden_params(
                         response_object._hidden_params
                     )
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index d42fd80cbd7..92d863230c3 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1276,15 +1276,14 @@ class MCPServerManager:
 
             name_to_use = prefixed_name if add_prefix else tool.name
 
-            tool_obj = MCPTool(
-                name=name_to_use,
-                description=tool.description,
-                inputSchema=tool.inputSchema,
-            )
-            prefixed_tools.append(tool_obj)
+            # Preserve all tool fields including metadata/_meta by mutating the original tool
+            # Similar to how _create_prefixed_prompts works
+            original_name = tool.name
+            tool.name = name_to_use
+            prefixed_tools.append(tool)
 
             # Update tool to server mapping for resolution (support both forms)
-            self.tool_name_to_mcp_server_name_mapping[tool.name] = prefix
+            self.tool_name_to_mcp_server_name_mapping[original_name] = prefix
             self.tool_name_to_mcp_server_name_mapping[prefixed_name] = prefix
 
         verbose_logger.info(
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 412a6de0059..edf53e99573 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -6,7 +6,7 @@ LiteLLM MCP Server Routes
 import asyncio
 import contextlib
 from datetime import datetime
-from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union
+from typing import Any, AsyncIterator, Dict, List, Optional, Tuple, Union, cast
 
 from fastapi import FastAPI, HTTPException
 from pydantic import AnyUrl, ConfigDict
@@ -72,7 +72,13 @@ if MCP_AVAILABLE:
         auth_context_var,
     )
     from mcp.server.streamable_http_manager import StreamableHTTPSessionManager
-    from mcp.types import EmbeddedResource, ImageContent, Prompt, TextContent
+    from mcp.types import (
+        CallToolResult,
+        EmbeddedResource,
+        ImageContent,
+        Prompt,
+        TextContent,
+    )
     from mcp.types import Tool as MCPTool
 
     from litellm.proxy._experimental.mcp_server.auth.litellm_auth_handler import (
@@ -234,7 +240,7 @@ if MCP_AVAILABLE:
     @server.call_tool()
     async def mcp_server_tool_call(
         name: str, arguments: Dict[str, Any] | None
-    ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]:
+    ) -> CallToolResult:
         """
         Call a specific tool with the provided arguments
 
@@ -300,26 +306,37 @@ if MCP_AVAILABLE:
             )
         except BlockedPiiEntityError as e:
             verbose_logger.error(f"BlockedPiiEntityError in MCP tool call: {str(e)}")
-            # Return error as text content for MCP protocol
-            return [
-                TextContent(
-                    text=f"Error: Blocked PII entity detected - {str(e)}", type="text"
-                )
-            ]
+            return CallToolResult(
+                content=[
+                    TextContent(
+                        text=f"Error: Blocked PII entity detected - {str(e)}",
+                        type="text",
+                    )
+                ],
+                isError=True,
+            )
         except GuardrailRaisedException as e:
             verbose_logger.error(f"GuardrailRaisedException in MCP tool call: {str(e)}")
-            # Return error as text content for MCP protocol
-            return [
-                TextContent(text=f"Error: Guardrail violation - {str(e)}", type="text")
-            ]
+            return CallToolResult(
+                content=[
+                    TextContent(
+                        text=f"Error: Guardrail violation - {str(e)}", type="text"
+                    )
+                ],
+                isError=True,
+            )
         except HTTPException as e:
             verbose_logger.error(f"HTTPException in MCP tool call: {str(e)}")
-            # Return error as text content for MCP protocol
-            return [TextContent(text=f"Error: {str(e.detail)}", type="text")]
+            return CallToolResult(
+                content=[TextContent(text=f"Error: {str(e.detail)}", type="text")],
+                isError=True,
+            )
         except Exception as e:
             verbose_logger.exception(f"MCP mcp_server_tool_call - error: {e}")
-            # Return error as text content for MCP protocol
-            return [TextContent(text=f"Error: {str(e)}", type="text")]
+            return CallToolResult(
+                content=[TextContent(text=f"Error: {str(e)}", type="text")],
+                isError=True,
+            )
 
         return response
 
@@ -1173,7 +1190,7 @@ if MCP_AVAILABLE:
         oauth2_headers: Optional[Dict[str, str]] = None,
         raw_headers: Optional[Dict[str, str]] = None,
         **kwargs: Any,
-    ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]:
+    ) -> CallToolResult:
         """
         Call a specific tool with the provided arguments (handles prefixed tool names)
         """
@@ -1237,9 +1254,9 @@ if MCP_AVAILABLE:
             "litellm_logging_obj", None
         )
         if litellm_logging_obj:
-            litellm_logging_obj.model_call_details["mcp_tool_call_metadata"] = (
-                standard_logging_mcp_tool_call
-            )
+            litellm_logging_obj.model_call_details[
+                "mcp_tool_call_metadata"
+            ] = standard_logging_mcp_tool_call
             litellm_logging_obj.model = f"MCP: {name}"
         # Check if tool exists in local registry first (for OpenAPI-based tools)
         # These tools are registered with their prefixed names
@@ -1247,7 +1264,8 @@ if MCP_AVAILABLE:
         local_tool = global_mcp_tool_registry.get_tool(name)
         if local_tool:
             verbose_logger.debug(f"Executing local registry tool: {name}")
-            response = await _handle_local_mcp_tool(name, arguments)
+            local_content = await _handle_local_mcp_tool(name, arguments)
+            response = CallToolResult(content=cast(Any, local_content), isError=False)
 
         # Try managed MCP server tool (pass the full prefixed name)
         # Primary and recommended way to use external MCP servers
@@ -1279,7 +1297,12 @@ if MCP_AVAILABLE:
             # Deprecated: Local MCP Server Tool
             #########################################################
             else:
-                response = await _handle_local_mcp_tool(original_tool_name, arguments)
+                local_content = await _handle_local_mcp_tool(
+                    original_tool_name, arguments
+                )
+                response = CallToolResult(
+                    content=cast(Any, local_content), isError=False
+                )
 
         #########################################################
         # Post MCP Tool Call Hook
@@ -1432,7 +1455,7 @@ if MCP_AVAILABLE:
         oauth2_headers: Optional[Dict[str, str]] = None,
         raw_headers: Optional[Dict[str, str]] = None,
         litellm_logging_obj: Optional[Any] = None,
-    ) -> List[Union[TextContent, ImageContent, EmbeddedResource]]:
+    ) -> CallToolResult:
         """Handle tool execution for managed server tools"""
         # Import here to avoid circular import
         from litellm.proxy.proxy_server import proxy_logging_obj
@@ -1449,7 +1472,7 @@ if MCP_AVAILABLE:
             proxy_logging_obj=proxy_logging_obj,
         )
         verbose_logger.debug("CALL TOOL RESULT: %s", call_tool_result)
-        return call_tool_result.content  # type: ignore[return-value]
+        return call_tool_result
 
     async def _handle_local_mcp_tool(
         name: str, arguments: Dict[str, Any]
@@ -1741,14 +1764,16 @@ if MCP_AVAILABLE:
         )
         auth_context_var.set(auth_user)
 
-    def get_auth_context() -> Tuple[
-        Optional[UserAPIKeyAuth],
-        Optional[str],
-        Optional[List[str]],
-        Optional[Dict[str, Dict[str, str]]],
-        Optional[Dict[str, str]],
-        Optional[Dict[str, str]],
-    ]:
+    def get_auth_context() -> (
+        Tuple[
+            Optional[UserAPIKeyAuth],
+            Optional[str],
+            Optional[List[str]],
+            Optional[Dict[str, Dict[str, str]]],
+            Optional[Dict[str, str]],
+            Optional[Dict[str, str]],
+        ]
+    ):
         """
         Get the UserAPIKeyAuth from the auth context variable.
 
diff --git a/tests/mcp_tests/test_mcp_logging.py b/tests/mcp_tests/test_mcp_logging.py
index 44acd60ad49..d27626dd447 100644
--- a/tests/mcp_tests/test_mcp_logging.py
+++ b/tests/mcp_tests/test_mcp_logging.py
@@ -109,7 +109,11 @@ async def test_mcp_cost_tracking():
             
             # Add assertions
             assert response is not None
-            response_list = list(response)  # Convert iterable to list
+            # Handle CallToolResult - access .content for the list of content items
+            if isinstance(response, CallToolResult):
+                response_list = response.content
+            else:
+                response_list = list(response)  # Convert iterable to list for backward compatibility
             assert len(response_list) == 1
             assert isinstance(response_list[0], TextContent)
             assert response_list[0].text == "Test response"
@@ -238,8 +242,8 @@ async def test_mcp_cost_tracking_per_tool():
             assert response1 is not None
             assert response2 is not None
             
-            response_list_1 = list(response1)
-            response_list_2 = list(response2)
+            response_list_1 = list(response1.content)
+            response_list_2 = list(response2.content)
             
             assert len(response_list_1) == 1
             assert len(response_list_2) == 1
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_metadata_preservation.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_metadata_preservation.py
new file mode 100644
index 00000000000..6311b6d74b2
--- /dev/null
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_metadata_preservation.py
@@ -0,0 +1,87 @@
+"""
+Tests for MCP metadata preservation.
+
+This module tests that tool metadata is preserved when creating prefixed tools,
+which is critical for ChatGPT UI widget rendering.
+"""
+
+import sys
+
+import pytest
+
+# Add the parent directory to the path so we can import litellm
+sys.path.insert(0, "../../../../../")
+
+from mcp.types import Tool as MCPTool
+
+from litellm.proxy._experimental.mcp_server.mcp_server_manager import MCPServerManager
+from litellm.proxy._types import MCPTransport
+from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+
+class TestMCPMetadataPreservation:
+    """Test that metadata is preserved when creating prefixed tools"""
+
+    def test_create_prefixed_tools_preserves_metadata(self):
+        """Test that _create_prefixed_tools preserves metadata and _meta fields"""
+        manager = MCPServerManager()
+
+        # Create a mock server
+        mock_server = MCPServer(
+            server_id="test-server-1",
+            name="test_server",
+            alias="test",
+            server_name="Test Server",
+            url="https://test-server.com/mcp",
+            transport=MCPTransport.http,
+        )
+
+        # Create a tool with metadata
+        tool_with_metadata = MCPTool(
+            name="hello_widget",
+            description="Display a greeting widget",
+            inputSchema={"type": "object", "properties": {}},
+        )
+        # Add metadata using setattr since MCPTool might not have it in the constructor
+        tool_with_metadata.metadata = {
+            "openai/outputTemplate": "ui://widget/hello.html",
+            "openai/widgetDescription": "A greeting widget",
+        }
+        tool_with_metadata._meta = {
+            "openai/toolInvocation/invoking": "Preparing greeting...",
+        }
+
+        # Create prefixed tools
+        prefixed_tools = manager._create_prefixed_tools(
+            [tool_with_metadata], mock_server, add_prefix=True
+        )
+
+        # Verify
+        assert len(prefixed_tools) == 1
+        prefixed_tool = prefixed_tools[0]
+
+        # Check that name is prefixed
+        assert prefixed_tool.name == "test-hello_widget"
+
+        # Check that metadata is preserved
+        assert hasattr(prefixed_tool, "metadata")
+        assert prefixed_tool.metadata == {
+            "openai/outputTemplate": "ui://widget/hello.html",
+            "openai/widgetDescription": "A greeting widget",
+        }
+
+        # Check that _meta is preserved
+        assert hasattr(prefixed_tool, "_meta")
+        assert prefixed_tool._meta == {
+            "openai/toolInvocation/invoking": "Preparing greeting...",
+        }
+
+        # Check that other fields are preserved
+        assert prefixed_tool.description == "Display a greeting widget"
+        assert prefixed_tool.inputSchema == {"type": "object", "properties": {}}
+
+
+
+if __name__ == "__main__":
+    pytest.main([__file__])
+

From 86baa9e5fbd0aa28665089062564beb0ce531d2f Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 16:38:09 -0800
Subject: [PATCH 105/178] Adding end user and org to service types

---
 litellm/types/services.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/litellm/types/services.py b/litellm/types/services.py
index 78cb0cb3ceb..2525d9cbaff 100644
--- a/litellm/types/services.py
+++ b/litellm/types/services.py
@@ -33,6 +33,8 @@ class ServiceTypes(str, enum.Enum):
     # daily spend update queue - actual transaction events
     IN_MEMORY_DAILY_SPEND_UPDATE_QUEUE = "in_memory_daily_spend_update_queue"
     REDIS_DAILY_SPEND_UPDATE_QUEUE = "redis_daily_spend_update_queue"
+    REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE = "redis_daily_end_user_spend_update_queue"
+    REDIS_DAILY_ORG_SPEND_UPDATE_QUEUE = "redis_daily_org_spend_update_queue"
     REDIS_DAILY_TEAM_SPEND_UPDATE_QUEUE = "redis_daily_team_spend_update_queue"
     REDIS_DAILY_TAG_SPEND_UPDATE_QUEUE = "redis_daily_tag_spend_update_queue"
     # spend update queue - current spend of key, user, team
@@ -87,6 +89,12 @@ DEFAULT_SERVICE_CONFIGS = {
     ServiceTypes.REDIS_DAILY_SPEND_UPDATE_QUEUE.value: {
         "metrics": [ServiceMetrics.GAUGE]
     },
+    ServiceTypes.REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE.value: {
+        "metrics": [ServiceMetrics.GAUGE]
+    },
+    ServiceTypes.REDIS_DAILY_ORG_SPEND_UPDATE_QUEUE.value: {
+        "metrics": [ServiceMetrics.GAUGE]
+    },
     ServiceTypes.IN_MEMORY_SPEND_UPDATE_QUEUE.value: {
         "metrics": [ServiceMetrics.GAUGE]
     },

From 58f8be60a11a1cf61a279022407df3a3c33a21df Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 16:32:52 -0800
Subject: [PATCH 106/178] fix REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE

---
 litellm/types/services.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/litellm/types/services.py b/litellm/types/services.py
index 2525d9cbaff..812ff5821a2 100644
--- a/litellm/types/services.py
+++ b/litellm/types/services.py
@@ -1,10 +1,11 @@
 import enum
-from litellm._uuid import uuid
 from typing import List, Optional
 
 from pydantic import BaseModel, Field
 from typing_extensions import TypedDict
 
+from litellm._uuid import uuid
+
 
 class ServiceMetrics(enum.Enum):
     COUNTER = "counter"
@@ -37,6 +38,7 @@ class ServiceTypes(str, enum.Enum):
     REDIS_DAILY_ORG_SPEND_UPDATE_QUEUE = "redis_daily_org_spend_update_queue"
     REDIS_DAILY_TEAM_SPEND_UPDATE_QUEUE = "redis_daily_team_spend_update_queue"
     REDIS_DAILY_TAG_SPEND_UPDATE_QUEUE = "redis_daily_tag_spend_update_queue"
+    REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE = "redis_daily_end_user_spend_update_queue"
     # spend update queue - current spend of key, user, team
     IN_MEMORY_SPEND_UPDATE_QUEUE = "in_memory_spend_update_queue"
     REDIS_SPEND_UPDATE_QUEUE = "redis_spend_update_queue"
@@ -92,9 +94,6 @@ DEFAULT_SERVICE_CONFIGS = {
     ServiceTypes.REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE.value: {
         "metrics": [ServiceMetrics.GAUGE]
     },
-    ServiceTypes.REDIS_DAILY_ORG_SPEND_UPDATE_QUEUE.value: {
-        "metrics": [ServiceMetrics.GAUGE]
-    },
     ServiceTypes.IN_MEMORY_SPEND_UPDATE_QUEUE.value: {
         "metrics": [ServiceMetrics.GAUGE]
     },

From eaa7e61f57f90e1cafa859a08ce5677388e076e5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 17:12:01 -0800
Subject: [PATCH 107/178] test fixes

---
 litellm/__init__.py                           |  1 +
 .../get_llm_provider_logic.py                 | 10 +++---
 litellm/llms/zai/__init__.py                  |  0
 litellm/llms/zai/chat/__init__.py             |  0
 litellm/llms/zai/chat/transformation.py       | 33 +++++++++++++++++++
 litellm/types/services.py                     |  1 -
 litellm/utils.py                              |  2 ++
 tests/litellm_utils_tests/test_utils.py       |  2 +-
 tests/proxy_unit_tests/test_jwt.py            |  4 ++-
 9 files changed, 45 insertions(+), 8 deletions(-)
 create mode 100644 litellm/llms/zai/__init__.py
 create mode 100644 litellm/llms/zai/chat/__init__.py
 create mode 100644 litellm/llms/zai/chat/transformation.py

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 10ea521cc9c..0e88873d1f5 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1305,6 +1305,7 @@ from .llms.friendliai.chat.transformation import FriendliaiChatConfig
 from .llms.jina_ai.embedding.transformation import JinaAIEmbeddingConfig
 from .llms.xai.chat.transformation import XAIChatConfig
 from .llms.xai.common_utils import XAIModelInfo
+from .llms.zai.chat.transformation import ZAIChatConfig
 from .llms.aiml.chat.transformation import AIMLChatConfig
 from .llms.volcengine.chat.transformation import (
     VolcEngineChatConfig as VolcEngineConfig,
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 955858cd6ef..1673f8ae483 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -687,12 +687,12 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
             api_base, api_key
         )
     elif custom_llm_provider == "zai":
-        api_base = (
-            api_base
-            or get_secret_str("ZAI_API_BASE")
-            or "https://api.z.ai/api/paas/v4"
+        (
+            api_base,
+            dynamic_api_key,
+        ) = litellm.ZAIChatConfig()._get_openai_compatible_provider_info(
+            api_base, api_key
         )
-        dynamic_api_key = api_key or get_secret_str("ZAI_API_KEY")
     elif custom_llm_provider == "together_ai":
         api_base = (
             api_base
diff --git a/litellm/llms/zai/__init__.py b/litellm/llms/zai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/litellm/llms/zai/chat/__init__.py b/litellm/llms/zai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/litellm/llms/zai/chat/transformation.py b/litellm/llms/zai/chat/transformation.py
new file mode 100644
index 00000000000..47b314d4e0d
--- /dev/null
+++ b/litellm/llms/zai/chat/transformation.py
@@ -0,0 +1,33 @@
+from typing import Optional, Tuple
+
+from litellm.secret_managers.main import get_secret_str
+
+from ...openai.chat.gpt_transformation import OpenAIGPTConfig
+
+ZAI_API_BASE = "https://api.z.ai/api/paas/v4"
+
+
+class ZAIChatConfig(OpenAIGPTConfig):
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "zai"
+
+    def _get_openai_compatible_provider_info(
+        self, api_base: Optional[str], api_key: Optional[str]
+    ) -> Tuple[Optional[str], Optional[str]]:
+        api_base = api_base or get_secret_str("ZAI_API_BASE") or ZAI_API_BASE
+        dynamic_api_key = api_key or get_secret_str("ZAI_API_KEY")
+        return api_base, dynamic_api_key
+
+    def get_supported_openai_params(self, model: str) -> list:
+        return [
+            "max_tokens",
+            "stream",
+            "stream_options",
+            "temperature",
+            "top_p",
+            "stop",
+            "tools",
+            "tool_choice",
+        ]
+
diff --git a/litellm/types/services.py b/litellm/types/services.py
index 812ff5821a2..bb34f817f29 100644
--- a/litellm/types/services.py
+++ b/litellm/types/services.py
@@ -38,7 +38,6 @@ class ServiceTypes(str, enum.Enum):
     REDIS_DAILY_ORG_SPEND_UPDATE_QUEUE = "redis_daily_org_spend_update_queue"
     REDIS_DAILY_TEAM_SPEND_UPDATE_QUEUE = "redis_daily_team_spend_update_queue"
     REDIS_DAILY_TAG_SPEND_UPDATE_QUEUE = "redis_daily_tag_spend_update_queue"
-    REDIS_DAILY_END_USER_SPEND_UPDATE_QUEUE = "redis_daily_end_user_spend_update_queue"
     # spend update queue - current spend of key, user, team
     IN_MEMORY_SPEND_UPDATE_QUEUE = "in_memory_spend_update_queue"
     REDIS_SPEND_UPDATE_QUEUE = "redis_spend_update_queue"
diff --git a/litellm/utils.py b/litellm/utils.py
index 1d10ecce016..244eedc9cb4 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7052,6 +7052,8 @@ class ProviderConfigManager:
             return litellm.DatabricksConfig()
         elif litellm.LlmProviders.XAI == provider:
             return litellm.XAIChatConfig()
+        elif litellm.LlmProviders.ZAI == provider:
+            return litellm.ZAIChatConfig()
         elif litellm.LlmProviders.LAMBDA_AI == provider:
             return litellm.LambdaAIChatConfig()
         elif litellm.LlmProviders.LLAMA == provider:
diff --git a/tests/litellm_utils_tests/test_utils.py b/tests/litellm_utils_tests/test_utils.py
index c75edba8500..a679fa4e4cb 100644
--- a/tests/litellm_utils_tests/test_utils.py
+++ b/tests/litellm_utils_tests/test_utils.py
@@ -1065,7 +1065,7 @@ def test_parse_content_for_reasoning(content, expected_reasoning, expected_conte
         ("gemini/gemini-1.5-pro", True),
         ("predibase/llama3-8b-instruct", True),
         ("gpt-3.5-turbo", False),
-        ("groq/llama-3.3-70b-versatile", True),
+        ("groq/llama-3.3-70b-versatile", False),
     ],
 )
 def test_supports_response_schema(model, expected_bool):
diff --git a/tests/proxy_unit_tests/test_jwt.py b/tests/proxy_unit_tests/test_jwt.py
index ed75a56361a..b8df16d135b 100644
--- a/tests/proxy_unit_tests/test_jwt.py
+++ b/tests/proxy_unit_tests/test_jwt.py
@@ -1389,7 +1389,9 @@ async def test_custom_validate_called():
 
     jwt_handler = MagicMock()
     jwt_handler.litellm_jwtauth = MagicMock(
-        custom_validate=mock_custom_validate, allowed_routes=["/chat/completions"]
+        custom_validate=mock_custom_validate,
+        allowed_routes=["/chat/completions"],
+        oidc_userinfo_enabled=False,
     )
     jwt_handler.auth_jwt = AsyncMock(return_value={"sub": "test_user"})
 

From 83291d394e45c1f79f5b207a6c2390bbaf8f7ad3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 5 Dec 2025 17:12:51 -0800
Subject: [PATCH 108/178] build(deps): bump mdast-util-to-hast in
 /ui/litellm-dashboard (#17444)

Bumps [mdast-util-to-hast](https://github.com/syntax-tree/mdast-util-to-hast) from 13.2.0 to 13.2.1.
- [Release notes](https://github.com/syntax-tree/mdast-util-to-hast/releases)
- [Commits](https://github.com/syntax-tree/mdast-util-to-hast/compare/13.2.0...13.2.1)

---
updated-dependencies:
- dependency-name: mdast-util-to-hast
  dependency-version: 13.2.1
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 ui/litellm-dashboard/package-lock.json | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 2ca71c5a8b3..641db8b107d 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -16012,9 +16012,9 @@
       }
     },
     "node_modules/mdast-util-to-hast": {
-      "version": "13.2.0",
-      "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.0.tgz",
-      "integrity": "sha512-QGYKEuUsYT9ykKBCMOEDLsU5JRObWQusAolFMeko/tYPufNkRffBAQjIE+99jbA87xv6FgmjLtwjh9wBWajwAA==",
+      "version": "13.2.1",
+      "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.1.tgz",
+      "integrity": "sha512-cctsq2wp5vTsLIcaymblUriiTcZd0CwWtCbLvrOzYCDZoWyMNV8sZ7krj09FSnsiJi3WVsHLM4k6Dq/yaPyCXA==",
       "license": "MIT",
       "dependencies": {
         "@types/hast": "^3.0.0",

From 96e4c9e078b4f260971f391993250cfc1e177f5b Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 17:19:11 -0800
Subject: [PATCH 109/178] fix _update_metadata_with_tags_in_header

---
 .../pass_through_endpoints.py                   | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index a447dad0b19..b2eda5a8d38 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -971,18 +971,23 @@ def _update_metadata_with_tags_in_header(request: Request, metadata: dict) -> di
     Used for google and vertex JS SDKs, and Azure passthrough
     Checks both 'tags' and 'x-litellm-tags' headers
     """
-    # Initialize tags list if it doesn't exist
-    if "tags" not in metadata:
-        metadata["tags"] = []
-    
+    tags_to_add = []
+
     # Check for 'tags' header first
     _tags = request.headers.get("tags")
     if _tags:
-            metadata["tags"].extend([tag.strip() for tag in _tags.split(",")])
+        tags_to_add.extend([tag.strip() for tag in _tags.split(",")])
 
     _tags = request.headers.get("x-litellm-tags")
     if _tags:
-            metadata["tags"].extend([tag.strip() for tag in _tags.split(",")])
+        tags_to_add.extend([tag.strip() for tag in _tags.split(",")])
+
+    # Only add tags key if there are tags to add
+    if tags_to_add:
+        if "tags" not in metadata:
+            metadata["tags"] = []
+        metadata["tags"].extend(tags_to_add)
+
     return metadata
 
 

From f0a93fb9b954aa0c94fef1986f5a899ed886a847 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 17:23:38 -0800
Subject: [PATCH 110/178] test_string_cost_values_edge_cases

---
 .../llm_cost_calc/test_llm_cost_calc_utils.py                 | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 814d0f23a6b..65e3dbec8bd 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -438,9 +438,9 @@ def test_string_cost_values_edge_cases():
 
     # Expected costs:
     # Prompt: 1000 * 1e-6 + 100 * 0 (invalid string becomes 0)
-    # Completion: 500 * 2e-6 (text_tokens == completion_tokens, so is_text_tokens_total=True, no separate audio cost)
+    # Completion: 500 * 2e-6 + 50 * 2e-6 (audio tokens fall back to base cost when output_cost_per_audio_token is None)
     expected_prompt_cost = 1000 * 1e-6
-    expected_completion_cost = 500 * 2e-6
+    expected_completion_cost = 500 * 2e-6 + 50 * 2e-6
 
     assert round(prompt_cost, 12) == round(expected_prompt_cost, 12)
     assert round(completion_cost, 12) == round(expected_completion_cost, 12)

From ce4b5daf70d2c81ffdc6a47c62cbe2e6f33667cc Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 17:25:48 -0800
Subject: [PATCH 111/178] ollama fix

---
 litellm/litellm_core_utils/get_llm_provider_logic.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 1673f8ae483..9d0eff15d0c 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -565,7 +565,7 @@ def _get_openai_compatible_provider_info(  # noqa: PLR0915
         api_base = (
             api_base
             or get_secret("OLLAMA_API_BASE")
-            or "http://127.0.0.1:11434"
+            or "http://localhost:11434"
         )  # type: ignore
         dynamic_api_key = api_key or get_secret_str("OLLAMA_API_KEY")
     elif (custom_llm_provider == "ai21_chat") or (

From c595f7a9cb25535247cdfcbb51701f4ceb315f80 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 17:36:45 -0800
Subject: [PATCH 112/178] Filtering for endpoint selector

---
 .../chat_ui/EndpointSelector.test.tsx         | 19 +++++++++++++++++--
 .../playground/chat_ui/EndpointSelector.tsx   |  4 ++++
 2 files changed, 21 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.test.tsx b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.test.tsx
index fa2affdf4bb..85c120fb903 100644
--- a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.test.tsx
+++ b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.test.tsx
@@ -1,5 +1,6 @@
-import { render, waitFor } from "@testing-library/react";
-import { describe, it, expect } from "vitest";
+import { render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it } from "vitest";
 import EndpointSelector from "./EndpointSelector";
 import { ENDPOINT_OPTIONS } from "./chatConstants";
 
@@ -12,4 +13,18 @@ describe("EndpointSelector", () => {
       });
     });
   });
+
+  it("should filter and show audio endpoints when user inputs 'audio'", async () => {
+    const user = userEvent.setup();
+    render(<EndpointSelector endpointType={ENDPOINT_OPTIONS[0].value} onEndpointChange={() => {}} />);
+
+    const combobox = screen.getByRole("combobox");
+    await user.click(combobox);
+
+    const input = await screen.findByRole("combobox");
+    await user.type(input, "audio");
+
+    expect(await screen.findByText("/v1/audio/speech")).toBeInTheDocument();
+    expect(await screen.findByText("/v1/audio/transcriptions")).toBeInTheDocument();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx
index fcdab900473..c6c15d3714b 100644
--- a/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx
+++ b/ui/litellm-dashboard/src/components/playground/chat_ui/EndpointSelector.tsx
@@ -18,6 +18,10 @@ const EndpointSelector: React.FC<EndpointSelectorProps> = ({ endpointType, onEnd
         onChange={onEndpointChange}
         options={ENDPOINT_OPTIONS}
         className="rounded-md"
+        filterOption={(input, option) =>
+          (option?.label ?? "").toLowerCase().includes(input.toLowerCase()) ||
+          (option?.value ?? "").toLowerCase().includes(input.toLowerCase())
+        }
       />
     </div>
   );

From 21a18128ecb40e93f677ba18e32b1ac31134876b Mon Sep 17 00:00:00 2001
From: Yuta Saito <uc4w6c@bma.biglobe.ne.jp>
Date: Sat, 6 Dec 2025 10:54:22 +0900
Subject: [PATCH 113/178] fix: mcp test

---
 .../mcp_server/mcp_server_manager.py          | 21 ++++-----
 .../mcp_server/test_mcp_server_manager.py     | 44 ++++++++++++-------
 2 files changed, 38 insertions(+), 27 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 92d863230c3..8c9d8630457 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1272,15 +1272,16 @@ class MCPServerManager:
         prefix = get_server_prefix(server)
 
         for tool in tools:
-            prefixed_name = add_server_prefix_to_name(tool.name, prefix)
+            tool_copy = tool.model_copy(deep=True)
 
-            name_to_use = prefixed_name if add_prefix else tool.name
+            original_name = tool_copy.name
+            prefixed_name = add_server_prefix_to_name(original_name, prefix)
 
-            # Preserve all tool fields including metadata/_meta by mutating the original tool
-            # Similar to how _create_prefixed_prompts works
-            original_name = tool.name
-            tool.name = name_to_use
-            prefixed_tools.append(tool)
+            name_to_use = prefixed_name if add_prefix else original_name
+
+            # Preserve all tool fields including metadata/_meta by avoiding mutation
+            tool_copy.name = name_to_use
+            prefixed_tools.append(tool_copy)
 
             # Update tool to server mapping for resolution (support both forms)
             self.tool_name_to_mcp_server_name_mapping[original_name] = prefix
@@ -1952,9 +1953,9 @@ class MCPServerManager:
                             server_name_from_prefix
                         ):
                             return server
-                    elif normalize_server_name(server.server_name) == normalize_server_name(
-                        server_name_from_prefix
-                    ):
+                    elif normalize_server_name(
+                        server.server_name
+                    ) == normalize_server_name(server_name_from_prefix):
                         return server
 
         return None
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 86e25c46c8e..7a6e5ad17f6 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -10,7 +10,13 @@ sys.path.insert(0, "../../../../../")
 
 import httpx
 from mcp import ReadResourceResult, Resource
-from mcp.types import GetPromptResult, Prompt, ResourceTemplate, TextResourceContents
+from mcp.types import (
+    GetPromptResult,
+    Prompt,
+    ResourceTemplate,
+    TextResourceContents,
+    Tool as MCPTool,
+)
 
 from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
     MCPServerManager,
@@ -995,10 +1001,11 @@ class TestMCPServerManager:
         manager._create_mcp_client = MagicMock(return_value=object())
 
         # Tools returned upstream (unprefixed from provider)
-        upstream_tool = MagicMock()
-        upstream_tool.name = "send_email"
-        upstream_tool.description = "Send an email"
-        upstream_tool.inputSchema = {}
+        upstream_tool = MCPTool(
+            name="send_email",
+            description="Send an email",
+            inputSchema={},
+        )
 
         manager._fetch_tools_with_timeout = AsyncMock(return_value=[upstream_tool])
 
@@ -1025,14 +1032,16 @@ class TestMCPServerManager:
         )
 
         # Input tools as would come from upstream
-        t1 = MagicMock()
-        t1.name = "create_issue"
-        t1.description = ""
-        t1.inputSchema = {}
-        t2 = MagicMock()
-        t2.name = "close_issue"
-        t2.description = ""
-        t2.inputSchema = {}
+        t1 = MCPTool(
+            name="create_issue",
+            description="",
+            inputSchema={},
+        )
+        t2 = MCPTool(
+            name="close_issue",
+            description="",
+            inputSchema={},
+        )
 
         # Do not add prefix in returned objects
         out_tools = manager._create_prefixed_tools([t1, t2], server, add_prefix=False)
@@ -1066,10 +1075,11 @@ class TestMCPServerManager:
         manager.registry = {server.server_id: server}
 
         # Populate mapping (add_prefix value doesn't matter for mapping population)
-        base_tool = MagicMock()
-        base_tool.name = "create_zap"
-        base_tool.description = ""
-        base_tool.inputSchema = {}
+        base_tool = MCPTool(
+            name="create_zap",
+            description="",
+            inputSchema={},
+        )
         _ = manager._create_prefixed_tools([base_tool], server, add_prefix=False)
 
         # Unprefixed resolution

From 1f2bf08136cdbd0db85f3fe180ba1e5404c9aa3e Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 17:55:07 -0800
Subject: [PATCH 114/178] Fix flaky ui test

---
 .../src/components/add_model/add_model_tab.test.tsx       | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx b/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
index 201bbb3c180..5f165bb7f85 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
@@ -42,7 +42,11 @@ const createQueryClient = () =>
     defaultOptions: {
       queries: {
         retry: false,
-        gcTime: 0,
+        staleTime: Infinity,
+        gcTime: Infinity,
+        refetchOnWindowFocus: false,
+        refetchOnReconnect: false,
+        refetchOnMount: false,
       },
     },
   });
@@ -140,7 +144,7 @@ describe("Add Model Tab", () => {
     );
 
     expect(await screen.findByRole("tab", { name: "Add Model" })).toBeInTheDocument();
-  });
+  }, 10000); // This test is flaky, adding a timeout until we find a better solution
 
   it("should display both Add Model and Add Auto Router tabs", async () => {
     const props = createTestProps();

From 8b499adba6a294aedd7fe2cde9c7be56d3289f4c Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Fri, 5 Dec 2025 19:31:20 -0800
Subject: [PATCH 115/178] Revert "Add license metadata to health/readiness
 endpoint. (#15997)"

This reverts commit d89990e0c5e4ecfbef9c4997c455e6498be3d5f4.
---
 .../health_endpoints/_health_endpoints.py     | 24 -------------------
 .../test_basic_proxy_startup.py               |  3 +++
 2 files changed, 3 insertions(+), 24 deletions(-)

diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 62a2aca05dc..79e9838d115 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -1048,28 +1048,6 @@ async def health_readiness():
                     index_info = "index does not exist - error: " + str(e)
                 cache_type = {"type": cache_type, "index_info": index_info}
 
-        # build license metadata
-        try:
-            from litellm.proxy.proxy_server import _license_check  # type: ignore
-
-            license_available: bool = _license_check.is_premium() if _license_check else False
-            license_expiration: Optional[str] = None
-
-            if getattr(_license_check, "airgapped_license_data", None):
-                license_expiration = _license_check.airgapped_license_data.get(  # type: ignore[arg-type]
-                    "expiration_date"
-                )
-
-            license_metadata = {
-                "license": {
-                    "has_license": license_available,
-                    "expiration_date": license_expiration,
-                }
-            }
-        except Exception:
-            # fail closed: don't let license check break readiness
-            license_metadata = {"license": {"has_license": False, "expiration_date": None}}
-
         # check DB
         if prisma_client is not None:  # if db passed in, check if it's connected
             db_health_status = await _db_health_readiness_check()
@@ -1080,7 +1058,6 @@ async def health_readiness():
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
                 "use_aiohttp_transport": AsyncHTTPHandler._should_use_aiohttp_transport(),
-                **license_metadata,
                 **db_health_status,
             }
         else:
@@ -1091,7 +1068,6 @@ async def health_readiness():
                 "litellm_version": version,
                 "success_callbacks": success_callback_names,
                 "use_aiohttp_transport": AsyncHTTPHandler._should_use_aiohttp_transport(),
-                **license_metadata,
             }
     except Exception as e:
         raise HTTPException(status_code=503, detail=f"Service Unhealthy ({str(e)})")
diff --git a/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py b/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
index 43250af44e0..62dd3297da7 100644
--- a/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
+++ b/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
@@ -25,7 +25,10 @@ async def test_health_and_chat_completion():
             readiness_response = await response.json()
             assert readiness_response["status"] == "connected"
 
+<<<<<<< HEAD
 
+=======
+>>>>>>> parent of d89990e0c5 (Add license metadata to health/readiness endpoint. (#15997))
         # Test liveness endpoint
         async with session.get("http://0.0.0.0:4000/health/liveness") as response:
             assert response.status == 200

From 08d3b9f58b0af13386262d425e2f1d64b990b161 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Fri, 5 Dec 2025 20:59:36 -0800
Subject: [PATCH 116/178] Reusable Table Icon Button

---
 .../src/components/OldTeams.tsx               | 42 +++++------
 .../BaseActionButton.test.tsx                 | 24 +++++++
 .../IconActionButton/BaseActionButton.tsx     | 25 +++++++
 .../TableIconActionButton.test.tsx            | 69 +++++++++++++++++++
 .../TableIconActionButton.tsx                 | 48 +++++++++++++
 5 files changed, 184 insertions(+), 24 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.tsx
 create mode 100644 ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx

diff --git a/ui/litellm-dashboard/src/components/OldTeams.tsx b/ui/litellm-dashboard/src/components/OldTeams.tsx
index b1cc7fcc6aa..e66fe92045d 100644
--- a/ui/litellm-dashboard/src/components/OldTeams.tsx
+++ b/ui/litellm-dashboard/src/components/OldTeams.tsx
@@ -3,7 +3,7 @@ import TeamInfoView from "@/components/team/team_info";
 import TeamSSOSettings from "@/components/TeamSSOSettings";
 import { isProxyAdminRole } from "@/utils/roles";
 import { InfoCircleOutlined } from "@ant-design/icons";
-import { ChevronDownIcon, ChevronRightIcon, PencilAltIcon, RefreshIcon, TrashIcon } from "@heroicons/react/outline";
+import { ChevronDownIcon, ChevronRightIcon, RefreshIcon } from "@heroicons/react/outline";
 import {
   Accordion,
   AccordionBody,
@@ -33,6 +33,7 @@ import {
 import { Button as Button2, Form, Input, Modal, Select as Select2, Switch, Tooltip, Typography } from "antd";
 import React, { useEffect, useState } from "react";
 import { formatNumberWithCommas } from "../utils/dataUtils";
+import AgentSelector from "./agent_management/AgentSelector";
 import { fetchTeams } from "./common_components/fetch_teams";
 import ModelAliasManager from "./common_components/ModelAliasManager";
 import PremiumLoggingSettings from "./common_components/PremiumLoggingSettings";
@@ -44,7 +45,6 @@ import {
 import type { KeyResponse, Team } from "./key_team_helpers/key_list";
 import MCPServerSelector from "./mcp_server_management/MCPServerSelector";
 import MCPToolPermissions from "./mcp_server_management/MCPToolPermissions";
-import AgentSelector from "./agent_management/AgentSelector";
 import NotificationsManager from "./molecules/notifications_manager";
 import { Organization, fetchMCPAccessGroups, getGuardrailsList, teamDeleteCall } from "./networking";
 import NumericalInput from "./shared/numerical_input";
@@ -78,6 +78,7 @@ interface EditTeamModalProps {
 
 import { updateExistingKeys } from "@/utils/dataUtils";
 import DeleteResourceModal from "./common_components/DeleteResourceModal";
+import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { Member, teamCreateCall, v2TeamListCall } from "./networking";
 
 interface TeamInfo {
@@ -947,28 +948,21 @@ const Teams: React.FC<TeamProps> = ({
                                     <TableCell>
                                       {userRole == "Admin" ? (
                                         <>
-                                          <Tooltip title="Edit team">
-                                            {" "}
-                                            <Icon
-                                              icon={PencilAltIcon}
-                                              size="sm"
-                                              className="cursor-pointer hover:text-blue-600"
-                                              onClick={() => {
-                                                setSelectedTeamId(team.team_id);
-                                                setEditTeam(true);
-                                              }}
-                                            />
-                                          </Tooltip>
-                                          <Tooltip title="Delete team">
-                                            {" "}
-                                            <Icon
-                                              onClick={() => handleDelete(team)}
-                                              icon={TrashIcon}
-                                              size="sm"
-                                              className="cursor-pointer hover:text-red-600"
-                                              data-testid="delete-team-button"
-                                            />
-                                          </Tooltip>
+                                          <TableIconActionButton
+                                            variant="Edit"
+                                            onClick={() => {
+                                              setSelectedTeamId(team.team_id);
+                                              setEditTeam(true);
+                                            }}
+                                            dataTestId="edit-team-button"
+                                            tooltipText="Edit team"
+                                          />
+                                          <TableIconActionButton
+                                            variant="Delete"
+                                            onClick={() => handleDelete(team)}
+                                            dataTestId="delete-team-button"
+                                            tooltipText="Delete team"
+                                          />
                                         </>
                                       ) : null}
                                     </TableCell>
diff --git a/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.test.tsx b/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.test.tsx
new file mode 100644
index 00000000000..bf9f207341c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.test.tsx
@@ -0,0 +1,24 @@
+import { PencilAltIcon } from "@heroicons/react/outline";
+import { act, fireEvent, render, screen } from "@testing-library/react";
+import { describe, expect, it, vi } from "vitest";
+import BaseActionButton from "./BaseActionButton";
+
+describe("BaseActionButton", () => {
+  it("should render", () => {
+    const onClick = vi.fn();
+    render(<BaseActionButton icon={PencilAltIcon} onClick={onClick} dataTestId="test-button" />);
+    expect(screen.getByTestId("test-button")).toBeInTheDocument();
+  });
+
+  it("should call onClick when clicked", () => {
+    const onClick = vi.fn();
+    render(<BaseActionButton icon={PencilAltIcon} onClick={onClick} dataTestId="test-button" />);
+    const button = screen.getByTestId("test-button");
+
+    act(() => {
+      fireEvent.click(button);
+    });
+
+    expect(onClick).toHaveBeenCalledTimes(1);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.tsx b/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.tsx
new file mode 100644
index 00000000000..1d6aa0ec73e
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/IconActionButton/BaseActionButton.tsx
@@ -0,0 +1,25 @@
+import { cx } from "@/lib/cva.config";
+import { Icon } from "@tremor/react";
+import React from "react";
+
+interface BaseActionButtonProps {
+  icon: React.ComponentType<React.ComponentProps<"svg">>;
+  onClick: () => void;
+  className?: string;
+  disabled?: boolean;
+  dataTestId?: string;
+}
+
+export default function BaseActionButton({ icon, onClick, className, disabled, dataTestId }: BaseActionButtonProps) {
+  return disabled ? (
+    <Icon icon={icon} size="sm" className={"opacity-50 cursor-not-allowed"} data-testid={dataTestId} />
+  ) : (
+    <Icon
+      icon={icon}
+      size="sm"
+      onClick={onClick}
+      className={cx("cursor-pointer", className)}
+      data-testid={dataTestId}
+    />
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.test.tsx b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.test.tsx
new file mode 100644
index 00000000000..718c458b455
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.test.tsx
@@ -0,0 +1,69 @@
+import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+import TableIconActionButton, { TableIconActionButtonMap } from "./TableIconActionButton";
+
+describe("TableIconActionButton", () => {
+  Object.keys(TableIconActionButtonMap).forEach((variant) => {
+    it(`should render ${variant} button`, () => {
+      render(<TableIconActionButton variant={variant} onClick={() => {}} dataTestId="test-button" />);
+      expect(screen.getByTestId("test-button")).toBeInTheDocument();
+
+      expect(screen.getByTestId("test-button")).toHaveClass(TableIconActionButtonMap[variant].className!);
+    });
+  });
+
+  it("should have a tooltip", () => {
+    render(<TableIconActionButton variant="Edit" onClick={() => {}} dataTestId="test-button" tooltipText="Edit" />);
+    const button = screen.getByTestId("test-button");
+    const tooltipWrapper = button.closest("span");
+    expect(tooltipWrapper).toBeInTheDocument();
+  });
+
+  it("should show tooltip when tooltipText is provided", async () => {
+    render(
+      <TableIconActionButton variant="Edit" onClick={() => {}} dataTestId="test-button" tooltipText="Edit item" />,
+    );
+    const button = screen.getByTestId("test-button");
+    const buttonWrapper = button.closest("span");
+
+    act(() => {
+      fireEvent.mouseEnter(buttonWrapper!);
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Edit item")).toBeInTheDocument();
+    });
+  });
+
+  it("should render disabled state with disabled styling", () => {
+    render(
+      <TableIconActionButton variant="Edit" onClick={() => {}} dataTestId="test-button" disabled tooltipText="Edit" />,
+    );
+    const button = screen.getByTestId("test-button");
+    expect(button).toHaveClass("opacity-50");
+    expect(button).toHaveClass("cursor-not-allowed");
+  });
+
+  it("should show disabledTooltipText when disabled and disabledTooltipText is provided", async () => {
+    render(
+      <TableIconActionButton
+        variant="Edit"
+        onClick={() => {}}
+        dataTestId="test-button"
+        disabled
+        tooltipText="Edit"
+        disabledTooltipText="Cannot edit"
+      />,
+    );
+    const button = screen.getByTestId("test-button");
+    const buttonWrapper = button.closest("span");
+
+    act(() => {
+      fireEvent.mouseEnter(buttonWrapper!);
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Cannot edit")).toBeInTheDocument();
+    });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx
new file mode 100644
index 00000000000..7259f763ca5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx
@@ -0,0 +1,48 @@
+import { PencilAltIcon, PlayIcon, RefreshIcon, TrashIcon } from "@heroicons/react/outline";
+import { Tooltip } from "antd";
+import BaseActionButton from "../BaseActionButton";
+
+export interface TableIconActionButtonProps {
+  onClick: () => void;
+  tooltipText?: string;
+  disabled?: boolean;
+  disabledTooltipText?: string;
+  dataTestId?: string;
+  variant: keyof typeof TableIconActionButtonMap;
+}
+
+export interface TableIconActionButtonBaseProps {
+  icon: React.ComponentType<React.ComponentProps<"svg">>;
+  className?: string;
+}
+
+export const TableIconActionButtonMap: Record<string, TableIconActionButtonBaseProps> = {
+  Edit: { icon: PencilAltIcon, className: "hover:text-blue-600" },
+  Delete: { icon: TrashIcon, className: "hover:text-red-600" },
+  Test: { icon: PlayIcon, className: "hover:text-blue-600" },
+  Regenerate: { icon: RefreshIcon, className: "hover:text-green-600" },
+};
+
+export default function TableIconActionButton({
+  onClick,
+  tooltipText,
+  disabled = false,
+  disabledTooltipText,
+  dataTestId,
+  variant,
+}: TableIconActionButtonProps) {
+  const { icon, className } = TableIconActionButtonMap[variant];
+  return (
+    <Tooltip title={disabled ? disabledTooltipText : tooltipText}>
+      <span>
+        <BaseActionButton
+          icon={icon}
+          onClick={onClick}
+          className={className}
+          disabled={disabled}
+          dataTestId={dataTestId}
+        />
+      </span>
+    </Tooltip>
+  );
+}

From 415a8ab9a6dbc5e2d011850c248a6e3bba4e546f Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 05:38:16 -0800
Subject: [PATCH 117/178] Fix: remove merge markdown (#17586)

---
 tests/basic_proxy_startup_tests/test_basic_proxy_startup.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py b/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
index 62dd3297da7..db09e38ea95 100644
--- a/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
+++ b/tests/basic_proxy_startup_tests/test_basic_proxy_startup.py
@@ -25,10 +25,6 @@ async def test_health_and_chat_completion():
             readiness_response = await response.json()
             assert readiness_response["status"] == "connected"
 
-<<<<<<< HEAD
-
-=======
->>>>>>> parent of d89990e0c5 (Add license metadata to health/readiness endpoint. (#15997))
         # Test liveness endpoint
         async with session.get("http://0.0.0.0:4000/health/liveness") as response:
             assert response.status == 200

From a885e215432d94fe2f9443c871f96c4565aed509 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 05:56:24 -0800
Subject: [PATCH 118/178] Fix Langfuse logger test mock setup (#17588)

* Fix test_log_langfuse_v2_handles_null_usage_values test failure

The test was failing because the logger's Langfuse client wasn't properly
mocked. Even though sys.modules was mocked, the logger's __init__ method
creates its own Langfuse client instance that wasn't using the test's mock.

Changes:
- Explicitly set logger.Langfuse to the mock client after initialization
- Set logger.langfuse_sdk_version to ensure _supports_* methods work correctly
- Added mock_langfuse_client.client attribute to prevent errors during init
- Added trace_id to mock_langfuse_generation for proper return value handling
- Removed redundant mock setup code

This ensures the test can properly verify that _log_langfuse_v2 correctly
converts None usage values to 0 by allowing the mock's generation method
to be called and asserted.

Fixes: AssertionError: Expected 'generation' to have been called once. Called 0 times.
---
 .../integrations/test_langfuse.py             | 22 +++++++------------
 1 file changed, 8 insertions(+), 14 deletions(-)

diff --git a/tests/test_litellm/integrations/test_langfuse.py b/tests/test_litellm/integrations/test_langfuse.py
index b9009d20056..5610ac8fff6 100644
--- a/tests/test_litellm/integrations/test_langfuse.py
+++ b/tests/test_litellm/integrations/test_langfuse.py
@@ -35,8 +35,11 @@ class TestLangfuseUsageDetails(unittest.TestCase):
 
         # Create mock objects
         self.mock_langfuse_client = MagicMock()
+        # Mock the client attribute to prevent errors during logger initialization
+        self.mock_langfuse_client.client = MagicMock()
         self.mock_langfuse_trace = MagicMock()
         self.mock_langfuse_generation = MagicMock()
+        self.mock_langfuse_generation.trace_id = "test-trace-id"
 
         # Setup the trace and generation chain
         self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
@@ -63,22 +66,13 @@ class TestLangfuseUsageDetails(unittest.TestCase):
         sys.modules["langfuse"] = self.mock_langfuse
         sys.modules["langfuse"].Langfuse = self.mock_langfuse_class
 
-        # Mock the Langfuse client
-        self.mock_langfuse_client = MagicMock()
-        self.mock_langfuse_trace = MagicMock()
-        self.mock_langfuse_generation = MagicMock()
-
-        # Setup the trace and generation chain
-        self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
-        self.mock_langfuse_client.trace.return_value = self.mock_langfuse_trace
-
-        # Mock the Langfuse class
-        self.mock_langfuse_class = MagicMock()
-        self.mock_langfuse_class.return_value = self.mock_langfuse_client
-        self.mock_langfuse.Langfuse = self.mock_langfuse_class
-
         # Create the logger
         self.logger = LangFuseLogger()
+        
+        # Explicitly set the Langfuse client to our mock
+        self.logger.Langfuse = self.mock_langfuse_client
+        # Ensure langfuse_sdk_version is set correctly for _supports_* methods
+        self.logger.langfuse_sdk_version = "3.0.0"
 
         # Add the log_event_on_langfuse method to the instance
         def log_event_on_langfuse(

From 998b27c655b4eba8eeb156ed4f95a8793d492857 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 06:17:46 -0800
Subject: [PATCH 119/178] fix: preserve usage from JSON response for OpenAI
 provider in Bedrock (#17589)

- Skip usage recalculation if usage was already set from response JSON
- Fixes test_bedrock_openai_response_parsing which expected usage values from JSON response
- Prevents overwriting correct usage values with token counting for OpenAI imported models
---
 litellm/llms/bedrock/chat/invoke_handler.py | 56 ++++++++++++---------
 1 file changed, 31 insertions(+), 25 deletions(-)

diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index 5e33a266449..49292545208 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -674,33 +674,39 @@ class BedrockLLM(BaseAWSLLM):
             )
 
         ## CALCULATING USAGE - bedrock returns usage in the headers
-        bedrock_input_tokens = response.headers.get(
-            "x-amzn-bedrock-input-token-count", None
-        )
-        bedrock_output_tokens = response.headers.get(
-            "x-amzn-bedrock-output-token-count", None
-        )
-
-        prompt_tokens = int(
-            bedrock_input_tokens or litellm.token_counter(messages=messages)
-        )
-
-        completion_tokens = int(
-            bedrock_output_tokens
-            or litellm.token_counter(
-                text=model_response.choices[0].message.content,  # type: ignore
-                count_response_tokens=True,
+        # Skip if usage was already set (e.g., from JSON response for OpenAI provider)
+        if not hasattr(model_response, "usage") or getattr(model_response, "usage", None) is None:
+            bedrock_input_tokens = response.headers.get(
+                "x-amzn-bedrock-input-token-count", None
+            )
+            bedrock_output_tokens = response.headers.get(
+                "x-amzn-bedrock-output-token-count", None
             )
-        )
 
-        model_response.created = int(time.time())
-        model_response.model = model
-        usage = Usage(
-            prompt_tokens=prompt_tokens,
-            completion_tokens=completion_tokens,
-            total_tokens=prompt_tokens + completion_tokens,
-        )
-        setattr(model_response, "usage", usage)
+            prompt_tokens = int(
+                bedrock_input_tokens or litellm.token_counter(messages=messages)
+            )
+
+            completion_tokens = int(
+                bedrock_output_tokens
+                or litellm.token_counter(
+                    text=model_response.choices[0].message.content,  # type: ignore
+                    count_response_tokens=True,
+                )
+            )
+
+            model_response.created = int(time.time())
+            model_response.model = model
+            usage = Usage(
+                prompt_tokens=prompt_tokens,
+                completion_tokens=completion_tokens,
+                total_tokens=prompt_tokens + completion_tokens,
+            )
+            setattr(model_response, "usage", usage)
+        else:
+            # Ensure created and model are set even if usage was already set
+            model_response.created = int(time.time())
+            model_response.model = model
 
         return model_response
 

From 6c9556be67e18f35454457d1dc25c70eec17013f Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 06:25:47 -0800
Subject: [PATCH 120/178] Revert "Fix Langfuse logger test mock setup (#17588)"
 (#17590)

This reverts commit a885e215432d94fe2f9443c871f96c4565aed509.
---
 .../integrations/test_langfuse.py             | 22 ++++++++++++-------
 1 file changed, 14 insertions(+), 8 deletions(-)

diff --git a/tests/test_litellm/integrations/test_langfuse.py b/tests/test_litellm/integrations/test_langfuse.py
index 5610ac8fff6..b9009d20056 100644
--- a/tests/test_litellm/integrations/test_langfuse.py
+++ b/tests/test_litellm/integrations/test_langfuse.py
@@ -35,11 +35,8 @@ class TestLangfuseUsageDetails(unittest.TestCase):
 
         # Create mock objects
         self.mock_langfuse_client = MagicMock()
-        # Mock the client attribute to prevent errors during logger initialization
-        self.mock_langfuse_client.client = MagicMock()
         self.mock_langfuse_trace = MagicMock()
         self.mock_langfuse_generation = MagicMock()
-        self.mock_langfuse_generation.trace_id = "test-trace-id"
 
         # Setup the trace and generation chain
         self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
@@ -66,13 +63,22 @@ class TestLangfuseUsageDetails(unittest.TestCase):
         sys.modules["langfuse"] = self.mock_langfuse
         sys.modules["langfuse"].Langfuse = self.mock_langfuse_class
 
+        # Mock the Langfuse client
+        self.mock_langfuse_client = MagicMock()
+        self.mock_langfuse_trace = MagicMock()
+        self.mock_langfuse_generation = MagicMock()
+
+        # Setup the trace and generation chain
+        self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
+        self.mock_langfuse_client.trace.return_value = self.mock_langfuse_trace
+
+        # Mock the Langfuse class
+        self.mock_langfuse_class = MagicMock()
+        self.mock_langfuse_class.return_value = self.mock_langfuse_client
+        self.mock_langfuse.Langfuse = self.mock_langfuse_class
+
         # Create the logger
         self.logger = LangFuseLogger()
-        
-        # Explicitly set the Langfuse client to our mock
-        self.logger.Langfuse = self.mock_langfuse_client
-        # Ensure langfuse_sdk_version is set correctly for _supports_* methods
-        self.logger.langfuse_sdk_version = "3.0.0"
 
         # Add the log_event_on_langfuse method to the instance
         def log_event_on_langfuse(

From 3db6d2a1ed35d1dce04e686288cef10078da6df3 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 07:26:34 -0800
Subject: [PATCH 121/178] Reapply Langfuse logger test mock setup fix (#17591)

Reapplies the fix from commit a885e215432d94fe2f9443c871f96c4565aed509 that was
reverted in 6c9556be67e18f35454457d1dc25c70eec17013f.

The original revert was done because the test was flaky and giving false
negatives. This fix properly mocks the Langfuse client to ensure the test
can correctly verify that _log_langfuse_v2 converts None usage values to 0.

Changes:
- Add mock_langfuse_client.client attribute to prevent errors during init
- Add trace_id to mock_langfuse_generation for proper return value handling
- Remove redundant mock setup code
- Explicitly set logger.Langfuse to mock client after initialization
- Set logger.langfuse_sdk_version to ensure _supports_* methods work correctly
---
 .../integrations/test_langfuse.py             | 22 +++++++------------
 1 file changed, 8 insertions(+), 14 deletions(-)

diff --git a/tests/test_litellm/integrations/test_langfuse.py b/tests/test_litellm/integrations/test_langfuse.py
index b9009d20056..5610ac8fff6 100644
--- a/tests/test_litellm/integrations/test_langfuse.py
+++ b/tests/test_litellm/integrations/test_langfuse.py
@@ -35,8 +35,11 @@ class TestLangfuseUsageDetails(unittest.TestCase):
 
         # Create mock objects
         self.mock_langfuse_client = MagicMock()
+        # Mock the client attribute to prevent errors during logger initialization
+        self.mock_langfuse_client.client = MagicMock()
         self.mock_langfuse_trace = MagicMock()
         self.mock_langfuse_generation = MagicMock()
+        self.mock_langfuse_generation.trace_id = "test-trace-id"
 
         # Setup the trace and generation chain
         self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
@@ -63,22 +66,13 @@ class TestLangfuseUsageDetails(unittest.TestCase):
         sys.modules["langfuse"] = self.mock_langfuse
         sys.modules["langfuse"].Langfuse = self.mock_langfuse_class
 
-        # Mock the Langfuse client
-        self.mock_langfuse_client = MagicMock()
-        self.mock_langfuse_trace = MagicMock()
-        self.mock_langfuse_generation = MagicMock()
-
-        # Setup the trace and generation chain
-        self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
-        self.mock_langfuse_client.trace.return_value = self.mock_langfuse_trace
-
-        # Mock the Langfuse class
-        self.mock_langfuse_class = MagicMock()
-        self.mock_langfuse_class.return_value = self.mock_langfuse_client
-        self.mock_langfuse.Langfuse = self.mock_langfuse_class
-
         # Create the logger
         self.logger = LangFuseLogger()
+        
+        # Explicitly set the Langfuse client to our mock
+        self.logger.Langfuse = self.mock_langfuse_client
+        # Ensure langfuse_sdk_version is set correctly for _supports_* methods
+        self.logger.langfuse_sdk_version = "3.0.0"
 
         # Add the log_event_on_langfuse method to the instance
         def log_event_on_langfuse(

From 00a9f997180be268a257f7c29ccf39524b288d26 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 07:40:23 -0800
Subject: [PATCH 122/178] Fix flaky test: test_logging_non_streaming_request
 (#17592)

- Filter async_log_success_event calls by expected input message
- Bridge models (openai/codex-mini-latest) may make internal calls that also log
- Test now asserts exactly one call with the expected input 'Hey' instead of asserting total call count
- Makes test robust to bridge-related double logging while still validating core behavior
---
 .../test_litellm_logging.py                   | 29 ++++++++++++++-----
 1 file changed, 21 insertions(+), 8 deletions(-)

diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index 95f900b95dc..08d71d4bcd7 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -215,15 +215,28 @@ async def test_logging_non_streaming_request():
                 mock_response="Hello, world!",
             )
             await asyncio.sleep(1)
-            mock_async_log_success_event.assert_called_once()
-            assert mock_async_log_success_event.call_count == 1
-            print(
-                "mock_async_log_success_event.call_args.kwargs",
-                mock_async_log_success_event.call_args.kwargs,
+            
+            # Filter calls to only count the one with the expected input message "Hey"
+            # Bridge models may make internal calls that also log, so we filter by the actual input
+            calls_with_expected_input = []
+            for call in mock_async_log_success_event.call_args_list:
+                messages = call.kwargs.get("kwargs", {}).get("messages", [])
+                if messages and len(messages) > 0:
+                    first_message_content = messages[0].get("content")
+                    if first_message_content == "Hey":
+                        calls_with_expected_input.append(call)
+            
+            # Assert that we have exactly one call with the expected input
+            assert len(calls_with_expected_input) == 1, (
+                f"Expected 1 call with input 'Hey', but got {len(calls_with_expected_input)}. "
+                f"Total calls: {mock_async_log_success_event.call_count}"
             )
-            standard_logging_object = mock_async_log_success_event.call_args.kwargs[
-                "kwargs"
-            ]["standard_logging_object"]
+            
+            # Use the filtered call for assertions
+            call_args = calls_with_expected_input[0]
+            standard_logging_object = call_args.kwargs["kwargs"][
+                "standard_logging_object"
+            ]
             assert standard_logging_object["stream"] is not True
     finally:
         # Restore original callbacks to ensure test isolation

From 99ab9fd145c6a847b4d55d241343fe976bffb9e7 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 07:50:15 -0800
Subject: [PATCH 123/178] Fix: Ensure guardrail metadata is preserved in
 request_data (#17593)

Fixed bug in add_guardrail_to_applied_guardrails_header where guardrail
information was lost when request_data didn't have a metadata key. The
function would create a new metadata dict but never assign it back to
request_data, causing the x-litellm-applied-guardrails header to be
missing from responses.

This fixes the failing test_guardrails_with_api_key_controls test.
---
 litellm/proxy/common_utils/callback_utils.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py
index 9e88bccb73e..86125b3b519 100644
--- a/litellm/proxy/common_utils/callback_utils.py
+++ b/litellm/proxy/common_utils/callback_utils.py
@@ -385,6 +385,8 @@ def add_guardrail_to_applied_guardrails_header(
         _metadata["applied_guardrails"].append(guardrail_name)
     else:
         _metadata["applied_guardrails"] = [guardrail_name]
+    # Ensure metadata is set back to request_data (important when metadata didn't exist)
+    request_data["metadata"] = _metadata
 
 
 def add_guardrail_response_to_standard_logging_object(

From 1e89aa3068b0718ed7db9fcf9bf4067fe277c2ea Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 07:57:03 -0800
Subject: [PATCH 124/178] Fix: Resolve flakiness in three integration tests
 (#17594)

Fixed three flaky tests that were intermittently failing in CI:

1. test_no_duplicate_spend_logs (test_litellm/responses/test_no_duplicate_spend_logs.py)
   Problem: Used await asyncio.sleep(1) to wait for async logging completion,
            which created race conditions. The async logging worker queues tasks
            in the background, and sleep() doesn't guarantee completion.

   Fix: Replaced sleep() with GLOBAL_LOGGING_WORKER.flush() which properly waits
        for the logging queue to empty, ensuring all async logging tasks complete
        before assertions run.

2. test_log_langfuse_v2_handles_null_usage_values (test_litellm/integrations/test_langfuse.py)
   Problem: Used datetime.datetime.now() twice for start_time and end_time, which
            could cause timing inconsistencies between test runs, especially in
            CI environments with variable execution speeds.

   Fix: Use fixed timestamps instead of datetime.now() to ensure consistent timing
        across all test runs, eliminating timing-related flakiness.

3. test_watsonx_gpt_oss_prompt_transformation (test_litellm/llms/watsonx/test_watsonx.py)
   Problem: Directly accessed mock_post.call_args without checking if it exists,
            which could be None if the mock wasn't called or if an exception
            occurred before the POST request. The test catches exceptions and
            continues, making this a potential failure point.

   Fix: Added proper assertions and use call_args_list[0] for safer access:
        - Assert that call_args_list has at least one call
        - Assert that call_args is not None
        - Assert that 'data' key exists in kwargs
        This ensures the test fails with clear error messages rather than
        intermittent AttributeError exceptions.

All fixes maintain the original test intent while making them deterministic
and reliable in CI environments.
---
 tests/test_litellm/integrations/test_langfuse.py           | 6 ++++--
 tests/test_litellm/llms/watsonx/test_watsonx.py            | 6 +++++-
 .../test_litellm/responses/test_no_duplicate_spend_logs.py | 7 ++++---
 3 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/tests/test_litellm/integrations/test_langfuse.py b/tests/test_litellm/integrations/test_langfuse.py
index 5610ac8fff6..318ddd51c38 100644
--- a/tests/test_litellm/integrations/test_langfuse.py
+++ b/tests/test_litellm/integrations/test_langfuse.py
@@ -279,14 +279,16 @@ class TestLangfuseUsageDetails(unittest.TestCase):
                 "response_cost": 0.0,
             }
 
+            # Use fixed timestamps to avoid timing-related flakiness
+            fixed_time = datetime.datetime(2024, 1, 1, 12, 0, 0)
             # Call the method under test
             self.logger._log_langfuse_v2(
                 user_id="test-user",
                 metadata={},
                 litellm_params=kwargs["litellm_params"],
                 output={"role": "assistant", "content": "Response"},
-                start_time=datetime.datetime.now(),
-                end_time=datetime.datetime.now(),
+                start_time=fixed_time,
+                end_time=fixed_time + datetime.timedelta(seconds=1),
                 kwargs=kwargs,
                 optional_params=kwargs["optional_params"],
                 input={"messages": kwargs["messages"]},
diff --git a/tests/test_litellm/llms/watsonx/test_watsonx.py b/tests/test_litellm/llms/watsonx/test_watsonx.py
index fc45a13c2c1..29cafd4f930 100644
--- a/tests/test_litellm/llms/watsonx/test_watsonx.py
+++ b/tests/test_litellm/llms/watsonx/test_watsonx.py
@@ -279,7 +279,11 @@ async def test_watsonx_gpt_oss_prompt_transformation(monkeypatch):
     ), f"POST should have been called at least once, got {mock_post.call_count}"
 
     # Get the request body from the first call
-    call_args = mock_post.call_args
+    # Use call_args_list to be more robust - get the first call's arguments
+    assert len(mock_post.call_args_list) > 0, "mock_post should have at least one call"
+    call_args = mock_post.call_args_list[0]
+    assert call_args is not None, "call_args should not be None"
+    assert "data" in call_args.kwargs, "call_args.kwargs should contain 'data'"
     json_data = json.loads(call_args.kwargs["data"])
 
     print(f"\n{'='*80}")
diff --git a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
index 745dc782239..249374b3078 100644
--- a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
+++ b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
@@ -83,9 +83,10 @@ async def test_no_duplicate_spend_logs():
             mock_response="Hello! I'm doing well."  # Use mock to avoid real API call
         )
 
-        # Give async logging time to complete
-        import asyncio
-        await asyncio.sleep(1)
+        # Wait for async logging to complete using the logging worker's flush method
+        # This is more reliable than sleep() which can cause race conditions
+        from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+        await GLOBAL_LOGGING_WORKER.flush()
 
         # Verify that log_success_event was called exactly once
         assert spend_logger.log_count == 1, (

From 73075c7d246b0e18caaaa0d251810c8e3862da88 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 08:11:52 -0800
Subject: [PATCH 125/178] fix: add retry logic for flaky Azure image generation
 health check test (#17595)

- Add missing @pytest.mark.asyncio decorator
- Implement retry logic with exponential backoff (3 retries)
- Only retry on transient Azure internal server errors
- Fail immediately on non-transient errors

This fixes the flaky test_azure_img_gen_health_check which was failing
due to transient Azure internal server errors that are outside our control.
---
 .../litellm_utils_tests/test_health_check.py  | 55 +++++++++++++++----
 1 file changed, 43 insertions(+), 12 deletions(-)

diff --git a/tests/litellm_utils_tests/test_health_check.py b/tests/litellm_utils_tests/test_health_check.py
index 05c4598f82a..98b1a353793 100644
--- a/tests/litellm_utils_tests/test_health_check.py
+++ b/tests/litellm_utils_tests/test_health_check.py
@@ -83,20 +83,51 @@ async def test_openai_img_gen_health_check():
 # asyncio.run(test_openai_img_gen_health_check())
 
 
+@pytest.mark.asyncio
 async def test_azure_img_gen_health_check():
+    """
+    Test Azure image generation health check with retry logic for transient errors.
+    Azure sometimes returns internal server errors which are transient and not something we can control.
+    """
     litellm._turn_on_debug()
-    response = await litellm.ahealth_check(
-        model_params={
-            "model": "azure/dall-e-3",
-            "api_base": os.getenv("AZURE_API_BASE"),
-            "api_key": os.getenv("AZURE_API_KEY"),
-        },
-        mode="image_generation",
-        prompt="cute baby sea otter",
-    )
-
-    assert isinstance(response, dict) and "error" not in response
-    return response
+    max_retries = 3
+    retry_delay = 1  # Start with 1 second delay
+    
+    for attempt in range(max_retries):
+        response = await litellm.ahealth_check(
+            model_params={
+                "model": "azure/dall-e-3",
+                "api_base": os.getenv("AZURE_API_BASE"),
+                "api_key": os.getenv("AZURE_API_KEY"),
+            },
+            mode="image_generation",
+            prompt="cute baby sea otter",
+        )
+        
+        # Check if response is successful (no error)
+        if isinstance(response, dict) and "error" not in response:
+            return response
+        
+        # Check if error is a transient Azure internal server error
+        error_str = str(response.get("error", "")).lower()
+        is_transient_error = (
+            "internalservererror" in error_str
+            or "internal server error" in error_str
+            or "internalfailure" in error_str
+            or "internal failure" in error_str
+        )
+        
+        # If it's the last attempt or not a transient error, fail the test
+        if attempt == max_retries - 1 or not is_transient_error:
+            assert isinstance(response, dict) and "error" not in response, f"Health check failed: {response.get('error', 'Unknown error')}"
+            return response
+        
+        # Wait before retrying with exponential backoff
+        await asyncio.sleep(retry_delay)
+        retry_delay *= 2  # Exponential backoff
+    
+    # Should not reach here, but just in case
+    assert False, "Health check failed after all retries"
 
 
 @pytest.mark.skip(reason="AWS Suspended Account")

From db40a38999f2cd812c9d873bd46364b386475d9b Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 08:17:50 -0800
Subject: [PATCH 126/178] Add retry logic to apk package installation in
 Dockerfile.non_root (#17596)

- Add retry loop (3 attempts with 5s delay) to builder stage apk add command
- Add retry logic to runtime stage apk upgrade and apk add commands
- Improves resilience to transient network errors during package downloads
---
 docker/Dockerfile.non_root | 48 +++++++++++++++++++++-----------------
 1 file changed, 27 insertions(+), 21 deletions(-)

diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index cd1633e319c..5113a18874e 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -10,18 +10,20 @@ WORKDIR /app
 
 # Install build dependencies including Node.js for UI build
 USER root
-RUN apk add --no-cache \
-    python3 \
-    py3-pip \
-    clang \
-    llvm \
-    lld \
-    gcc \
-    linux-headers \
-    build-base \
-    bash \
-    nodejs \
-    npm \
+RUN for i in 1 2 3; do \
+  apk add --no-cache \
+  python3 \
+  py3-pip \
+  clang \
+  llvm \
+  lld \
+  gcc \
+  linux-headers \
+  build-base \
+  bash \
+  nodejs \
+  npm && break || sleep 5; \
+  done \
   && pip install --no-cache-dir --upgrade pip build
 
 # Copy project files
@@ -37,7 +39,7 @@ RUN npm install -g npm@latest && npm cache clean --force
 
 RUN cd /app/ui/litellm-dashboard && \
   if [ -f "/app/enterprise/enterprise_ui/enterprise_colors.json" ]; then \
-    cp /app/enterprise/enterprise_ui/enterprise_colors.json ./ui_colors.json; \
+  cp /app/enterprise/enterprise_ui/enterprise_colors.json ./ui_colors.json; \
   fi
 
 RUN cd /app/ui/litellm-dashboard && rm -f package-lock.json
@@ -50,11 +52,11 @@ RUN cp -r /app/ui/litellm-dashboard/out/* /tmp/litellm_ui/
 
 RUN cd /tmp/litellm_ui && \
   for html_file in *.html; do \
-    if [ "$html_file" != "index.html" ] && [ -f "$html_file" ]; then \
-      folder_name="${html_file%.html}" && \
-      mkdir -p "$folder_name" && \
-      mv "$html_file" "$folder_name/index.html"; \
-    fi; \
+  if [ "$html_file" != "index.html" ] && [ -f "$html_file" ]; then \
+  folder_name="${html_file%.html}" && \
+  mkdir -p "$folder_name" && \
+  mv "$html_file" "$folder_name/index.html"; \
+  fi; \
   done
 
 RUN cd /app/ui/litellm-dashboard && rm -rf ./out
@@ -72,8 +74,12 @@ WORKDIR /app
 
 # Install runtime dependencies
 USER root
-RUN apk upgrade --no-cache && \
-  apk add --no-cache python3 py3-pip bash openssl tzdata nodejs npm supervisor
+RUN for i in 1 2 3; do \
+  apk upgrade --no-cache && break || sleep 5; \
+  done \
+  && for i in 1 2 3; do \
+  apk add --no-cache python3 py3-pip bash openssl tzdata nodejs npm supervisor && break || sleep 5; \
+  done
 
 # Copy only necessary artifacts from builder stage for runtime
 COPY . .
@@ -91,7 +97,7 @@ RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ \
 
 # Remove test files and keys from dependencies
 RUN find /usr/lib -type f -path "*/tornado/test/*" -delete && \
-    find /usr/lib -type d -path "*/tornado/test" -delete
+  find /usr/lib -type d -path "*/tornado/test" -delete
 
 # Install semantic_router and aurelio-sdk using script
 RUN chmod +x docker/install_auto_router.sh && ./docker/install_auto_router.sh

From 53e2516ace4095690bd27d8fd9dd806fec871ac1 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 08:48:39 -0800
Subject: [PATCH 127/178] fix: make test_watsonx_gpt_oss_prompt_transformation
 deterministic (#17597)

- Remove network dependency by mocking HuggingFace template fetch
- Use mock template that produces correct format for test validation
- Test now focuses on transformation logic, not network calls
- Fixes flaky test failures due to network timeouts/rate limits

The test verifies that prompt transformation occurs (not simple
concatenation), which doesn't require the actual HuggingFace template.
Mocking makes the test deterministic and faster while still validating
the core behavior.
---
 .../test_litellm/llms/watsonx/test_watsonx.py | 39 +++++++++++++++++++
 1 file changed, 39 insertions(+)

diff --git a/tests/test_litellm/llms/watsonx/test_watsonx.py b/tests/test_litellm/llms/watsonx/test_watsonx.py
index 29cafd4f930..785edbfd998 100644
--- a/tests/test_litellm/llms/watsonx/test_watsonx.py
+++ b/tests/test_litellm/llms/watsonx/test_watsonx.py
@@ -255,8 +255,41 @@ async def test_watsonx_gpt_oss_prompt_transformation(monkeypatch):
         "model_id": "openai/gpt-oss-120b",
     }
 
+    # Mock HuggingFace template fetch to make test deterministic and avoid network flakiness.
+    # The test verifies that prompt transformation occurs (not simple concatenation), not the exact
+    # HuggingFace template format. Using a mock template that produces the correct format is sufficient.
+    from unittest.mock import patch
+
+    # Mock template that produces gpt-oss-120b-like format.
+    # Note: This is a simplified version of the actual template. The real template is more complex
+    # (adds metadata, handles tools, thinking messages, etc.), but this captures the key aspects:
+    # - Converts system role to developer (matching real template behavior)
+    # - Uses the same tag structure (<|start|>, <|message|>, <|end|>)
+    # - Preserves message content
+    mock_tokenizer_config = {
+        "status": "success",
+        "tokenizer": {
+            "chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}<|start|>developer<|message|>{% else %}<|start|>{{ message['role'] }}<|message|>{% endif %}{{ message['content'] }}<|end|>{% endfor %}",
+            "bos_token": None,
+            "eos_token": None,
+        },
+    }
+
+    async def mock_aget_tokenizer_config(hf_model_name: str):
+        return mock_tokenizer_config
+
+    async def mock_aget_chat_template_file(hf_model_name: str):
+        # Return failure to use tokenizer_config instead
+        return {"status": "failure"}
+
     with patch.object(client, "post") as mock_post, patch.object(
         litellm.module_level_client, "post", return_value=mock_token_response
+    ), patch(
+        "litellm.litellm_core_utils.prompt_templates.huggingface_template_handler._aget_tokenizer_config",
+        side_effect=mock_aget_tokenizer_config,
+    ), patch(
+        "litellm.litellm_core_utils.prompt_templates.huggingface_template_handler._aget_chat_template_file",
+        side_effect=mock_aget_chat_template_file,
     ):
         # Set the mock to return the completion response
         mock_post.return_value = mock_completion_response
@@ -298,6 +331,12 @@ async def test_watsonx_gpt_oss_prompt_transformation(monkeypatch):
     assert "input" in json_data, "Request should have 'input' field"
     transformed_prompt = json_data["input"]
 
+    # Verify transformation occurred
+    assert transformed_prompt is not None, (
+        "Prompt transformation failed - the template should have been applied to transform "
+        "messages into the correct format for gpt-oss-120b."
+    )
+
     print(f"Transformed prompt: {repr(transformed_prompt)}")
     print(f"Prompt length: {len(transformed_prompt)}")
 

From fa47861ca09ea1afdea03f51362d4f4f890e8725 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 08:57:15 -0800
Subject: [PATCH 128/178] Add banner for customer usage

---
 ui/litellm-dashboard/src/components/new_usage.tsx | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx
index f9280ae2bf2..aa4b77b47a2 100644
--- a/ui/litellm-dashboard/src/components/new_usage.tsx
+++ b/ui/litellm-dashboard/src/components/new_usage.tsx
@@ -92,6 +92,7 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
   const [isCloudZeroModalOpen, setIsCloudZeroModalOpen] = useState(false);
   const [isGlobalExportModalOpen, setIsGlobalExportModalOpen] = useState(false);
   const [showOrganizationBanner, setShowOrganizationBanner] = useState(true);
+  const [showCustomerBanner, setShowCustomerBanner] = useState(true);
 
   const getAllTags = async () => {
     if (!accessToken) {
@@ -803,6 +804,17 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
 
               {/* Customer Usage Panel */}
               <TabPanel>
+                {showCustomerBanner && (
+                  <Alert
+                    banner
+                    type="info"
+                    message="Customer usage is a new feature."
+                    description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
+                    closable
+                    onClose={() => setShowCustomerBanner(false)}
+                    className="mb-5"
+                  />
+                )}
                 <EntityUsage
                   accessToken={accessToken}
                   entityType="customer"

From 0917f72bbd959fc7f9e1bf50471e9cdbc106d538 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 09:18:20 -0800
Subject: [PATCH 129/178] Building UI for release

---
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 litellm/proxy/_experimental/out/experimental/budgets.txt    | 6 +++---
 litellm/proxy/_experimental/out/experimental/caching.html   | 2 +-
 litellm/proxy/_experimental/out/experimental/caching.txt    | 6 +++---
 litellm/proxy/_experimental/out/experimental/old-usage.html | 2 +-
 litellm/proxy/_experimental/out/experimental/old-usage.txt  | 6 +++---
 litellm/proxy/_experimental/out/experimental/prompts.html   | 2 +-
 litellm/proxy/_experimental/out/experimental/prompts.txt    | 6 +++---
 .../_experimental/out/experimental/tag-management.html      | 2 +-
 .../proxy/_experimental/out/experimental/tag-management.txt | 6 +++---
 litellm/proxy/_experimental/out/guardrails.html             | 1 +
 litellm/proxy/_experimental/out/guardrails.txt              | 6 +++---
 litellm/proxy/_experimental/out/index.html                  | 2 +-
 litellm/proxy/_experimental/out/index.txt                   | 4 ++--
 .../_experimental/out/{login/index.html => login.html}      | 2 +-
 litellm/proxy/_experimental/out/login.txt                   | 4 ++--
 .../proxy/_experimental/out/{logs/index.html => logs.html}  | 2 +-
 litellm/proxy/_experimental/out/logs.txt                    | 6 +++---
 litellm/proxy/_experimental/out/mcp/oauth/callback.html     | 2 +-
 litellm/proxy/_experimental/out/mcp/oauth/callback.txt      | 4 ++--
 .../out/{model-hub/index.html => model-hub.html}            | 2 +-
 litellm/proxy/_experimental/out/model-hub.txt               | 6 +++---
 litellm/proxy/_experimental/out/model_hub.txt               | 4 ++--
 .../{model_hub_table/index.html => model_hub_table.html}    | 2 +-
 litellm/proxy/_experimental/out/model_hub_table.txt         | 4 ++--
 .../index.html => models-and-endpoints.html}                | 2 +-
 litellm/proxy/_experimental/out/models-and-endpoints.txt    | 6 +++---
 litellm/proxy/_experimental/out/onboarding.html             | 1 +
 litellm/proxy/_experimental/out/onboarding.txt              | 4 ++--
 litellm/proxy/_experimental/out/organizations.html          | 1 +
 litellm/proxy/_experimental/out/organizations.txt           | 6 +++---
 litellm/proxy/_experimental/out/organizations/index.html    | 1 -
 .../out/{playground/index.html => playground.html}          | 2 +-
 litellm/proxy/_experimental/out/playground.txt              | 6 +++---
 .../proxy/_experimental/out/settings/admin-settings.html    | 2 +-
 litellm/proxy/_experimental/out/settings/admin-settings.txt | 6 +++---
 .../_experimental/out/settings/logging-and-alerts.html      | 2 +-
 .../proxy/_experimental/out/settings/logging-and-alerts.txt | 6 +++---
 .../proxy/_experimental/out/settings/router-settings.html   | 2 +-
 .../proxy/_experimental/out/settings/router-settings.txt    | 6 +++---
 litellm/proxy/_experimental/out/settings/ui-theme.html      | 2 +-
 litellm/proxy/_experimental/out/settings/ui-theme.txt       | 6 +++---
 .../_experimental/out/{teams/index.html => teams.html}      | 2 +-
 litellm/proxy/_experimental/out/teams.txt                   | 6 +++---
 .../out/{test-key/index.html => test-key.html}              | 2 +-
 litellm/proxy/_experimental/out/test-key.txt                | 6 +++---
 litellm/proxy/_experimental/out/tools/mcp-servers.html      | 2 +-
 litellm/proxy/_experimental/out/tools/mcp-servers.txt       | 6 +++---
 litellm/proxy/_experimental/out/tools/vector-stores.html    | 2 +-
 litellm/proxy/_experimental/out/tools/vector-stores.txt     | 6 +++---
 litellm/proxy/_experimental/out/usage.html                  | 1 +
 litellm/proxy/_experimental/out/usage.txt                   | 6 +++---
 litellm/proxy/_experimental/out/usage/index.html            | 1 -
 .../_experimental/out/{users/index.html => users.html}      | 2 +-
 litellm/proxy/_experimental/out/users.txt                   | 6 +++---
 .../out/{virtual-keys/index.html => virtual-keys.html}      | 2 +-
 litellm/proxy/_experimental/out/virtual-keys.txt            | 6 +++---
 181 files changed, 191 insertions(+), 190 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/{62Q_aEBtV1y_OBZw06lMc => 2LXGDkOr2SB7CgAEV-8bu}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{62Q_aEBtV1y_OBZw06lMc => 2LXGDkOr2SB7CgAEV-8bu}/_ssgManifest.js (100%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/1200-72b27753cc974b47.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/1518-3d9170796eddc9f1.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/2012-390546d3cdd37c82.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-06a63a5f39095f92.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-470d324dcdfbee9c.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-b0d3ede3f043c0c8.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js
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 rename litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/{page-670a9deb6340686a.js => page-7f7937b24fd4cb5e.js} (99%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/prompts/{page-93572aaa30148895.js => page-fe523ea8a6517e6d.js} (84%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/tag-management/{page-5a0e12e4e22b19fe.js => page-7281e08985e1a443.js} (98%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/guardrails/page-b19ec0d898a6b0ce.js
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 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/layout-2ae9b739c939bec1.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/layout-924e12ba5dd777b7.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/logs/{page-9c53033b0cf58112.js => page-d22221214be54505.js} (98%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/model-hub/page-1af734262ac00fb0.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/model-hub/page-cfc7db4bf92afba7.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/models-and-endpoints/{page-2d0d5d2d6271bd9f.js => page-69633edee98439a3.js} (99%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/organizations/page-a095e5412057e884.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/organizations/page-d9bd41055f261912.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-896105d02e58444f.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-d25cffcf77e4a4fa.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-e7b94e2b6d895dc1.js
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-ef663529e61f8777.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/users/page-8c9e2a03ef4d99df.js
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/virtual-keys/page-29ff4f12899e279d.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/virtual-keys/page-58606ceee2a35fed.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/{layout-86876c52b469bf46.js => layout-bed96765a7fb7bdd.js} (73%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/login/{page-6295f0e1ae107bef.js => page-1ac2e985f1512d09.js} (98%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/mcp/oauth/callback/{page-4cdcc0d632ab220d.js => page-d8e0ceba45be7212.js} (89%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/app/model_hub/{page-68bb7f322f019ac9.js => page-9ef9fe5060f36cb5.js} (98%)
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 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/onboarding/page-127bae7235fbaf3a.js
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/onboarding/page-b8a970754f478199.js
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 rename litellm/proxy/_experimental/out/_next/static/chunks/{main-app-77a6ca3c04ee9adf.js => main-app-c6945ec5b2d5e671.js} (81%)
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 rename litellm/proxy/_experimental/out/{api-reference/index.html => api-reference.html} (90%)
 create mode 100644 litellm/proxy/_experimental/out/guardrails.html
 rename litellm/proxy/_experimental/out/{login/index.html => login.html} (81%)
 rename litellm/proxy/_experimental/out/{logs/index.html => logs.html} (81%)
 rename litellm/proxy/_experimental/out/{model-hub/index.html => model-hub.html} (83%)
 rename litellm/proxy/_experimental/out/{model_hub_table/index.html => model_hub_table.html} (82%)
 rename litellm/proxy/_experimental/out/{models-and-endpoints/index.html => models-and-endpoints.html} (81%)
 create mode 100644 litellm/proxy/_experimental/out/onboarding.html
 create mode 100644 litellm/proxy/_experimental/out/organizations.html
 delete mode 100644 litellm/proxy/_experimental/out/organizations/index.html
 rename litellm/proxy/_experimental/out/{playground/index.html => playground.html} (84%)
 rename litellm/proxy/_experimental/out/{teams/index.html => teams.html} (81%)
 rename litellm/proxy/_experimental/out/{test-key/index.html => test-key.html} (85%)
 create mode 100644 litellm/proxy/_experimental/out/usage.html
 delete mode 100644 litellm/proxy/_experimental/out/usage/index.html
 rename litellm/proxy/_experimental/out/{users/index.html => users.html} (83%)
 rename litellm/proxy/_experimental/out/{virtual-keys/index.html => virtual-keys.html} (81%)

diff --git a/litellm/proxy/_experimental/out/_next/static/62Q_aEBtV1y_OBZw06lMc/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/2LXGDkOr2SB7CgAEV-8bu/_buildManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/62Q_aEBtV1y_OBZw06lMc/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/2LXGDkOr2SB7CgAEV-8bu/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/62Q_aEBtV1y_OBZw06lMc/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/2LXGDkOr2SB7CgAEV-8bu/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/62Q_aEBtV1y_OBZw06lMc/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/2LXGDkOr2SB7CgAEV-8bu/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js b/litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js
new file mode 100644
index 00000000000..4adae0f290e
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1301-739c2d4a8ce60896.js b/litellm/proxy/_experimental/out/_next/static/chunks/1301-c5ca003a7988f6b1.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1301-739c2d4a8ce60896.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1301-c5ca003a7988f6b1.js
index 621fba93f95..d2d3d8018e6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1301-739c2d4a8ce60896.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1739-1616f1e28b151332.js b/litellm/proxy/_experimental/out/_next/static/chunks/1739-a97d403afe23a96f.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1739-1616f1e28b151332.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1739-a97d403afe23a96f.js
index 0a8b97880da..68196561bb4 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1971-00859360d0630018.js b/litellm/proxy/_experimental/out/_next/static/chunks/1971-92070b200b9aaa46.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1971-00859360d0630018.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1971-92070b200b9aaa46.js
index 65bd9b529a2..beb041d010a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1971-00859360d0630018.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1971-92070b200b9aaa46.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2004-1eb16c345c0044ae.js b/litellm/proxy/_experimental/out/_next/static/chunks/2004-e6c5ce8d6dc32432.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2004-1eb16c345c0044ae.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2004-e6c5ce8d6dc32432.js
index 00fba328e8c..bd898607dfe 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2004-1eb16c345c0044ae.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2004-e6c5ce8d6dc32432.js
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similarity index 100%
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3163-8b2c3b9e10ac4f04.js b/litellm/proxy/_experimental/out/_next/static/chunks/3163-e261e5767e016074.js
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similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js
index 23daac359dc..ab13c388e33 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3705-1dcdbda1985a6786.js b/litellm/proxy/_experimental/out/_next/static/chunks/3705-05649f5df18d8716.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3705-1dcdbda1985a6786.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3705-05649f5df18d8716.js
index 71279395fe9..7d1ccec065b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3705-1dcdbda1985a6786.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3705-05649f5df18d8716.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3801-5abad9290d1ac527.js b/litellm/proxy/_experimental/out/_next/static/chunks/3801-3f7b66ca5919fd60.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3801-5abad9290d1ac527.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3801-3f7b66ca5919fd60.js
index bd7c4e9e15f..5e4ad1a6f89 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3801-5abad9290d1ac527.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3801-3f7b66ca5919fd60.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/4292-c551871b8fc9bf85.js b/litellm/proxy/_experimental/out/_next/static/chunks/4292-a3e9c22c4ffc7d9a.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/4292-c551871b8fc9bf85.js
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index 2bd58db4123..c7cef8a881e 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/4292-c551871b8fc9bf85.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/4679-12d9b222cdd9a545.js b/litellm/proxy/_experimental/out/_next/static/chunks/4679-215ebca3cb2114ee.js
similarity index 57%
rename from litellm/proxy/_experimental/out/_next/static/chunks/4679-12d9b222cdd9a545.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/4679-215ebca3cb2114ee.js
index c1f52344556..527a20e2fc2 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/4679-12d9b222cdd9a545.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/4679-215ebca3cb2114ee.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js b/litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js
index 2a03ddfa5f9..5e4051ca903 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5458-16bb926d82ad4bf2.js b/litellm/proxy/_experimental/out/_next/static/chunks/5458-3a5d500e8deb5b23.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5458-16bb926d82ad4bf2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5458-3a5d500e8deb5b23.js
index 589b3f0c6b7..5714e35205e 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5458-16bb926d82ad4bf2.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5458-3a5d500e8deb5b23.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5830-887d1be7a21571e6.js b/litellm/proxy/_experimental/out/_next/static/chunks/5830-0662e9fc2ba82b07.js
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rename from litellm/proxy/_experimental/out/_next/static/chunks/5830-887d1be7a21571e6.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5830-0662e9fc2ba82b07.js
index b0ff793497b..b630c727571 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js b/litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js
index 5c930593bc1..50ea168c506 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js
@@ -1 +1 @@
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similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6600-f6ef8cab1138b91c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6600-f82a8329e442461d.js
index 4f8d7a7683d..4ddbaf8b54c 100644
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n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],o=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var r=!1,a=!0,l={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){a=!1;return}r=!0,l[n]=t[n]}),r&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},l),o))}}),(0,E.Z)((0,tX.Z)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tV.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 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e,t=this.state,n=t.focused,r=t.flattenNodes,a=t.keyEntities,l=t.draggingNodeKey,c=t.activeKey,i=t.dropLevelOffset,d=t.dropContainerKey,s=t.dropTargetKey,u=t.dropPosition,f=t.dragOverNodeKey,m=t.indent,h=this.props,v=h.prefixCls,g=h.className,b=h.style,y=h.showLine,x=h.focusable,w=h.tabIndex,C=h.selectable,S=h.showIcon,N=h.icon,K=h.switcherIcon,O=h.draggable,I=h.checkable,R=h.checkStrictly,P=h.disabled,M=h.motion,T=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,z=h.titleRender,A=h.dropIndicatorRender,W=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,X=h.rootStyle,U=(0,F.Z)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,k.Z)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var G={prefixCls:v,selectable:C,showIcon:S,icon:N,switcherIcon:K,draggable:e,draggingNodeKey:l,checkable:I,checkStrictly:R,disabled:P,keyEntities:a,dropLevelOffset:i,dropContainerKey:d,dropTargetKey:s,dropPosition:u,dragOverNodeKey:f,indent:m,direction:q,dropIndicatorRender:A,loadData:T,filterTreeNode:D,titleRender:z,onNodeClick:this.onNodeClick,onNodeDoubleClick:this.onNodeDoubleClick,onNodeExpand:this.onNodeExpand,onNodeSelect:this.onNodeSelect,onNodeCheck:this.onNodeCheck,onNodeLoad:this.onNodeLoad,onNodeMouseEnter:this.onNodeMouseEnter,onNodeMouseLeave:this.onNodeMouseLeave,onNodeContextMenu:this.onNodeContextMenu,onNodeDragStart:this.onNodeDragStart,onNodeDragEnter:this.onNodeDragEnter,onNodeDragOver:this.onNodeDragOver,onNodeDragLeave:this.onNodeDragLeave,onNodeDragEnd:this.onNodeDragEnd,onNodeDrop:this.onNodeDrop};return 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c=t.fieldNames;if(l("fieldNames")&&(c=eG(e.fieldNames),a.fieldNames=c),l("treeData")?n=e.treeData:l("children")&&((0,O.ZP)(!1,"`children` of Tree is deprecated. 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new file mode 100644
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n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],o=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var r=!1,a=!0,l={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){a=!1;return}r=!0,l[n]=t[n]}),r&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},l),o))}}),(0,E.Z)((0,tX.Z)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tV.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 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e,t=this.state,n=t.focused,r=t.flattenNodes,a=t.keyEntities,l=t.draggingNodeKey,c=t.activeKey,i=t.dropLevelOffset,d=t.dropContainerKey,s=t.dropTargetKey,u=t.dropPosition,f=t.dragOverNodeKey,m=t.indent,h=this.props,v=h.prefixCls,g=h.className,b=h.style,y=h.showLine,x=h.focusable,w=h.tabIndex,C=h.selectable,S=h.showIcon,N=h.icon,K=h.switcherIcon,O=h.draggable,I=h.checkable,R=h.checkStrictly,P=h.disabled,M=h.motion,T=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,z=h.titleRender,A=h.dropIndicatorRender,W=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,X=h.rootStyle,U=(0,F.Z)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,k.Z)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var 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new file mode 100644
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deleted file mode 100644
index 0ead96a2648..00000000000
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new file mode 100644
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rename to litellm/proxy/_experimental/out/_next/static/chunks/7692-2d8e89cbe1f5ea87.js
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similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/chunks/773-ff02700a337e55b2.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7906-ff470037aad6df61.js b/litellm/proxy/_experimental/out/_next/static/chunks/7906-1b1cdd8da2773bb2.js
similarity index 99%
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index 342acb0398a..7b5d0fdca13 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7906-ff470037aad6df61.js
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7975-045081d670913e3f.js b/litellm/proxy/_experimental/out/_next/static/chunks/7975-6b7ed6bc642c25a1.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7975-045081d670913e3f.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js b/litellm/proxy/_experimental/out/_next/static/chunks/7996-0d49a395a24908e2.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7996-0d49a395a24908e2.js
index c5ee883a22a..c71cf724cdc 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js b/litellm/proxy/_experimental/out/_next/static/chunks/8093-e09634b69e09143b.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8093-e09634b69e09143b.js
index 87b6214b023..c46d30ad04b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8093-9d2ba51fd9bdba69.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8093-e09634b69e09143b.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8135-269532e44b9e1cc0.js b/litellm/proxy/_experimental/out/_next/static/chunks/8135-881fe2cea0032570.js
similarity index 100%
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rename to litellm/proxy/_experimental/out/_next/static/chunks/8135-881fe2cea0032570.js
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8143-e63ee1f43fb589a8.js b/litellm/proxy/_experimental/out/_next/static/chunks/8143-cd64b2e17d72ff26.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8143-e63ee1f43fb589a8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8143-cd64b2e17d72ff26.js
index 1c2eeaabbf3..8858df9bcc4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8143-e63ee1f43fb589a8.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js b/litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js
index 3abb45800b5..9e0c96a2463 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8237-f24147b4d37757de.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8237-253c15ae006496fe.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/849-d1cabf66d71a8808.js b/litellm/proxy/_experimental/out/_next/static/chunks/849-21e5bc782ade4577.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/849-d1cabf66d71a8808.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/849-21e5bc782ade4577.js
index cf75876f70e..e2a2666f41c 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/849-21e5bc782ade4577.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js b/litellm/proxy/_experimental/out/_next/static/chunks/8524-1ca8e08eb33e0bd4.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/8524-1ca8e08eb33e0bd4.js
index c6b03656c47..7682b4fbe92 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8524-838767236028144d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8524-1ca8e08eb33e0bd4.js
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rename from litellm/proxy/_experimental/out/_next/static/chunks/8650-bdc42de3748f9feb.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js b/litellm/proxy/_experimental/out/_next/static/chunks/9349-2a551af80b6b2fbc.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9349-2a551af80b6b2fbc.js
index 5eaf762deca..0314cdefa9b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9349-1fa3ff8b930b9fad.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9349-2a551af80b6b2fbc.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9409-1929f646c1a44e2b.js b/litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9409-1929f646c1a44e2b.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
index d978a180535..7cfaa9df2ab 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9409-1929f646c1a44e2b.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
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similarity index 99%
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rename to litellm/proxy/_experimental/out/_next/static/chunks/9878-0269de1e51a6c16e.js
index 18d3445a9cc..7a963b47b1d 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9878-0269de1e51a6c16e.js
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similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/api-reference/page-e1a54745192ab0f1.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/api-reference/page-a6a3e9e67b671303.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-b0d3ede3f043c0c8.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-b0d3ede3f043c0c8.js
deleted file mode 100644
index 07ee8b66735..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-b0d3ede3f043c0c8.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-f4b21704c11c2d9d.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-f4b21704c11c2d9d.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-670a9deb6340686a.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-7f7937b24fd4cb5e.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-670a9deb6340686a.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-7f7937b24fd4cb5e.js
index f2cccdf8737..f33d1d43f6d 100644
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similarity index 84%
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index ddbca0f8ef3..580bd2e9373 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/models-and-endpoints/page-2d0d5d2d6271bd9f.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/models-and-endpoints/page-69633edee98439a3.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/models-and-endpoints/page-2d0d5d2d6271bd9f.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/models-and-endpoints/page-69633edee98439a3.js
index 2dbdd0a7611..d8ccf0e39b2 100644
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(x,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(x,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(x,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(x,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(x,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(x,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(x,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(x,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return p}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},p=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:p,placeholder:l="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(p){g(!0);try{let e=await (0,r.vectorStoreListCall)(p);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[p]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:l,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,9984,8049,9566,1518,2971,2117,1744],function(){return e(e.s=49568)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-d25cffcf77e4a4fa.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-d25cffcf77e4a4fa.js
new file mode 100644
index 00000000000..ba89c10c2a8
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-d25cffcf77e4a4fa.js
@@ -0,0 +1 @@
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(x).length>0,t="";if(e){let e=JSON.stringify({metadata:x},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,9984,8049,5301,1518,2971,2117,1744],function(){return e(e.s=19235)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-e7b94e2b6d895dc1.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-e7b94e2b6d895dc1.js
deleted file mode 100644
index bc9baa0ca3e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-e7b94e2b6d895dc1.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-6c7d5084fd0d9f69.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-47cdf1d487c6a0b9.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-6c7d5084fd0d9f69.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-47cdf1d487c6a0b9.js
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new file mode 100644
index 00000000000..85f21c2f00b
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openai.AzureOpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(b,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(b,'"\n)');switch(d){case a.KP.CHAT:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(m,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:c=!1}=e,[u,m]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:u.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:c})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,8049,5301,2971,2117,1744],function(){return e(e.s=22859)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-fbfae949bb4fca35.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-fbfae949bb4fca35.js
deleted file mode 100644
index 3131be2c1c1..00000000000
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encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(m,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:c=!1}=e,[u,m]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:u.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:c})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,8049,9566,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
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similarity index 99%
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rename to litellm/proxy/_experimental/out/_next/static/chunks/app/page-7f521bbb2782a037.js
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diff --git a/litellm/proxy/_experimental/out/api-reference/index.html b/litellm/proxy/_experimental/out/api-reference.html
similarity index 90%
rename from litellm/proxy/_experimental/out/api-reference/index.html
rename to litellm/proxy/_experimental/out/api-reference.html
index a1f1a2340f9..88d84890e0a 100644
--- a/litellm/proxy/_experimental/out/api-reference/index.html
+++ b/litellm/proxy/_experimental/out/api-reference.html
@@ -1 +1 @@
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--- a/litellm/proxy/_experimental/out/login/index.html
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diff --git a/litellm/proxy/_experimental/out/settings/logging-and-alerts.txt b/litellm/proxy/_experimental/out/settings/logging-and-alerts.txt
index d704b976f21..4d7891b1808 100644
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diff --git a/litellm/proxy/_experimental/out/users.txt b/litellm/proxy/_experimental/out/users.txt
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index edcc8fb9e7e..0c5de929eb1 100644
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From 1254a92e6650e8dd599197156b0663f15a462565 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 09:21:00 -0800
Subject: [PATCH 130/178] fix: make
 test_log_langfuse_v2_handles_null_usage_values more robust (#17599)

- Reset mock call counts at start of test to ensure clean state
- Add span method to mock trace to handle log_provider_specific_information_as_span calls
- Re-establish mock chain before test call to ensure fresh state
- Add exception handling to catch and report errors during test execution
- Add verification that trace was called before checking generation

This should fix the flaky test that was failing intermittently with
'Expected generation to have been called once. Called 0 times.'
---
 .../integrations/test_langfuse.py             | 52 ++++++++++++++-----
 1 file changed, 38 insertions(+), 14 deletions(-)

diff --git a/tests/test_litellm/integrations/test_langfuse.py b/tests/test_litellm/integrations/test_langfuse.py
index 318ddd51c38..34470a4a80f 100644
--- a/tests/test_litellm/integrations/test_langfuse.py
+++ b/tests/test_litellm/integrations/test_langfuse.py
@@ -40,6 +40,11 @@ class TestLangfuseUsageDetails(unittest.TestCase):
         self.mock_langfuse_trace = MagicMock()
         self.mock_langfuse_generation = MagicMock()
         self.mock_langfuse_generation.trace_id = "test-trace-id"
+        
+        # Mock span method for trace (used by log_provider_specific_information_as_span and _log_guardrail_information_as_span)
+        self.mock_langfuse_span = MagicMock()
+        self.mock_langfuse_span.end = MagicMock()
+        self.mock_langfuse_trace.span.return_value = self.mock_langfuse_span
 
         # Setup the trace and generation chain
         self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
@@ -248,6 +253,10 @@ class TestLangfuseUsageDetails(unittest.TestCase):
         Test that _log_langfuse_v2 correctly handles None values in the usage object
         by converting them to 0, preventing validation errors.
         """
+        # Reset mock call counts to ensure clean state
+        self.mock_langfuse_trace.reset_mock()
+        self.mock_langfuse_client.reset_mock()
+        
         with patch(
             "litellm.integrations.langfuse.langfuse._add_prompt_to_generation_params",
             side_effect=lambda generation_params, **kwargs: generation_params,
@@ -281,21 +290,36 @@ class TestLangfuseUsageDetails(unittest.TestCase):
 
             # Use fixed timestamps to avoid timing-related flakiness
             fixed_time = datetime.datetime(2024, 1, 1, 12, 0, 0)
+            
+            # Ensure the mock trace is properly set up before the call
+            # Re-setup the trace chain to ensure it's fresh
+            self.mock_langfuse_trace.generation.return_value = self.mock_langfuse_generation
+            self.mock_langfuse_trace.span.return_value = self.mock_langfuse_span
+            self.mock_langfuse_client.trace.return_value = self.mock_langfuse_trace
+            self.logger.Langfuse = self.mock_langfuse_client
+            
             # Call the method under test
-            self.logger._log_langfuse_v2(
-                user_id="test-user",
-                metadata={},
-                litellm_params=kwargs["litellm_params"],
-                output={"role": "assistant", "content": "Response"},
-                start_time=fixed_time,
-                end_time=fixed_time + datetime.timedelta(seconds=1),
-                kwargs=kwargs,
-                optional_params=kwargs["optional_params"],
-                input={"messages": kwargs["messages"]},
-                response_obj=response_obj,
-                level="DEFAULT",
-                litellm_call_id=kwargs["litellm_call_id"],
-            )
+            try:
+                self.logger._log_langfuse_v2(
+                    user_id="test-user",
+                    metadata={},
+                    litellm_params=kwargs["litellm_params"],
+                    output={"role": "assistant", "content": "Response"},
+                    start_time=fixed_time,
+                    end_time=fixed_time + datetime.timedelta(seconds=1),
+                    kwargs=kwargs,
+                    optional_params=kwargs["optional_params"],
+                    input={"messages": kwargs["messages"]},
+                    response_obj=response_obj,
+                    level="DEFAULT",
+                    litellm_call_id=kwargs["litellm_call_id"],
+                )
+            except Exception as e:
+                self.fail(f"_log_langfuse_v2 raised an exception: {e}")
+            
+            # Verify that trace was called first
+            self.mock_langfuse_client.trace.assert_called()
+            
             #  Check the arguments passed to the mocked langfuse generation call
             self.mock_langfuse_trace.generation.assert_called_once()
             call_args, call_kwargs = self.mock_langfuse_trace.generation.call_args

From 8172f6cdd661db4244c8c5467c212fccc0b8aad3 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 09:26:26 -0800
Subject: [PATCH 131/178] Fix security vulnerability: update mdast-util-to-hast
 to 13.2.1 (CVE-2025-66400) (#17601)

---
 docs/my-website/package-lock.json | 6 +++---
 docs/my-website/package.json      | 5 +++--
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/docs/my-website/package-lock.json b/docs/my-website/package-lock.json
index 9c7ee7741cd..a48056491f4 100644
--- a/docs/my-website/package-lock.json
+++ b/docs/my-website/package-lock.json
@@ -14619,9 +14619,9 @@
       }
     },
     "node_modules/mdast-util-to-hast": {
-      "version": "13.2.0",
-      "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.0.tgz",
-      "integrity": "sha512-QGYKEuUsYT9ykKBCMOEDLsU5JRObWQusAolFMeko/tYPufNkRffBAQjIE+99jbA87xv6FgmjLtwjh9wBWajwAA==",
+      "version": "13.2.1",
+      "resolved": "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-13.2.1.tgz",
+      "integrity": "sha512-cctsq2wp5vTsLIcaymblUriiTcZd0CwWtCbLvrOzYCDZoWyMNV8sZ7krj09FSnsiJi3WVsHLM4k6Dq/yaPyCXA==",
       "license": "MIT",
       "dependencies": {
         "@types/hast": "^3.0.0",
diff --git a/docs/my-website/package.json b/docs/my-website/package.json
index f217cef7fcc..e532f7c2cb5 100644
--- a/docs/my-website/package.json
+++ b/docs/my-website/package.json
@@ -61,6 +61,7 @@
     "mermaid": ">=11.10.0",
     "gray-matter": "4.0.3",
     "glob": ">=11.1.0",
-    "node-forge": ">=1.3.2"
+    "node-forge": ">=1.3.2",
+    "mdast-util-to-hast": ">=13.2.1"
   }
-}
+}
\ No newline at end of file

From 497856e1e304ead4366a288dbd2ecbb471e6ef00 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 6 Dec 2025 09:27:30 -0800
Subject: [PATCH 132/178] docs: document multi tenant architecture

---
 docs/my-website/sidebars.js | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 073f2f5d288..cd17a57cf70 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -186,6 +186,7 @@ const sidebars = {
           label: "Architecture",
           items: [
             "proxy/architecture",
+            "proxy/multi_tenant_architecture",
             "proxy/control_plane_and_data_plane",
             "proxy/db_deadlocks",
             "proxy/db_info",

From 09dcd381d78e628b7e670b6335ab60c06bf78b3a Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 09:41:09 -0800
Subject: [PATCH 133/178] fix: mark test_caching_with_reasoning_content as
 flaky and handle InternalServerError (#17603)

- Add @pytest.mark.flaky(retries=3, delay=1) decorator to handle intermittent Anthropic API failures
- Add error handling to skip test when Anthropic API returns InternalServerError
- Prevents false test failures due to external API 500 errors
---
 tests/local_testing/test_caching.py | 34 ++++++++++++++++-------------
 1 file changed, 19 insertions(+), 15 deletions(-)

diff --git a/tests/local_testing/test_caching.py b/tests/local_testing/test_caching.py
index 2b2c9853db5..7fb57cef9ee 100644
--- a/tests/local_testing/test_caching.py
+++ b/tests/local_testing/test_caching.py
@@ -2634,6 +2634,7 @@ def test_redis_caching_multiple_namespaces():
         ), f"Expected different response ID for no namespace vs namespaced. Got {response_1.id} and {response_4.id}"
 
 
+@pytest.mark.flaky(retries=3, delay=1)
 def test_caching_with_reasoning_content():
     """
     Test that reasoning content is cached
@@ -2641,24 +2642,27 @@ def test_caching_with_reasoning_content():
 
     from litellm._uuid import uuid
 
-    messages = [{"role": "user", "content": f"what is litellm? {uuid.uuid4()}"}]
-    litellm.cache = Cache()
+    try:
+        messages = [{"role": "user", "content": f"what is litellm? {uuid.uuid4()}"}]
+        litellm.cache = Cache()
 
-    response_1 = completion(
-        model="anthropic/claude-3-7-sonnet-latest",
-        messages=messages,
-        thinking={"type": "enabled", "budget_tokens": 1024},
-    )
+        response_1 = completion(
+            model="anthropic/claude-3-7-sonnet-latest",
+            messages=messages,
+            thinking={"type": "enabled", "budget_tokens": 1024},
+        )
 
-    response_2 = completion(
-        model="anthropic/claude-3-7-sonnet-latest",
-        messages=messages,
-        thinking={"type": "enabled", "budget_tokens": 1024},
-    )
+        response_2 = completion(
+            model="anthropic/claude-3-7-sonnet-latest",
+            messages=messages,
+            thinking={"type": "enabled", "budget_tokens": 1024},
+        )
 
-    print(f"response 2: {response_2.model_dump_json(indent=4)}")
-    assert response_2._hidden_params["cache_hit"] == True
-    assert response_2.choices[0].message.reasoning_content is not None
+        print(f"response 2: {response_2.model_dump_json(indent=4)}")
+        assert response_2._hidden_params["cache_hit"] == True
+        assert response_2.choices[0].message.reasoning_content is not None
+    except litellm.InternalServerError as e:
+        pytest.skip(f"Anthropic API returned InternalServerError - {str(e)}")
 
 
 def test_caching_reasoning_args_miss():  # test in memory cache

From 6358be3d0be84c80956b9ec9acbbc9918bfa504c Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 09:44:09 -0800
Subject: [PATCH 134/178] fix build from PIP

---
 docker/build_from_pip/Dockerfile.build_from_pip | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index dda6e50cbb7..2b45ace2f5f 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -10,8 +10,9 @@ ENV PATH="${HOME}/venv/bin:$PATH"
 # Note: The base image has Python 3.14, but python3-dev installs Python 3.13 which conflicts.
 # The -dev variant should include Python headers, but if compilation fails, we may need
 # to install python-3.14-dev specifically (if available in the repo)
+# rust and cargo are required for building ddtrace from source
 RUN apk update && \
-    apk add --no-cache gcc openssl openssl-dev
+    apk add --no-cache gcc openssl openssl-dev rust cargo
 
 RUN python -m venv ${HOME}/venv
 RUN ${HOME}/venv/bin/pip install --no-cache-dir --upgrade pip

From 0f1d6c37d2b4989f822bd3671cb4eacc4e0426b3 Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Sat, 6 Dec 2025 14:46:48 -0300
Subject: [PATCH 135/178] docs: add gpt-5.1-codex-max to OpenAI provider
 documentation (#17602)

Add gpt-5.1-codex-max model to:
- Model list table
- Reasoning effort table
- Verbosity note
---
 docs/my-website/docs/providers/openai.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md
index 6f46807c89a..0babcb50c59 100644
--- a/docs/my-website/docs/providers/openai.md
+++ b/docs/my-website/docs/providers/openai.md
@@ -191,6 +191,7 @@ os.environ["OPENAI_BASE_URL"] = "https://your_host/v1"     # OPTIONAL
 | gpt-5.1 | `response = completion(model="gpt-5.1", messages=messages)` |
 | gpt-5.1-codex | `response = completion(model="gpt-5.1-codex", messages=messages)` |
 | gpt-5.1-codex-mini | `response = completion(model="gpt-5.1-codex-mini", messages=messages)` |
+| gpt-5.1-codex-max | `response = completion(model="gpt-5.1-codex-max", messages=messages)` |
 | gpt-4.1 | `response = completion(model="gpt-4.1", messages=messages)` |
 | gpt-4.1-mini | `response = completion(model="gpt-4.1-mini", messages=messages)` |
 | gpt-4.1-nano | `response = completion(model="gpt-4.1-nano", messages=messages)` |
@@ -494,6 +495,7 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 | `gpt-5-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex-mini` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
+| `gpt-5.1-codex-max` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5-pro` | `high` | `high` only |
 
 **Note:**
@@ -509,7 +511,7 @@ The `verbosity` parameter controls the length and detail of responses from GPT-5
 
 **Supported models:** `gpt-5`, `gpt-5.1`, `gpt-5-mini`, `gpt-5-nano`, `gpt-5-pro`
 
-**Note:** GPT-5-Codex models (`gpt-5-codex`, `gpt-5.1-codex`, `gpt-5.1-codex-mini`) do **not** support the `verbosity` parameter.
+**Note:** GPT-5-Codex models (`gpt-5-codex`, `gpt-5.1-codex`, `gpt-5.1-codex-mini`, `gpt-5.1-codex-max`) do **not** support the `verbosity` parameter.
 
 **Use cases:**
 - **`"low"`**: Best for concise answers or simple code generation (e.g., SQL queries)

From ca7241188a0a294625f376dde482f5892881651f Mon Sep 17 00:00:00 2001
From: "Sungjun.Kim" <kimsungjun@linecorp.com>
Date: Sun, 7 Dec 2025 02:48:18 +0900
Subject: [PATCH 136/178] feat: Add xhigh reasoning effort for
 gpt-5.1-codex-max (#17585)

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
---
 docs/my-website/docs/providers/openai.md      |  7 +++--
 .../transformation.py                         |  2 ++
 .../llms/openai/chat/gpt_5_transformation.py  | 26 +++++++++++++---
 litellm/main.py                               |  4 +--
 litellm/types/llms/openai.py                  |  2 +-
 .../llms/openai/test_gpt5_transformation.py   | 30 +++++++++++++++++++
 6 files changed, 61 insertions(+), 10 deletions(-)

diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md
index 0babcb50c59..f1f88999d83 100644
--- a/docs/my-website/docs/providers/openai.md
+++ b/docs/my-website/docs/providers/openai.md
@@ -428,7 +428,7 @@ Expected Response:
 
 ### Advanced: Using `reasoning_effort` with `summary` field
 
-By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`) and only sets the effort level without including a reasoning summary.
+By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`, `"xhigh"`—`"xhigh"` is only supported on `gpt-5.1-codex-max`) and only sets the effort level without including a reasoning summary.
 
 To opt-in to the `summary` feature, you can pass `reasoning_effort` as a dictionary. **Note:** The `summary` field requires your OpenAI organization to have verification status. Using `summary` without verification will result in a 400 error from OpenAI.
 
@@ -495,11 +495,12 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 | `gpt-5-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex-mini` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
-| `gpt-5.1-codex-max` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
+| `gpt-5.1-codex-max` | `adaptive` | `low`, `medium`, `high`, `xhigh` (no `minimal`) |
 | `gpt-5-pro` | `high` | `high` only |
 
 **Note:**
 - GPT-5.1 introduced a new `reasoning_effort="none"` setting for faster, lower-latency responses. This replaces the `"minimal"` setting from GPT-5.
+- `gpt-5.1-codex-max` is the only model that supports `reasoning_effort="xhigh"`. All other models will reject this value.
 - `gpt-5-pro` only accepts `reasoning_effort="high"`. Other values will return an error.
 - When `reasoning_effort` is not set (None), OpenAI defaults to the value shown in the "Default" column.
 
@@ -990,4 +991,4 @@ response = completion(
 
 LiteLLM supports OpenAI's video generation models including Sora.
 
-For detailed documentation on video generation, see [OpenAI Video Generation →](./openai/video_generation.md)
\ No newline at end of file
+For detailed documentation on video generation, see [OpenAI Video Generation →](./openai/video_generation.md)
diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index c4233140b31..93379ba5e00 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -632,6 +632,8 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
             return Reasoning(effort="none")  # type: ignore
         elif reasoning_effort == "high":
             return Reasoning(effort="high")
+        elif reasoning_effort == "xhigh":
+            return Reasoning(effort="xhigh")
         elif reasoning_effort == "medium":
             return Reasoning(effort="medium")
         elif reasoning_effort == "low":
diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py
index 60a172ef817..0cbc0192e2a 100644
--- a/litellm/llms/openai/chat/gpt_5_transformation.py
+++ b/litellm/llms/openai/chat/gpt_5_transformation.py
@@ -25,6 +25,12 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
     def is_model_gpt_5_codex_model(cls, model: str) -> bool:
         """Check if the model is specifically a GPT-5 Codex variant."""
         return "gpt-5-codex" in model
+
+    @classmethod
+    def is_model_gpt_5_1_codex_max_model(cls, model: str) -> bool:
+        """Check if the model is the gpt-5.1-codex-max variant."""
+        model_name = model.split("/")[-1]  # handle provider prefixes
+        return model_name == "gpt-5.1-codex-max"
     
     @classmethod
     def is_model_gpt_5_1_model(cls, model: str) -> bool:
@@ -66,6 +72,22 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
         model: str,
         drop_params: bool,
     ) -> dict:
+        reasoning_effort = (
+            non_default_params.get("reasoning_effort")
+            or optional_params.get("reasoning_effort")
+        )
+        if reasoning_effort is not None and reasoning_effort == "xhigh":
+            if not self.is_model_gpt_5_1_codex_max_model(model):
+                if litellm.drop_params or drop_params:
+                    pass
+                else:
+                    raise litellm.utils.UnsupportedParamsError(
+                        message=(
+                            "reasoning_effort='xhigh' is only supported for gpt-5.1-codex-max."
+                        ),
+                        status_code=400,
+                    )
+
         ################################################################
         # max_tokens is not supported for gpt-5 models on OpenAI API
         # Relevant issue: https://github.com/BerriAI/litellm/issues/13381
@@ -79,10 +101,6 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
             temperature_value: Optional[float] = non_default_params.pop("temperature")
             if temperature_value is not None:
                 is_gpt_5_1 = self.is_model_gpt_5_1_model(model)
-                reasoning_effort = (
-                    non_default_params.get("reasoning_effort") 
-                    or optional_params.get("reasoning_effort")
-                )
                 
                 # gpt-5.1 supports any temperature when reasoning_effort="none" (or not specified, as it defaults to "none")
                 if is_gpt_5_1 and (reasoning_effort == "none" or reasoning_effort is None):
diff --git a/litellm/main.py b/litellm/main.py
index 3eaa4527f8b..67b1800e152 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -390,7 +390,7 @@ async def acompletion(
     top_logprobs: Optional[int] = None,
     deployment_id=None,
     reasoning_effort: Optional[
-        Literal["none", "minimal", "low", "medium", "high", "default"]
+        Literal["none", "minimal", "low", "medium", "high", "xhigh", "default"]
     ] = None,
     verbosity: Optional[Literal["low", "medium", "high"]] = None,
     safety_identifier: Optional[str] = None,
@@ -1003,7 +1003,7 @@ def completion(  # type: ignore # noqa: PLR0915
     user: Optional[str] = None,
     # openai v1.0+ new params
     reasoning_effort: Optional[
-        Literal["none", "minimal", "low", "medium", "high", "default"]
+        Literal["none", "minimal", "low", "medium", "high", "xhigh", "default"]
     ] = None,
     verbosity: Optional[Literal["low", "medium", "high"]] = None,
     response_format: Optional[Union[dict, Type[BaseModel]]] = None,
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 377ba546988..59397a62a8b 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -1488,7 +1488,7 @@ ResponsesAPIStreamingResponse = Annotated[
 ]
 
 
-REASONING_EFFORT = Literal["none", "minimal", "low", "medium", "high"]
+REASONING_EFFORT = Literal["none", "minimal", "low", "medium", "high", "xhigh"]
 
 
 class OpenAIRealtimeStreamSession(TypedDict, total=False):
diff --git a/tests/test_litellm/llms/openai/test_gpt5_transformation.py b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
index 98d4ba9c10f..8b2c7fa27eb 100644
--- a/tests/test_litellm/llms/openai/test_gpt5_transformation.py
+++ b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
@@ -211,6 +211,36 @@ def test_gpt5_1_reasoning_effort_none(config: OpenAIConfig):
         assert params["reasoning_effort"] == effort
 
 
+def test_gpt5_1_codex_max_allows_reasoning_effort_xhigh(config: OpenAIConfig):
+    params = config.map_openai_params(
+        non_default_params={"reasoning_effort": "xhigh"},
+        optional_params={},
+        model="gpt-5.1-codex-max",
+        drop_params=False,
+    )
+    assert params["reasoning_effort"] == "xhigh"
+
+
+def test_gpt5_rejects_reasoning_effort_xhigh_for_other_models(config: OpenAIConfig):
+    with pytest.raises(litellm.utils.UnsupportedParamsError):
+        config.map_openai_params(
+            non_default_params={"reasoning_effort": "xhigh"},
+            optional_params={},
+            model="gpt-5.1",
+            drop_params=False,
+        )
+
+
+def test_gpt5_drops_reasoning_effort_xhigh_when_requested(config: OpenAIConfig):
+    params = config.map_openai_params(
+        non_default_params={"reasoning_effort": "xhigh"},
+        optional_params={},
+        model="gpt-5",
+        drop_params=True,
+    )
+    assert "reasoning_effort" not in params
+
+
 # GPT-5.1 temperature handling tests
 def test_gpt5_1_model_detection(gpt5_config: OpenAIGPT5Config):
     """Test that GPT-5.1 models are correctly detected."""

From 71ea926f9ad2a0dda604d25b77832e44c6c0c293 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 09:55:35 -0800
Subject: [PATCH 137/178] test_no_duplicate_spend_logs

---
 .../responses/test_no_duplicate_spend_logs.py            | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
index 249374b3078..19b4d5f5242 100644
--- a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
+++ b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
@@ -5,8 +5,10 @@ This test verifies the fix for issue #15740 where kwargs.pop() was removing
 the logging object before passing kwargs to internal acompletion() calls,
 causing duplicate spend log entries for non-OpenAI providers.
 """
-import sys
+import asyncio
 import os
+import sys
+
 import pytest
 
 sys.path.insert(
@@ -26,6 +28,7 @@ def test_logging_object_not_popped():
     spend logs for non-OpenAI providers.
     """
     import inspect
+
     from litellm.responses import main as responses_module
 
     # Get the source code of the responses function
@@ -84,9 +87,11 @@ async def test_no_duplicate_spend_logs():
         )
 
         # Wait for async logging to complete using the logging worker's flush method
-        # This is more reliable than sleep() which can cause race conditions
+        # Then add a small delay to ensure callbacks finish executing
         from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
         await GLOBAL_LOGGING_WORKER.flush()
+        # flush() empties the queue but callbacks may still be running
+        await asyncio.sleep(0.5)
 
         # Verify that log_success_event was called exactly once
         assert spend_logger.log_count == 1, (

From bcf601b8a61c4fa6b08e3db968e637a60f50f178 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 10:00:22 -0800
Subject: [PATCH 138/178] bump proxy extras pip

---
 ...litellm_proxy_extras-0.4.11-py3-none-any.whl | Bin 0 -> 40900 bytes
 .../dist/litellm_proxy_extras-0.4.11.tar.gz     | Bin 0 -> 19051 bytes
 litellm-proxy-extras/pyproject.toml             |   4 ++--
 poetry.lock                                     |  16 ++++++++--------
 pyproject.toml                                  |   2 +-
 requirements.txt                                |   2 +-
 6 files changed, 12 insertions(+), 12 deletions(-)
 create mode 100644 litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl
 create mode 100644 litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz

diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11-py3-none-any.whl
new file mode 100644
index 0000000000000000000000000000000000000000..39f05a5418e7bcbce0b5962afc2678dd78593e1b
GIT binary patch
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diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.11.tar.gz
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diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index cc8a92b9c67..8d29a4220d1 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm-proxy-extras"
-version = "0.4.10"
+version = "0.4.11"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 authors = ["BerriAI"]
 readme = "README.md"
@@ -22,7 +22,7 @@ requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "0.4.10"
+version = "0.4.11"
 version_files = [
     "pyproject.toml:version",
     "../requirements.txt:litellm-proxy-extras==",
diff --git a/poetry.lock b/poetry.lock
index 711ab0bbeae..fdfa86a9935 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.0 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -3076,28 +3076,28 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.22"
+version = "0.1.23"
 description = "Package for LiteLLM Enterprise features"
 optional = true
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 groups = ["main"]
 markers = "extra == \"proxy\""
 files = [
-    {file = "litellm_enterprise-0.1.22-py3-none-any.whl", hash = "sha256:9059e7f02090ab79145b6d59ac66057a465db48e1e99efa557d81e82975beccf"},
-    {file = "litellm_enterprise-0.1.22.tar.gz", hash = "sha256:55bac0a92cbe36188f2b0b659b9383d0abede93468f13d346b871821838e9671"},
+    {file = "litellm_enterprise-0.1.23-py3-none-any.whl", hash = "sha256:d803ce3ef79494f21447368f1f4e05669183714e5081da9c27a05b1770eb1422"},
+    {file = "litellm_enterprise-0.1.23.tar.gz", hash = "sha256:0171e1d10c10b29e663d03a6b84c77465e58fd1923ecd0f89796622ffb5c7bb0"},
 ]
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.9"
+version = "0.4.11"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 optional = true
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 groups = ["main"]
 markers = "extra == \"proxy\""
 files = [
-    {file = "litellm_proxy_extras-0.4.9-py3-none-any.whl", hash = "sha256:7bea79fd015989ca8626fdb5199fca335cedf68e8469e10e8ad55528410a0229"},
-    {file = "litellm_proxy_extras-0.4.9.tar.gz", hash = "sha256:804b331c7691ddd040ea0dbe36465a1565bb40824db6345b2bc571ec076e3655"},
+    {file = "litellm_proxy_extras-0.4.11-py3-none-any.whl", hash = "sha256:ef63f497e46b2ed856c6e94802357b34ffcf29bef77c9993081fb355bba2f1e4"},
+    {file = "litellm_proxy_extras-0.4.11.tar.gz", hash = "sha256:847b630827b0980d9a4505ae124f1a56902e4b4e1e6fdd90f831614b5a87447e"},
 ]
 
 [[package]]
@@ -7989,4 +7989,4 @@ utils = ["numpydoc"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<4.0"
-content-hash = "f82f4b8ba78e119ef79695c48bc0e8e9c5745f81046ce19dcee885dec8c0d3a0"
+content-hash = "60d89f77574f1ef4107a944b78e59988fa9e4e2400143b4ade3b8fbd436cb65c"
diff --git a/pyproject.toml b/pyproject.toml
index 1b3588bc95f..d25be79cb21 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,7 @@ websockets = {version = "^15.0.1", optional = true}
 boto3 = {version = "1.36.0", optional = true}
 redisvl = {version = "^0.4.1", optional = true, markers = "python_version >= '3.9' and python_version < '3.14'"}
 mcp = {version = "^1.21.2", optional = true, python = ">=3.10"}
-litellm-proxy-extras = {version = "0.4.10", optional = true}
+litellm-proxy-extras = {version = "0.4.11", optional = true}
 rich = {version = "13.7.1", optional = true}
 litellm-enterprise = {version = "0.1.23", optional = true}
 diskcache = {version = "^5.6.1", optional = true}
diff --git a/requirements.txt b/requirements.txt
index ffdcad5c008..0db5e5fe735 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -44,7 +44,7 @@ sentry_sdk==2.21.0 # for sentry error handling
 detect-secrets==1.5.0 # Enterprise - secret detection / masking in LLM requests
 cryptography==44.0.1
 tzdata==2025.1 # IANA time zone database
-litellm-proxy-extras==0.4.10 # for proxy extras - e.g. prisma migrations
+litellm-proxy-extras==0.4.11 # for proxy extras - e.g. prisma migrations
 ### LITELLM PACKAGE DEPENDENCIES
 python-dotenv==1.0.1 # for env
 tiktoken==0.8.0 # for calculating usage

From 8f98725503b4ad7536b05dc74e63d9cc2c7f8904 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 10:09:30 -0800
Subject: [PATCH 139/178] fix mypy linting

---
 .../litellm_responses_transformation/transformation.py          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index 93379ba5e00..8ee730defb9 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -633,7 +633,7 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
         elif reasoning_effort == "high":
             return Reasoning(effort="high")
         elif reasoning_effort == "xhigh":
-            return Reasoning(effort="xhigh")
+            return Reasoning(effort="xhigh")  # type: ignore[typeddict-item]
         elif reasoning_effort == "medium":
             return Reasoning(effort="medium")
         elif reasoning_effort == "low":

From bfdcfca8b08ff4726840aef1106c1d8d683b601d Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 10:15:00 -0800
Subject: [PATCH 140/178] fix test

---
 docker/build_from_pip/Dockerfile.build_from_pip  | 2 +-
 litellm/llms/openai/chat/gpt_5_transformation.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index 2b45ace2f5f..dc8183b55f7 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -12,7 +12,7 @@ ENV PATH="${HOME}/venv/bin:$PATH"
 # to install python-3.14-dev specifically (if available in the repo)
 # rust and cargo are required for building ddtrace from source
 RUN apk update && \
-    apk add --no-cache gcc openssl openssl-dev rust cargo
+    apk add --no-cache gcc openssl openssl-dev rust
 
 RUN python -m venv ${HOME}/venv
 RUN ${HOME}/venv/bin/pip install --no-cache-dir --upgrade pip
diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py
index 0cbc0192e2a..a6d6b164366 100644
--- a/litellm/llms/openai/chat/gpt_5_transformation.py
+++ b/litellm/llms/openai/chat/gpt_5_transformation.py
@@ -79,7 +79,7 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
         if reasoning_effort is not None and reasoning_effort == "xhigh":
             if not self.is_model_gpt_5_1_codex_max_model(model):
                 if litellm.drop_params or drop_params:
-                    pass
+                    non_default_params.pop("reasoning_effort", None)
                 else:
                     raise litellm.utils.UnsupportedParamsError(
                         message=(

From edcfc13ebb5e6fe0a58d8b3e397f073b9d4d9cb6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 10:18:23 -0800
Subject: [PATCH 141/178] =?UTF-8?q?bump:=20version=201.80.7=20=E2=86=92=20?=
 =?UTF-8?q?1.80.8?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d25be79cb21..b8096d8ae9a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.80.7"
+version = "1.80.8"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -160,7 +160,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.80.7"
+version = "1.80.8"
 version_files = [
     "pyproject.toml:^version"
 ]

From a9b654224efc5b87d80f4b1cb6cd58087f7ff2a8 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 10:40:00 -0800
Subject: [PATCH 142/178] 1.80.8 RC docs (#17605)

* stash docs

* docs fix

* doc fix

* docs fix
---
 .../RELEASE_NOTES_GENERATION_INSTRUCTIONS.md  |  87 +++
 .../release_notes/v1.80.8-stable/index.md     | 550 ++++++++++++++++++
 docs/my-website/sidebars.js                   |  24 +
 provider_endpoints_support.json               |  52 ++
 4 files changed, 713 insertions(+)
 create mode 100644 docs/my-website/release_notes/v1.80.8-stable/index.md

diff --git a/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md b/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md
index a12da32f1d0..ab2cf334459 100644
--- a/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md
+++ b/cookbook/misc/RELEASE_NOTES_GENERATION_INSTRUCTIONS.md
@@ -404,6 +404,93 @@ This release has a known issue...
   - **New Providers** - Provider name, supported endpoints, description
   - **New LLM API Endpoints** (optional) - Endpoint, method, description, documentation link
 - Only include major new provider integrations, not minor provider updates
+- **IMPORTANT**: When adding new providers, also update `provider_endpoints_support.json` in the repository root (see Section 13)
+
+### 12. Section Header Counts
+
+**Always include counts in section headers for:**
+- **New Providers** - Add count in parentheses: `### New Providers (X new providers)`
+- **New LLM API Endpoints** - Add count in parentheses: `### New LLM API Endpoints (X new endpoints)`
+- **New Model Support** - Add count in parentheses: `#### New Model Support (X new models)`
+
+**Format:**
+```markdown
+### New Providers (4 new providers)
+
+| Provider | Supported LiteLLM Endpoints | Description |
+| -------- | --------------------------- | ----------- |
+...
+
+### New LLM API Endpoints (2 new endpoints)
+
+| Endpoint | Method | Description | Documentation |
+| -------- | ------ | ----------- | ------------- |
+...
+
+#### New Model Support (32 new models)
+
+| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
+| -------- | ----- | -------------- | ------------------- | -------------------- | -------- |
+...
+```
+
+**Counting Rules:**
+- Count each row in the table (excluding the header row)
+- For models, count each model entry in the pricing table
+- For providers, count each new provider added
+- For endpoints, count each new API endpoint added
+
+### 13. Update provider_endpoints_support.json
+
+**When adding new providers or endpoints, you MUST also update `provider_endpoints_support.json` in the repository root.**
+
+This file tracks which endpoints are supported by each LiteLLM provider and is used to generate documentation.
+
+**Required Steps:**
+1. For each new provider added to the release notes, add a corresponding entry to `provider_endpoints_support.json`
+2. For each new endpoint type added, update the schema comment and add the endpoint to relevant providers
+
+**Provider Entry Format:**
+```json
+"provider_slug": {
+  "display_name": "Provider Name (`provider_slug`)",
+  "url": "https://docs.litellm.ai/docs/providers/provider_slug",
+  "endpoints": {
+    "chat_completions": true,
+    "messages": true,
+    "responses": true,
+    "embeddings": false,
+    "image_generations": false,
+    "audio_transcriptions": false,
+    "audio_speech": false,
+    "moderations": false,
+    "batches": false,
+    "rerank": false,
+    "a2a": true
+  }
+}
+```
+
+**Available Endpoint Types:**
+- `chat_completions` - `/chat/completions` endpoint
+- `messages` - `/messages` endpoint (Anthropic format)
+- `responses` - `/responses` endpoint (OpenAI/Anthropic unified)
+- `embeddings` - `/embeddings` endpoint
+- `image_generations` - `/image/generations` endpoint
+- `audio_transcriptions` - `/audio/transcriptions` endpoint
+- `audio_speech` - `/audio/speech` endpoint
+- `moderations` - `/moderations` endpoint
+- `batches` - `/batches` endpoint
+- `rerank` - `/rerank` endpoint
+- `ocr` - `/ocr` endpoint
+- `search` - `/search` endpoint
+- `vector_stores` - `/vector_stores` endpoint
+- `a2a` - `/a2a/{agent}/message/send` endpoint (A2A Protocol)
+
+**Checklist:**
+- [ ] All new providers from release notes are added to `provider_endpoints_support.json`
+- [ ] Endpoint support flags accurately reflect provider capabilities
+- [ ] Documentation URL points to correct provider docs page
 
 ## Example Command Workflow
 
diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
new file mode 100644
index 00000000000..0cc8a853707
--- /dev/null
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -0,0 +1,550 @@
+---
+title: "[Preview] v1.80.8.rc.1 - Introducing A2A Agent Gateway"
+slug: "v1-80-8"
+date: 2025-12-06T10:00:00
+authors:
+  - name: Krrish Dholakia
+    title: CEO, LiteLLM
+    url: https://www.linkedin.com/in/krish-d/
+    image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg
+  - name: Ishaan Jaff
+    title: CTO, LiteLLM
+    url: https://www.linkedin.com/in/reffajnaahsi/
+    image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg
+hide_table_of_contents: false
+---
+
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+## Deploy this version
+
+<Tabs>
+<TabItem value="docker" label="Docker">
+
+``` showLineNumbers title="docker run litellm"
+docker run \
+-e STORE_MODEL_IN_DB=True \
+-p 4000:4000 \
+ghcr.io/berriai/litellm:v1.80.8.rc.1
+```
+
+</TabItem>
+
+<TabItem value="pip" label="Pip">
+
+``` showLineNumbers title="pip install litellm"
+pip install litellm==1.80.8
+```
+
+</TabItem>
+</Tabs>
+
+---
+
+## Key Highlights
+
+- **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/proxy/agent_gateway)
+- **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/proxy/guardrails)
+- **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/users)
+- **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches)
+- **JWT Auth with User Info Endpoints** - [Allow using regular OIDC flow with user info endpoints for JWT authentication](../../docs/proxy/token_auth)
+- **Dynamic Rate Limiting on Teams** - [Enable dynamic rate limits and priority reservation on team-level](../../docs/proxy/team_budgets)
+
+---
+
+## New Providers and Endpoints
+
+### New Providers (4 new providers)
+
+| Provider | Supported LiteLLM Endpoints | Description |
+| -------- | ------------------- | ----------- |
+| **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions` | Built-in support for Zhipu AI GLM models |
+| **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
+| **[Cursor BYOK](../../docs/providers/cursor)** | `/v1/chat/completions` | Cursor bring-your-own-key configuration support |
+| **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions` | OpenAI-compatible provider via JSON config |
+
+### New LLM API Endpoints (1 new endpoint)
+
+| Endpoint | Method | Description | Documentation |
+| -------- | ------ | ----------- | ------------- |
+| `/v1/agents/invoke` | POST | Invoke A2A agents through the AI Gateway | [Agent Gateway](../../docs/proxy/agent_gateway) |
+
+---
+
+## New Models / Updated Models
+
+#### New Model Support (32 new models)
+
+| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
+| -------- | ----- | -------------- | ------------------- | -------------------- | -------- |
+| OpenAI | `gpt-5.1-codex-max` | 400K | $1.25 | $10.00 | Reasoning, vision, PDF input, responses API |
+| Azure | `azure/gpt-5.1-codex-max` | 400K | $1.25 | $10.00 | Reasoning, vision, PDF input, responses API |
+| Anthropic | `claude-opus-4-5` | 200K | $5.00 | $25.00 | Computer use, reasoning, vision |
+| Bedrock | `global.anthropic.claude-opus-4-5-20251101-v1:0` | 200K | $5.00 | $25.00 | Computer use, reasoning, vision |
+| Bedrock | `amazon.nova-2-lite-v1:0` | 1M | $0.30 | $2.50 | Reasoning, vision, video, PDF input |
+| Bedrock | `amazon.titan-image-generator-v2:0` | - | - | $0.008/image | Image generation |
+| Fireworks | `fireworks_ai/deepseek-v3p2` | 164K | $1.20 | $1.20 | Function calling, response schema |
+| Fireworks | `fireworks_ai/kimi-k2-instruct-0905` | 262K | $0.60 | $2.50 | Function calling, response schema |
+| DeepSeek | `deepseek/deepseek-v3.2` | 164K | $0.28 | $0.40 | Reasoning, function calling |
+| Mistral | `mistral/mistral-large-3` | 256K | $0.50 | $1.50 | Function calling, vision |
+| Azure AI | `azure_ai/mistral-large-3` | 256K | $0.50 | $1.50 | Function calling, vision |
+| Moonshot | `moonshot/kimi-k2-0905-preview` | 262K | $0.60 | $2.50 | Function calling, web search |
+| Moonshot | `moonshot/kimi-k2-turbo-preview` | 262K | $1.15 | $8.00 | Function calling, web search |
+| Moonshot | `moonshot/kimi-k2-thinking-turbo` | 262K | $1.15 | $8.00 | Function calling, web search |
+| OpenRouter | `openrouter/deepseek/deepseek-v3.2` | 164K | $0.28 | $0.40 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-haiku-4-5` | 200K | $1.00 | $5.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-opus-4` | 200K | $15.00 | $75.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-opus-4-1` | 200K | $15.00 | $75.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-opus-4-5` | 200K | $5.00 | $25.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-sonnet-4` | 200K | $3.00 | $15.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-claude-sonnet-4-1` | 200K | $3.00 | $15.00 | Reasoning, function calling |
+| Databricks | `databricks/databricks-gemini-2-5-flash` | 1M | $0.30 | $2.50 | Function calling |
+| Databricks | `databricks/databricks-gemini-2-5-pro` | 1M | $1.25 | $10.00 | Function calling |
+| Databricks | `databricks/databricks-gpt-5` | 400K | $1.25 | $10.00 | Function calling |
+| Databricks | `databricks/databricks-gpt-5-1` | 400K | $1.25 | $10.00 | Function calling |
+| Databricks | `databricks/databricks-gpt-5-mini` | 400K | $0.25 | $2.00 | Function calling |
+| Databricks | `databricks/databricks-gpt-5-nano` | 400K | $0.05 | $0.40 | Function calling |
+| Vertex AI | `vertex_ai/chirp` | - | $30.00/1M chars | - | Text-to-speech (Chirp3 HD) |
+| Z.AI | `zai/glm-4.6` | 200K | $0.60 | $2.20 | Function calling |
+| Z.AI | `zai/glm-4.5` | 128K | $0.60 | $2.20 | Function calling |
+| Z.AI | `zai/glm-4.5v` | 128K | $0.60 | $1.80 | Function calling, vision |
+| Z.AI | `zai/glm-4.5-flash` | 128K | Free | Free | Function calling |
+
+#### Features
+
+- **[OpenAI](../../docs/providers/openai)**
+    - Add `gpt-5.1-codex-max` model pricing and configuration - [PR #17541](https://github.com/BerriAI/litellm/pull/17541)
+    - Add xhigh reasoning effort for gpt-5.1-codex-max - [PR #17585](https://github.com/BerriAI/litellm/pull/17585)
+    - Add clear error message for empty LLM endpoint responses - [PR #17445](https://github.com/BerriAI/litellm/pull/17445)
+    - Allow reasoning_effort='none' for Azure gpt-5.1 models - [PR #17311](https://github.com/BerriAI/litellm/pull/17311)
+
+- **[Anthropic](../../docs/providers/anthropic)**
+    - Add `claude-opus-4-5` alias to pricing data - [PR #17313](https://github.com/BerriAI/litellm/pull/17313)
+    - Parse `<budget:thinking>` blocks for opus 4.5 - [PR #17534](https://github.com/BerriAI/litellm/pull/17534)
+    - Update new Anthropic features as reviewed - [PR #17142](https://github.com/BerriAI/litellm/pull/17142)
+    - Skip empty text blocks in Anthropic system messages - [PR #17442](https://github.com/BerriAI/litellm/pull/17442)
+
+- **[Bedrock](../../docs/providers/bedrock)**
+    - Add Nova embedding support - [PR #17253](https://github.com/BerriAI/litellm/pull/17253)
+    - Add support for Bedrock Qwen 2 imported model - [PR #17461](https://github.com/BerriAI/litellm/pull/17461)
+    - Bedrock OpenAI model support - [PR #17368](https://github.com/BerriAI/litellm/pull/17368)
+    - Add support for file content download for Bedrock batches - [PR #17470](https://github.com/BerriAI/litellm/pull/17470)
+    - Make streaming chunk size configurable in Bedrock API - [PR #17357](https://github.com/BerriAI/litellm/pull/17357)
+    - Add experimental latest-user filtering for Bedrock - [PR #17282](https://github.com/BerriAI/litellm/pull/17282)
+    - Handle Cohere v4 embed response dictionary format - [PR #17220](https://github.com/BerriAI/litellm/pull/17220)
+    - Remove not compatible beta header from Bedrock - [PR #17301](https://github.com/BerriAI/litellm/pull/17301)
+    - Add model price and details for Global Opus 4.5 Bedrock endpoint - [PR #17380](https://github.com/BerriAI/litellm/pull/17380)
+
+- **[Gemini (Google AI Studio + Vertex AI)](../../docs/providers/gemini)**
+    - Add better handling in image generation for Gemini models - [PR #17292](https://github.com/BerriAI/litellm/pull/17292)
+    - Fix reasoning_content showing duplicate content in streaming responses - [PR #17266](https://github.com/BerriAI/litellm/pull/17266)
+    - Handle partial JSON chunks after first valid chunk - [PR #17496](https://github.com/BerriAI/litellm/pull/17496)
+    - Fix Gemini 3 last chunk thinking block - [PR #17403](https://github.com/BerriAI/litellm/pull/17403)
+    - Fix Gemini image_tokens treated as text tokens in cost calculation - [PR #17554](https://github.com/BerriAI/litellm/pull/17554)
+    - Make sure that media resolution is only for Gemini 3 model - [PR #17137](https://github.com/BerriAI/litellm/pull/17137)
+
+- **[Vertex AI](../../docs/providers/vertex)**
+    - Add Google Cloud Chirp3 HD support on /speech - [PR #17391](https://github.com/BerriAI/litellm/pull/17391)
+    - Add BGE Embeddings support - [PR #17362](https://github.com/BerriAI/litellm/pull/17362)
+    - Handle global location for Vertex AI image generation endpoint - [PR #17255](https://github.com/BerriAI/litellm/pull/17255)
+    - Add Google Private API Endpoint to Vertex AI fields - [PR #17382](https://github.com/BerriAI/litellm/pull/17382)
+
+- **[Z.AI (Zhipu AI)](../../docs/providers/zai)**
+    - Add Z.AI as built-in provider - [PR #17307](https://github.com/BerriAI/litellm/pull/17307)
+
+- **[GitHub Copilot](../../docs/providers/github_copilot)**
+    - Add Embedding API support - [PR #17278](https://github.com/BerriAI/litellm/pull/17278)
+    - Preserve encrypted_content in reasoning items for multi-turn conversations - [PR #17130](https://github.com/BerriAI/litellm/pull/17130)
+
+- **[Databricks](../../docs/providers/databricks)**
+    - Update Databricks model pricing and add new models - [PR #17277](https://github.com/BerriAI/litellm/pull/17277)
+
+- **[OVHcloud](../../docs/providers/ovhcloud)**
+    - Add support of audio transcription for OVHcloud - [PR #17305](https://github.com/BerriAI/litellm/pull/17305)
+
+- **[Mistral](../../docs/providers/mistral)**
+    - Add Mistral Large 3 model support - [PR #17547](https://github.com/BerriAI/litellm/pull/17547)
+
+- **[Moonshot](../../docs/providers/moonshot)**
+    - Fix missing Moonshot turbo models and fix incorrect pricing - [PR #17432](https://github.com/BerriAI/litellm/pull/17432)
+
+- **[Together AI](../../docs/providers/togetherai)**
+    - Add context window exception mapping for Together AI - [PR #17284](https://github.com/BerriAI/litellm/pull/17284)
+
+- **[WatsonX](../../docs/providers/watsonx)**
+    - Allow passing zen_api_key dynamically - [PR #16655](https://github.com/BerriAI/litellm/pull/16655)
+    - Fix Watsonx Audio Transcription API - [PR #17326](https://github.com/BerriAI/litellm/pull/17326)
+    - Fix audio transcriptions, don't force content type in request headers - [PR #17546](https://github.com/BerriAI/litellm/pull/17546)
+
+- **[Fireworks AI](../../docs/providers/fireworks_ai)**
+    - Add new model `fireworks_ai/kimi-k2-instruct-0905` - [PR #17328](https://github.com/BerriAI/litellm/pull/17328)
+    - Add `fireworks/deepseek-v3p2` - [PR #17395](https://github.com/BerriAI/litellm/pull/17395)
+
+- **[DeepSeek](../../docs/providers/deepseek)**
+    - Support Deepseek 3.2 with Reasoning - [PR #17384](https://github.com/BerriAI/litellm/pull/17384)
+
+- **[Nova Lite 2](../../docs/providers/bedrock)**
+    - Add Nova Lite 2 reasoning support with reasoningConfig - [PR #17371](https://github.com/BerriAI/litellm/pull/17371)
+
+- **[Ollama](../../docs/providers/ollama)**
+    - Fix auth not working with ollama.com - [PR #17191](https://github.com/BerriAI/litellm/pull/17191)
+
+- **[Groq](../../docs/providers/groq)**
+    - Fix supports_response_schema before using json_tool_call workaround - [PR #17438](https://github.com/BerriAI/litellm/pull/17438)
+
+- **[vLLM](../../docs/providers/vllm)**
+    - Fix empty response + vLLM streaming - [PR #17516](https://github.com/BerriAI/litellm/pull/17516)
+
+- **[Azure AI](../../docs/providers/azure_ai)**
+    - Migrate Anthropic provider to Azure AI - [PR #17202](https://github.com/BerriAI/litellm/pull/17202)
+    - Fix GA path for Azure OpenAI realtime models - [PR #17260](https://github.com/BerriAI/litellm/pull/17260)
+
+- **[TwelveLabs](../../docs/providers/twelvelabs)**
+    - Add support for TwelveLabs Pegasus - [PR #17193](https://github.com/BerriAI/litellm/pull/17193)
+
+### Bug Fixes
+
+- **[Bedrock](../../docs/providers/bedrock)**
+    - Fix extra_headers in messages API bedrock invoke - [PR #17271](https://github.com/BerriAI/litellm/pull/17271)
+    - Fix Bedrock models in model map - [PR #17419](https://github.com/BerriAI/litellm/pull/17419)
+    - Fix Bedrock Guardrail Indent and Import fix - [PR #17378](https://github.com/BerriAI/litellm/pull/17378)
+    - Make Bedrock converse messages respect modify_params as expected - [PR #17427](https://github.com/BerriAI/litellm/pull/17427)
+    - Fix Anthropic beta headers for Qwen - [PR #17467](https://github.com/BerriAI/litellm/pull/17467)
+    - Preserve usage from JSON response for OpenAI provider in Bedrock - [PR #17589](https://github.com/BerriAI/litellm/pull/17589)
+
+- **[SambaNova](../../docs/providers/sambanova)**
+    - Fix acompletion throws error with SambaNova models - [PR #17217](https://github.com/BerriAI/litellm/pull/17217)
+
+- **General**
+    - Fix AttributeError when metadata is null in request body - [PR #17306](https://github.com/BerriAI/litellm/pull/17306)
+    - Fix 500 error for malformed request - [PR #17291](https://github.com/BerriAI/litellm/pull/17291)
+    - Respect custom LLM provider in header - [PR #17290](https://github.com/BerriAI/litellm/pull/17290)
+    - Replace deprecated .dict() with .model_dump() in streaming_handler - [PR #17359](https://github.com/BerriAI/litellm/pull/17359)
+
+---
+
+## LLM API Endpoints
+
+#### Features
+
+- **[Responses API](../../docs/response_api)**
+    - Add cost tracking for responses API - [PR #17258](https://github.com/BerriAI/litellm/pull/17258)
+    - Map output_tokens_details of responses API to completion_tokens_details - [PR #17458](https://github.com/BerriAI/litellm/pull/17458)
+    - Add image generation support for Responses API - [PR #16586](https://github.com/BerriAI/litellm/pull/16586)
+
+- **[Batch API](../../docs/batches)**
+    - Add vLLM batch+files API support - [PR #15823](https://github.com/BerriAI/litellm/pull/15823)
+    - Fix optional parameter default value - [PR #17434](https://github.com/BerriAI/litellm/pull/17434)
+    - Add status parameter as optional for FileObject - [PR #17431](https://github.com/BerriAI/litellm/pull/17431)
+
+- **[Video Generation API](../../docs/video_generation)**
+    - Add passthrough cost tracking for Veo - [PR #17296](https://github.com/BerriAI/litellm/pull/17296)
+
+- **[OCR API](../../docs/ocr)**
+    - Add missing OCR and aOCR to CallTypes enum - [PR #17435](https://github.com/BerriAI/litellm/pull/17435)
+
+- **General**
+    - Support routing to only websearch supported deployments - [PR #17500](https://github.com/BerriAI/litellm/pull/17500)
+
+#### Bugs
+
+- **General**
+    - Fix streaming error validation - [PR #17242](https://github.com/BerriAI/litellm/pull/17242)
+    - Add length validation for empty tool_calls in delta - [PR #17523](https://github.com/BerriAI/litellm/pull/17523)
+
+---
+
+## Management Endpoints / UI
+
+#### Features
+
+- **New Login Page**
+    - New Login Page UI - [PR #17443](https://github.com/BerriAI/litellm/pull/17443)
+    - Refactor /login route - [PR #17379](https://github.com/BerriAI/litellm/pull/17379)
+    - Add auto_redirect_to_sso to UI Config - [PR #17399](https://github.com/BerriAI/litellm/pull/17399)
+    - Add Auto Redirect to SSO to New Login Page - [PR #17451](https://github.com/BerriAI/litellm/pull/17451)
+
+- **Customer (End User) Usage**
+    - Customer (end user) Usage feature - [PR #17498](https://github.com/BerriAI/litellm/pull/17498)
+    - Customer Usage UI - [PR #17506](https://github.com/BerriAI/litellm/pull/17506)
+    - Add Info Banner for Customer Usage - [PR #17598](https://github.com/BerriAI/litellm/pull/17598)
+
+- **Virtual Keys**
+    - Standardize API Key vs Virtual Key in UI - [PR #17325](https://github.com/BerriAI/litellm/pull/17325)
+    - Add User Alias Column to Internal User Table - [PR #17321](https://github.com/BerriAI/litellm/pull/17321)
+    - Delete Credential Enhancements - [PR #17317](https://github.com/BerriAI/litellm/pull/17317)
+
+- **Models + Endpoints**
+    - Show all credential values on Edit Credential Modal - [PR #17397](https://github.com/BerriAI/litellm/pull/17397)
+    - Change Edit Team Models Shown to Match Create Team - [PR #17394](https://github.com/BerriAI/litellm/pull/17394)
+    - Support Images in Compare UI - [PR #17562](https://github.com/BerriAI/litellm/pull/17562)
+
+- **Callbacks**
+    - Show all callbacks on UI - [PR #16335](https://github.com/BerriAI/litellm/pull/16335)
+    - Credentials to use React Query - [PR #17465](https://github.com/BerriAI/litellm/pull/17465)
+
+- **Management Routes**
+    - Allow admin viewer to access global tag usage - [PR #17501](https://github.com/BerriAI/litellm/pull/17501)
+    - Allow wildcard routes for nonproxy admin (SCIM) - [PR #17178](https://github.com/BerriAI/litellm/pull/17178)
+    - Return 404 when a user is not found on /user/info - [PR #16850](https://github.com/BerriAI/litellm/pull/16850)
+
+- **OCI Configuration**
+    - Enable Oracle Cloud Infrastructure configuration via UI - [PR #17159](https://github.com/BerriAI/litellm/pull/17159)
+
+#### Bugs
+
+- **UI Fixes**
+    - Fix Request and Response Panel JSONViewer - [PR #17233](https://github.com/BerriAI/litellm/pull/17233)
+    - Adding Button Loading States to Edit Settings - [PR #17236](https://github.com/BerriAI/litellm/pull/17236)
+    - Fix Various Text, button state, and test changes - [PR #17237](https://github.com/BerriAI/litellm/pull/17237)
+    - Fix Fallbacks Immediately Deleting before API resolves - [PR #17238](https://github.com/BerriAI/litellm/pull/17238)
+    - Remove Feature Flags - [PR #17240](https://github.com/BerriAI/litellm/pull/17240)
+    - Fix metadata tags and model name display in UI for Azure passthrough - [PR #17258](https://github.com/BerriAI/litellm/pull/17258)
+    - Change labeling around Vertex Fields - [PR #17383](https://github.com/BerriAI/litellm/pull/17383)
+    - Remove second scrollbar when sidebar is expanded + tooltip z index - [PR #17436](https://github.com/BerriAI/litellm/pull/17436)
+    - Fix Select in Edit Membership Modal - [PR #17524](https://github.com/BerriAI/litellm/pull/17524)
+    - Change useAuthorized Hook to redirect to new Login Page - [PR #17553](https://github.com/BerriAI/litellm/pull/17553)
+
+- **SSO**
+    - Fix the generic SSO provider - [PR #17227](https://github.com/BerriAI/litellm/pull/17227)
+    - Clear SSO integration for all users - [PR #17287](https://github.com/BerriAI/litellm/pull/17287)
+    - Fix SSO users not added to Entra synced team - [PR #17331](https://github.com/BerriAI/litellm/pull/17331)
+
+- **Auth**
+    - Fix litellm user auth not passing issue - [PR #17342](https://github.com/BerriAI/litellm/pull/17342)
+    - Add other routes in JWT auth - [PR #17345](https://github.com/BerriAI/litellm/pull/17345)
+    - Fix new org team validate against org - [PR #17333](https://github.com/BerriAI/litellm/pull/17333)
+    - Fix litellm_enterprise ensure imported routes exist - [PR #17337](https://github.com/BerriAI/litellm/pull/17337)
+    - Use organization.members instead of deprecated organizatio - [PR #17557](https://github.com/BerriAI/litellm/pull/17557)
+
+- **Organizations/Teams**
+    - Fix organization max budget not enforced - [PR #17334](https://github.com/BerriAI/litellm/pull/17334)
+    - Fix budget update to allow null max_budget - [PR #17545](https://github.com/BerriAI/litellm/pull/17545)
+
+---
+
+## AI Integrations
+
+### Logging
+
+- **[DataDog](../../docs/proxy/logging#datadog)**
+    - Fix Datadog callback regression when ddtrace is installed - [PR #17393](https://github.com/BerriAI/litellm/pull/17393)
+
+- **[Arize Phoenix](../../docs/observability/arize_phoenix)**
+    - Fix clean arize-phoenix traces - [PR #16611](https://github.com/BerriAI/litellm/pull/16611)
+
+- **[Weave](../../docs/proxy/logging)**
+    - Basic Weave OTEL integration - [PR #17439](https://github.com/BerriAI/litellm/pull/17439)
+
+- **[MLflow](../../docs/proxy/logging#mlflow)**
+    - Fix MLflow streaming spans for Anthropic passthrough - [PR #17288](https://github.com/BerriAI/litellm/pull/17288)
+
+- **[Langfuse](../../docs/proxy/logging#langfuse)**
+    - Fix Langfuse logger test mock setup - [PR #17591](https://github.com/BerriAI/litellm/pull/17591)
+
+- **General**
+    - Better handle anonymization - [PR #17207](https://github.com/BerriAI/litellm/pull/17207)
+
+### Guardrails
+
+- **[Generic Guardrail API](../../docs/proxy/guardrails)**
+    - Generic Guardrail API - allows guardrail providers to add INSTANT support for LiteLLM w/out PR to repo - [PR #17175](https://github.com/BerriAI/litellm/pull/17175)
+    - Guardrails API V2 - user api key metadata, session id, specify input type (request/response), image support - [PR #17338](https://github.com/BerriAI/litellm/pull/17338)
+    - Guardrails API - add streaming support - [PR #17400](https://github.com/BerriAI/litellm/pull/17400)
+    - Guardrails API - support tool call checks on OpenAI `/chat/completions`, OpenAI `/responses`, Anthropic `/v1/messages` - [PR #17459](https://github.com/BerriAI/litellm/pull/17459)
+    - Guardrails API - new `structured_messages` param - [PR #17518](https://github.com/BerriAI/litellm/pull/17518)
+    - Correctly map a v1/messages call to the anthropic unified guardrail - [PR #17424](https://github.com/BerriAI/litellm/pull/17424)
+    - Support during_call event type for unified guardrails - [PR #17514](https://github.com/BerriAI/litellm/pull/17514)
+
+- **[Noma Guardrail](../../docs/proxy/guardrails)**
+    - Refactor Noma guardrail to use shared Responses transformation and include system instructions - [PR #17315](https://github.com/BerriAI/litellm/pull/17315)
+
+- **[Presidio](../../docs/proxy/guardrails)**
+    - Handle empty content and error dict responses in guardrails - [PR #17489](https://github.com/BerriAI/litellm/pull/17489)
+    - Fix Presidio guardrail test TypeError and license base64 decoding error - [PR #17538](https://github.com/BerriAI/litellm/pull/17538)
+
+- **[Tool Permissions](../../docs/proxy/guardrails)**
+    - Add regex-based tool_name/tool_type matching for tool-permission - [PR #17164](https://github.com/BerriAI/litellm/pull/17164)
+    - Add images for tool permission guardrail documentation - [PR #17322](https://github.com/BerriAI/litellm/pull/17322)
+
+- **[AIM Guardrails](../../docs/proxy/guardrails)**
+    - Fix AIM guardrail tests - [PR #17499](https://github.com/BerriAI/litellm/pull/17499)
+
+- **General Guardrails**
+    - Mask all matching keywords in content filter - [PR #17521](https://github.com/BerriAI/litellm/pull/17521)
+    - Ensure guardrail metadata is preserved in request_data - [PR #17593](https://github.com/BerriAI/litellm/pull/17593)
+    - Fix apply_guardrail method and improve test isolation - [PR #17555](https://github.com/BerriAI/litellm/pull/17555)
+
+### Secret Managers
+
+- **[CyberArk](../../docs/secret_managers)**
+    - Allow setting SSL verify to false - [PR #17433](https://github.com/BerriAI/litellm/pull/17433)
+
+- **General**
+    - Make email and secret manager operations independent in key management hooks - [PR #17551](https://github.com/BerriAI/litellm/pull/17551)
+
+---
+
+## Spend Tracking, Budgets and Rate Limiting
+
+- **Rate Limiting**
+    - Parallel Request Limiter with /messages - [PR #17426](https://github.com/BerriAI/litellm/pull/17426)
+    - Allow using dynamic rate limit/priority reservation on teams - [PR #17061](https://github.com/BerriAI/litellm/pull/17061)
+    - Dynamic Rate Limiter - Fix token count increases/decreases by 1 instead of actual count + Redis TTL - [PR #17558](https://github.com/BerriAI/litellm/pull/17558)
+
+- **Spend Logs**
+    - Deprecate `spend/logs` & add `spend/logs/v2` - [PR #17167](https://github.com/BerriAI/litellm/pull/17167)
+    - Optimize SpendLogs queries to use timestamp filtering for index usage - [PR #17504](https://github.com/BerriAI/litellm/pull/17504)
+
+- **Enforce User Param**
+    - Enforce support of enforce_user_param to OpenAI post endpoints - [PR #17407](https://github.com/BerriAI/litellm/pull/17407)
+
+---
+
+## MCP Gateway
+
+- **MCP Configuration**
+    - Remove URL format validation for MCP server endpoints - [PR #17270](https://github.com/BerriAI/litellm/pull/17270)
+    - Add stack trace to MCP error message - [PR #17269](https://github.com/BerriAI/litellm/pull/17269)
+
+- **MCP Tool Results**
+    - Preserve tool metadata in CallToolResult - [PR #17561](https://github.com/BerriAI/litellm/pull/17561)
+
+---
+
+## Agent Gateway (A2A)
+
+- **Agent Invocation**
+    - Allow invoking agents through AI Gateway - [PR #17440](https://github.com/BerriAI/litellm/pull/17440)
+    - Allow tracking request/response in "Logs" Page - [PR #17449](https://github.com/BerriAI/litellm/pull/17449)
+
+- **Agent Access Control**
+    - Enforce Allowed agents by key, team + add agent access groups on backend - [PR #17502](https://github.com/BerriAI/litellm/pull/17502)
+
+- **Agent Gateway UI**
+    - Allow testing agents on UI - [PR #17455](https://github.com/BerriAI/litellm/pull/17455)
+    - Set allowed agents by key, team - [PR #17511](https://github.com/BerriAI/litellm/pull/17511)
+
+---
+
+## Performance / Loadbalancing / Reliability improvements
+
+- **Audio/Speech Performance**
+    - Fix `/audio/speech` performance by using `shared_sessions` - [PR #16739](https://github.com/BerriAI/litellm/pull/16739)
+
+- **Memory Optimization**
+    - Prevent memory leak in aiohttp connection pooling - [PR #17388](https://github.com/BerriAI/litellm/pull/17388)
+    - Lazy-load utils to reduce memory + import time - [PR #17171](https://github.com/BerriAI/litellm/pull/17171)
+
+- **Database**
+    - Update default database connection number - [PR #17353](https://github.com/BerriAI/litellm/pull/17353)
+    - Update default proxy_batch_write_at number - [PR #17355](https://github.com/BerriAI/litellm/pull/17355)
+    - Add background health checks to db - [PR #17528](https://github.com/BerriAI/litellm/pull/17528)
+
+- **Proxy Caching**
+    - Fix proxy caching between requests in aiohttp transport - [PR #17122](https://github.com/BerriAI/litellm/pull/17122)
+
+- **Session Management**
+    - Fix session consistency, move Lasso API version away from source code - [PR #17316](https://github.com/BerriAI/litellm/pull/17316)
+    - Conditionally pass enable_cleanup_closed to aiohttp TCPConnector - [PR #17367](https://github.com/BerriAI/litellm/pull/17367)
+
+- **Vector Store**
+    - Fix vector store configuration synchronization failure - [PR #17525](https://github.com/BerriAI/litellm/pull/17525)
+
+---
+
+## Authentication / JWT
+
+- **JWT Auth**
+    - JWT Auth - AI Gateway, allow using regular OIDC flow with user info endpoints - [PR #17324](https://github.com/BerriAI/litellm/pull/17324)
+
+---
+
+## Documentation Updates
+
+- **Provider Documentation**
+    - Add Azure AI Foundry documentation for Claude models - [PR #17104](https://github.com/BerriAI/litellm/pull/17104)
+    - Document responses and embedding API for GitHub Copilot - [PR #17456](https://github.com/BerriAI/litellm/pull/17456)
+    - Add gpt-5.1-codex-max to OpenAI provider documentation - [PR #17602](https://github.com/BerriAI/litellm/pull/17602)
+    - Update Instructions For Phoenix Integration - [PR #17373](https://github.com/BerriAI/litellm/pull/17373)
+
+- **Guides**
+    - Add guide on how to debug gateway error vs provider error - [PR #17387](https://github.com/BerriAI/litellm/pull/17387)
+    - Agent Gateway documentation - [PR #17454](https://github.com/BerriAI/litellm/pull/17454)
+    - A2A Permission management documentation - [PR #17515](https://github.com/BerriAI/litellm/pull/17515)
+    - Update docs to link agent hub - [PR #17462](https://github.com/BerriAI/litellm/pull/17462)
+
+- **Projects**
+    - Add Google ADK and Harbor to projects - [PR #17352](https://github.com/BerriAI/litellm/pull/17352)
+    - Add Microsoft Agent Lightning to projects - [PR #17422](https://github.com/BerriAI/litellm/pull/17422)
+
+- **Cleanup**
+    - Cleanup: Remove orphan docs pages and Docusaurus template files - [PR #17356](https://github.com/BerriAI/litellm/pull/17356)
+    - Remove `source .env` from docs - [PR #17466](https://github.com/BerriAI/litellm/pull/17466)
+
+---
+
+## Infrastructure / CI/CD
+
+- **Helm Chart**
+    - Add ingress-only labels - [PR #17348](https://github.com/BerriAI/litellm/pull/17348)
+
+- **Docker**
+    - Add retry logic to apk package installation in Dockerfile.non_root - [PR #17596](https://github.com/BerriAI/litellm/pull/17596)
+    - Chainguard fixes - [PR #17406](https://github.com/BerriAI/litellm/pull/17406)
+
+- **OpenAPI Schema**
+    - Refactor add_schema_to_components to move definitions to components/schemas - [PR #17389](https://github.com/BerriAI/litellm/pull/17389)
+
+- **Testing**
+    - Resolve ruff lint errors - [PR #17490](https://github.com/BerriAI/litellm/pull/17490)
+    - Fix code quality issues from ruff linter - [PR #17536](https://github.com/BerriAI/litellm/pull/17536)
+    - Enable detailed debugging for reference - [PR #17508](https://github.com/BerriAI/litellm/pull/17508)
+
+- **Security**
+    - Fix security vulnerability: update mdast-util-to-hast to 13.2.1 - [PR #17601](https://github.com/BerriAI/litellm/pull/17601)
+    - Bump jws from 3.2.2 to 3.2.3 - [PR #17494](https://github.com/BerriAI/litellm/pull/17494)
+
+---
+
+## New Contributors
+
+* @weichiet made their first contribution in [PR #17242](https://github.com/BerriAI/litellm/pull/17242)
+* @AndyForest made their first contribution in [PR #17220](https://github.com/BerriAI/litellm/pull/17220)
+* @omkar806 made their first contribution in [PR #17217](https://github.com/BerriAI/litellm/pull/17217)
+* @v0rtex20k made their first contribution in [PR #17178](https://github.com/BerriAI/litellm/pull/17178)
+* @hxomer made their first contribution in [PR #17207](https://github.com/BerriAI/litellm/pull/17207)
+* @orgersh92 made their first contribution in [PR #17316](https://github.com/BerriAI/litellm/pull/17316)
+* @dannykopping made their first contribution in [PR #17313](https://github.com/BerriAI/litellm/pull/17313)
+* @rioiart made their first contribution in [PR #17333](https://github.com/BerriAI/litellm/pull/17333)
+* @codgician made their first contribution in [PR #17278](https://github.com/BerriAI/litellm/pull/17278)
+* @epistoteles made their first contribution in [PR #17277](https://github.com/BerriAI/litellm/pull/17277)
+* @kothamah made their first contribution in [PR #17368](https://github.com/BerriAI/litellm/pull/17368)
+* @flozonn made their first contribution in [PR #17371](https://github.com/BerriAI/litellm/pull/17371)
+* @richardmcsong made their first contribution in [PR #17389](https://github.com/BerriAI/litellm/pull/17389)
+* @matt-greathouse made their first contribution in [PR #17384](https://github.com/BerriAI/litellm/pull/17384)
+* @mossbanay made their first contribution in [PR #17380](https://github.com/BerriAI/litellm/pull/17380)
+* @mhielpos-asapp made their first contribution in [PR #17376](https://github.com/BerriAI/litellm/pull/17376)
+* @Joilence made their first contribution in [PR #17367](https://github.com/BerriAI/litellm/pull/17367)
+* @deepaktammali made their first contribution in [PR #17357](https://github.com/BerriAI/litellm/pull/17357)
+* @axiomofjoy made their first contribution in [PR #16611](https://github.com/BerriAI/litellm/pull/16611)
+* @DevajMody made their first contribution in [PR #17445](https://github.com/BerriAI/litellm/pull/17445)
+* @andrewtruong made their first contribution in [PR #17439](https://github.com/BerriAI/litellm/pull/17439)
+* @AnasAbdelR made their first contribution in [PR #17490](https://github.com/BerriAI/litellm/pull/17490)
+* @dominicfeliton made their first contribution in [PR #17516](https://github.com/BerriAI/litellm/pull/17516)
+* @kristianmitk made their first contribution in [PR #17504](https://github.com/BerriAI/litellm/pull/17504)
+* @rgshr made their first contribution in [PR #17130](https://github.com/BerriAI/litellm/pull/17130)
+* @dominicfallows made their first contribution in [PR #17489](https://github.com/BerriAI/litellm/pull/17489)
+* @irfansofyana made their first contribution in [PR #17467](https://github.com/BerriAI/litellm/pull/17467)
+* @GusBricker made their first contribution in [PR #17191](https://github.com/BerriAI/litellm/pull/17191)
+* @OlivverX made their first contribution in [PR #17255](https://github.com/BerriAI/litellm/pull/17255)
+* @withsmilo made their first contribution in [PR #17585](https://github.com/BerriAI/litellm/pull/17585)
+
+---
+
+## Full Changelog
+
+**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.7-nightly...v1.80.8)**
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index cd17a57cf70..ebeaf996ac4 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -130,6 +130,16 @@ const sidebars = {
       },
       items: [
         "proxy/docker_quick_start",
+        {
+          type: "link",
+          label: "A2A Agent Gateway",
+          href: "https://docs.litellm.ai/docs/a2a",
+        },
+        {
+          type: "link",
+          label: "MCP Gateway",
+          href: "https://docs.litellm.ai/docs/mcp",
+        },
         {
           "type": "category",
           "label": "Config.yaml",
@@ -318,6 +328,14 @@ const sidebars = {
         slug: "/supported_endpoints",
       },
       items: [
+        {
+          type: "category",
+          label: "/a2a - A2A Agent Gateway",
+          items: [
+            "a2a",
+            "a2a_agent_permissions",
+          ],
+        },
         "assistants",
         {
           type: "category",
@@ -473,6 +491,11 @@ const sidebars = {
           id: "provider_registration/index",
           label: "Integrate as a Model Provider",
         },
+        {
+          type: "doc",
+          id: "contributing/adding_openai_compatible_providers",
+          label: "Add OpenAI-Compatible Provider (JSON)",
+        },
         {
           type: "doc",
           id: "provider_registration/add_model_pricing",
@@ -798,6 +821,7 @@ const sidebars = {
           type: "category",
           label: "Adding Providers",
           items: [
+            "contributing/adding_openai_compatible_providers",
             "adding_provider/directory_structure",
             "adding_provider/new_rerank_provider",
           ]
diff --git a/provider_endpoints_support.json b/provider_endpoints_support.json
index 64c135ee85d..a0e794ce59d 100644
--- a/provider_endpoints_support.json
+++ b/provider_endpoints_support.json
@@ -1823,6 +1823,58 @@
         "batches": false,
         "rerank": false
       }
+    },
+    "zai": {
+      "display_name": "Z.AI (Zhipu AI) (`zai`)",
+      "url": "https://docs.litellm.ai/docs/providers/zai",
+      "endpoints": {
+        "chat_completions": true,
+        "messages": true,
+        "responses": true,
+        "embeddings": false,
+        "image_generations": false,
+        "audio_transcriptions": false,
+        "audio_speech": false,
+        "moderations": false,
+        "batches": false,
+        "rerank": false,
+        "a2a": true
+      }
+    },
+    "ragflow": {
+      "display_name": "RAGFlow (`ragflow`)",
+      "url": "https://docs.litellm.ai/docs/providers/ragflow",
+      "endpoints": {
+        "chat_completions": true,
+        "messages": true,
+        "responses": true,
+        "embeddings": false,
+        "image_generations": false,
+        "audio_transcriptions": false,
+        "audio_speech": false,
+        "moderations": false,
+        "batches": false,
+        "rerank": false,
+        "vector_stores": true,
+        "a2a": true
+      }
+    },
+    "cursor": {
+      "display_name": "Cursor BYOK (`cursor`)",
+      "url": "https://docs.litellm.ai/docs/providers/cursor",
+      "endpoints": {
+        "chat_completions": true,
+        "messages": true,
+        "responses": true,
+        "embeddings": false,
+        "image_generations": false,
+        "audio_transcriptions": false,
+        "audio_speech": false,
+        "moderations": false,
+        "batches": false,
+        "rerank": false,
+        "a2a": true
+      }
     }
   }
 }
\ No newline at end of file

From c44e075b2da9435a51f06a1deb9920753c6e98ab Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 10:41:39 -0800
Subject: [PATCH 143/178] feat: add script to create branches with litellm_
 prefix (#17606)

Add utility scripts to create branches with litellm_ prefix from contributor branches.
This helps maintain consistent branch naming conventions for CI/CD.

- scripts/create_litellm_branch.sh (Bash for macOS/Linux)
- scripts/create_litellm_branch.ps1 (PowerShell for Windows)

Usage:
  ./scripts/create_litellm_branch.sh [source_branch] [new_branch_name]
  ./scripts/create_litellm_branch.ps1 [source_branch] [new_branch_name]

Features:
- Auto-prefixes branch names with litellm_
- Handles existing branches gracefully
- Validates branch names
- Supports local and remote source branches
---
 scripts/create_litellm_branch.ps1 | 134 ++++++++++++++++++++++++++++++
 scripts/create_litellm_branch.sh  | 109 ++++++++++++++++++++++++
 2 files changed, 243 insertions(+)
 create mode 100644 scripts/create_litellm_branch.ps1
 create mode 100755 scripts/create_litellm_branch.sh

diff --git a/scripts/create_litellm_branch.ps1 b/scripts/create_litellm_branch.ps1
new file mode 100644
index 00000000000..9bb76932521
--- /dev/null
+++ b/scripts/create_litellm_branch.ps1
@@ -0,0 +1,134 @@
+# PowerShell script to create a branch with litellm_ prefix from a contributor's branch
+# Usage: .\create_litellm_branch.ps1 [source_branch] [new_branch_name]
+# If no arguments provided, uses current branch as source
+
+param(
+    [string]$SourceBranch = "",
+    [string]$NewBranchName = ""
+)
+
+# Function to print colored output
+function Write-Info {
+    param([string]$Message)
+    Write-Host "ℹ $Message" -ForegroundColor Cyan
+}
+
+function Write-Success {
+    param([string]$Message)
+    Write-Host "✓ $Message" -ForegroundColor Green
+}
+
+function Write-Warning {
+    param([string]$Message)
+    Write-Host "⚠ $Message" -ForegroundColor Yellow
+}
+
+function Write-Error {
+    param([string]$Message)
+    Write-Host "✗ $Message" -ForegroundColor Red
+}
+
+# Get source branch (default to current branch)
+if ([string]::IsNullOrEmpty($SourceBranch)) {
+    $SourceBranch = git branch --show-current
+    if ($LASTEXITCODE -ne 0) {
+        Write-Error "Failed to get current branch"
+        exit 1
+    }
+}
+
+# Get new branch name
+if ([string]::IsNullOrEmpty($NewBranchName)) {
+    $NewBranchName = $SourceBranch
+}
+
+# Remove litellm_ prefix if it already exists
+if ($NewBranchName -like "litellm_*") {
+    $NewBranchName = $NewBranchName -replace "^litellm_", ""
+    Write-Warning "Removed existing litellm_ prefix from branch name"
+}
+
+# Add litellm_ prefix
+$NewBranchName = "litellm_$NewBranchName"
+
+# Validate branch name (Git branch naming rules)
+if ($NewBranchName -notmatch '^[a-zA-Z0-9/._-]+$') {
+    Write-Error "Invalid branch name: $NewBranchName"
+    Write-Info "Branch names can only contain alphanumeric characters, /, ., _, and -"
+    exit 1
+}
+
+# Check if source branch exists
+$sourceExists = $false
+git show-ref --verify --quiet "refs/heads/$SourceBranch" 2>$null
+if ($LASTEXITCODE -eq 0) {
+    $sourceExists = $true
+} else {
+    git show-ref --verify --quiet "refs/remotes/origin/$SourceBranch" 2>$null
+    if ($LASTEXITCODE -eq 0) {
+        $sourceExists = $true
+    }
+}
+
+if (-not $sourceExists) {
+    Write-Error "Source branch '$SourceBranch' does not exist locally or remotely"
+    exit 1
+}
+
+# Check if new branch already exists
+git show-ref --verify --quiet "refs/heads/$NewBranchName" 2>$null
+if ($LASTEXITCODE -eq 0) {
+    Write-Warning "Branch '$NewBranchName' already exists locally"
+    $response = Read-Host "Do you want to switch to it? (y/n)"
+    if ($response -eq 'y' -or $response -eq 'Y') {
+        git checkout $NewBranchName
+        if ($LASTEXITCODE -eq 0) {
+            Write-Success "Switched to existing branch '$NewBranchName'"
+        } else {
+            Write-Error "Failed to switch to branch '$NewBranchName'"
+            exit 1
+        }
+        exit 0
+    } else {
+        Write-Info "Aborted"
+        exit 1
+    }
+}
+
+# Check if we're on the source branch or need to fetch it
+$CurrentBranch = git branch --show-current
+if ($LASTEXITCODE -ne 0) {
+    Write-Error "Failed to get current branch"
+    exit 1
+}
+
+if ($CurrentBranch -ne $SourceBranch) {
+    # Check if source branch exists locally
+    git show-ref --verify --quiet "refs/heads/$SourceBranch" 2>$null
+    if ($LASTEXITCODE -ne 0) {
+        Write-Info "Fetching source branch '$SourceBranch' from remote..."
+        git fetch origin "$SourceBranch`:$SourceBranch"
+        if ($LASTEXITCODE -ne 0) {
+            Write-Error "Failed to fetch branch '$SourceBranch' from remote"
+            exit 1
+        }
+    }
+}
+
+# Create new branch from source
+Write-Info "Creating branch '$NewBranchName' from '$SourceBranch'..."
+git checkout -b $NewBranchName $SourceBranch
+if ($LASTEXITCODE -ne 0) {
+    Write-Error "Failed to create branch '$NewBranchName'"
+    exit 1
+}
+
+Write-Success "Created and switched to branch '$NewBranchName'"
+Write-Info "Source branch: $SourceBranch"
+Write-Info "New branch: $NewBranchName"
+
+# Show branch status
+Write-Host ""
+Write-Info "Branch status:"
+git status --short
+
diff --git a/scripts/create_litellm_branch.sh b/scripts/create_litellm_branch.sh
new file mode 100755
index 00000000000..3ad6deb2915
--- /dev/null
+++ b/scripts/create_litellm_branch.sh
@@ -0,0 +1,109 @@
+#!/bin/bash
+
+# Script to create a branch with litellm_ prefix from a contributor's branch
+# Usage: ./create_litellm_branch.sh [source_branch] [new_branch_name]
+# If no arguments provided, uses current branch as source
+
+set -e
+
+# Colors for output
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+NC='\033[0m' # No Color
+
+# Function to print colored output
+print_info() {
+    echo -e "${BLUE}ℹ${NC} $1"
+}
+
+print_success() {
+    echo -e "${GREEN}✓${NC} $1"
+}
+
+print_warning() {
+    echo -e "${YELLOW}⚠${NC} $1"
+}
+
+print_error() {
+    echo -e "${RED}✗${NC} $1"
+}
+
+# Get source branch (default to current branch)
+SOURCE_BRANCH="${1:-$(git branch --show-current)}"
+
+# Get new branch name
+if [ -n "$2" ]; then
+    NEW_BRANCH_NAME="$2"
+else
+    # Auto-generate from source branch name
+    NEW_BRANCH_NAME="$SOURCE_BRANCH"
+fi
+
+# Remove litellm_ prefix if it already exists
+if [[ "$NEW_BRANCH_NAME" == litellm_* ]]; then
+    NEW_BRANCH_NAME="${NEW_BRANCH_NAME#litellm_}"
+    print_warning "Removed existing litellm_ prefix from branch name"
+fi
+
+# Add litellm_ prefix
+NEW_BRANCH_NAME="litellm_${NEW_BRANCH_NAME}"
+
+# Validate branch name (Git branch naming rules)
+if ! [[ "$NEW_BRANCH_NAME" =~ ^[a-zA-Z0-9/._-]+$ ]]; then
+    print_error "Invalid branch name: $NEW_BRANCH_NAME"
+    print_info "Branch names can only contain alphanumeric characters, /, ., _, and -"
+    exit 1
+fi
+
+# Check if source branch exists
+if ! git show-ref --verify --quiet refs/heads/"$SOURCE_BRANCH" && ! git show-ref --verify --quiet refs/remotes/origin/"$SOURCE_BRANCH"; then
+    print_error "Source branch '$SOURCE_BRANCH' does not exist locally or remotely"
+    exit 1
+fi
+
+# Check if new branch already exists
+if git show-ref --verify --quiet refs/heads/"$NEW_BRANCH_NAME"; then
+    print_warning "Branch '$NEW_BRANCH_NAME' already exists locally"
+    read -p "Do you want to switch to it? (y/n) " -n 1 -r
+    echo
+    if [[ $REPLY =~ ^[Yy]$ ]]; then
+        git checkout "$NEW_BRANCH_NAME"
+        print_success "Switched to existing branch '$NEW_BRANCH_NAME'"
+        exit 0
+    else
+        print_info "Aborted"
+        exit 1
+    fi
+fi
+
+# Check if we're on the source branch or need to fetch it
+CURRENT_BRANCH=$(git branch --show-current)
+
+if [ "$CURRENT_BRANCH" != "$SOURCE_BRANCH" ]; then
+    # Check if source branch exists locally
+    if git show-ref --verify --quiet refs/heads/"$SOURCE_BRANCH"; then
+        print_info "Source branch '$SOURCE_BRANCH' exists locally"
+    else
+        print_info "Fetching source branch '$SOURCE_BRANCH' from remote..."
+        git fetch origin "$SOURCE_BRANCH":"$SOURCE_BRANCH" || {
+            print_error "Failed to fetch branch '$SOURCE_BRANCH' from remote"
+            exit 1
+        }
+    fi
+fi
+
+# Create new branch from source
+print_info "Creating branch '$NEW_BRANCH_NAME' from '$SOURCE_BRANCH'..."
+git checkout -b "$NEW_BRANCH_NAME" "$SOURCE_BRANCH"
+
+print_success "Created and switched to branch '$NEW_BRANCH_NAME'"
+print_info "Source branch: $SOURCE_BRANCH"
+print_info "New branch: $NEW_BRANCH_NAME"
+
+# Show branch status
+echo
+print_info "Branch status:"
+git status --short
+

From 6bb4087b22f4ad13d260fb0039c07ba1feef8621 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 11:09:46 -0800
Subject: [PATCH 144/178] docs fix

---
 .../release_notes/v1.80.8-stable/index.md     | 37 ++++++++-----------
 1 file changed, 15 insertions(+), 22 deletions(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 0cc8a853707..4a8ad716362 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -45,37 +45,38 @@ pip install litellm==1.80.8
 
 ## Key Highlights
 
-- **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/proxy/agent_gateway)
+- **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a)
 - **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/proxy/guardrails)
 - **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/users)
 - **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches)
-- **JWT Auth with User Info Endpoints** - [Allow using regular OIDC flow with user info endpoints for JWT authentication](../../docs/proxy/token_auth)
 - **Dynamic Rate Limiting on Teams** - [Enable dynamic rate limits and priority reservation on team-level](../../docs/proxy/team_budgets)
+- **Google Cloud Chirp3 HD** - [New text-to-speech provider with Chirp3 HD voices](../../docs/text_to_speech)
 
 ---
 
 ## New Providers and Endpoints
 
-### New Providers (4 new providers)
+### New Providers (5 new providers)
 
 | Provider | Supported LiteLLM Endpoints | Description |
 | -------- | ------------------- | ----------- |
 | **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions` | Built-in support for Zhipu AI GLM models |
 | **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
-| **[Cursor BYOK](../../docs/providers/cursor)** | `/v1/chat/completions` | Cursor bring-your-own-key configuration support |
+| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/v1/chat/completions` | Cursor bring-your-own-key configuration support |
 | **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions` | OpenAI-compatible provider via JSON config |
+| **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech` | Text-to-speech with Google Cloud Chirp3 HD voices |
 
 ### New LLM API Endpoints (1 new endpoint)
 
 | Endpoint | Method | Description | Documentation |
 | -------- | ------ | ----------- | ------------- |
-| `/v1/agents/invoke` | POST | Invoke A2A agents through the AI Gateway | [Agent Gateway](../../docs/proxy/agent_gateway) |
+| `/v1/agents/invoke` | POST | Invoke A2A agents through the AI Gateway | [Agent Gateway](../../docs/a2a) |
 
 ---
 
 ## New Models / Updated Models
 
-#### New Model Support (32 new models)
+#### New Model Support (33 new models)
 
 | Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
 | -------- | ----- | -------------- | ------------------- | -------------------- | -------- |
@@ -111,6 +112,7 @@ pip install litellm==1.80.8
 | Z.AI | `zai/glm-4.5` | 128K | $0.60 | $2.20 | Function calling |
 | Z.AI | `zai/glm-4.5v` | 128K | $0.60 | $1.80 | Function calling, vision |
 | Z.AI | `zai/glm-4.5-flash` | 128K | Free | Free | Function calling |
+| Vertex AI | `vertex_ai/bge-large-en-v1.5` | - | - | - | BGE Embeddings |
 
 #### Features
 
@@ -118,6 +120,8 @@ pip install litellm==1.80.8
     - Add `gpt-5.1-codex-max` model pricing and configuration - [PR #17541](https://github.com/BerriAI/litellm/pull/17541)
     - Add xhigh reasoning effort for gpt-5.1-codex-max - [PR #17585](https://github.com/BerriAI/litellm/pull/17585)
     - Add clear error message for empty LLM endpoint responses - [PR #17445](https://github.com/BerriAI/litellm/pull/17445)
+
+- **[Azure OpenAI](../../docs/providers/azure)**
     - Allow reasoning_effort='none' for Azure gpt-5.1 models - [PR #17311](https://github.com/BerriAI/litellm/pull/17311)
 
 - **[Anthropic](../../docs/providers/anthropic)**
@@ -211,7 +215,7 @@ pip install litellm==1.80.8
     - Fix Bedrock models in model map - [PR #17419](https://github.com/BerriAI/litellm/pull/17419)
     - Fix Bedrock Guardrail Indent and Import fix - [PR #17378](https://github.com/BerriAI/litellm/pull/17378)
     - Make Bedrock converse messages respect modify_params as expected - [PR #17427](https://github.com/BerriAI/litellm/pull/17427)
-    - Fix Anthropic beta headers for Qwen - [PR #17467](https://github.com/BerriAI/litellm/pull/17467)
+    - Fix Anthropic beta headers for Bedrock imported Qwen models - [PR #17467](https://github.com/BerriAI/litellm/pull/17467)
     - Preserve usage from JSON response for OpenAI provider in Bedrock - [PR #17589](https://github.com/BerriAI/litellm/pull/17589)
 
 - **[SambaNova](../../docs/providers/sambanova)**
@@ -312,12 +316,13 @@ pip install litellm==1.80.8
     - Clear SSO integration for all users - [PR #17287](https://github.com/BerriAI/litellm/pull/17287)
     - Fix SSO users not added to Entra synced team - [PR #17331](https://github.com/BerriAI/litellm/pull/17331)
 
-- **Auth**
+- **Auth / JWT**
+    - JWT Auth - Allow using regular OIDC flow with user info endpoints - [PR #17324](https://github.com/BerriAI/litellm/pull/17324)
     - Fix litellm user auth not passing issue - [PR #17342](https://github.com/BerriAI/litellm/pull/17342)
     - Add other routes in JWT auth - [PR #17345](https://github.com/BerriAI/litellm/pull/17345)
     - Fix new org team validate against org - [PR #17333](https://github.com/BerriAI/litellm/pull/17333)
     - Fix litellm_enterprise ensure imported routes exist - [PR #17337](https://github.com/BerriAI/litellm/pull/17337)
-    - Use organization.members instead of deprecated organizatio - [PR #17557](https://github.com/BerriAI/litellm/pull/17557)
+    - Use organization.members instead of deprecated organization field - [PR #17557](https://github.com/BerriAI/litellm/pull/17557)
 
 - **Organizations/Teams**
     - Fix organization max budget not enforced - [PR #17334](https://github.com/BerriAI/litellm/pull/17334)
@@ -345,7 +350,7 @@ pip install litellm==1.80.8
     - Fix Langfuse logger test mock setup - [PR #17591](https://github.com/BerriAI/litellm/pull/17591)
 
 - **General**
-    - Better handle anonymization - [PR #17207](https://github.com/BerriAI/litellm/pull/17207)
+    - Improve PII anonymization handling in logging callbacks - [PR #17207](https://github.com/BerriAI/litellm/pull/17207)
 
 ### Guardrails
 
@@ -455,13 +460,6 @@ pip install litellm==1.80.8
 
 ---
 
-## Authentication / JWT
-
-- **JWT Auth**
-    - JWT Auth - AI Gateway, allow using regular OIDC flow with user info endpoints - [PR #17324](https://github.com/BerriAI/litellm/pull/17324)
-
----
-
 ## Documentation Updates
 
 - **Provider Documentation**
@@ -498,11 +496,6 @@ pip install litellm==1.80.8
 - **OpenAPI Schema**
     - Refactor add_schema_to_components to move definitions to components/schemas - [PR #17389](https://github.com/BerriAI/litellm/pull/17389)
 
-- **Testing**
-    - Resolve ruff lint errors - [PR #17490](https://github.com/BerriAI/litellm/pull/17490)
-    - Fix code quality issues from ruff linter - [PR #17536](https://github.com/BerriAI/litellm/pull/17536)
-    - Enable detailed debugging for reference - [PR #17508](https://github.com/BerriAI/litellm/pull/17508)
-
 - **Security**
     - Fix security vulnerability: update mdast-util-to-hast to 13.2.1 - [PR #17601](https://github.com/BerriAI/litellm/pull/17601)
     - Bump jws from 3.2.2 to 3.2.3 - [PR #17494](https://github.com/BerriAI/litellm/pull/17494)

From 19cacaaed507a4774a0358c53afe131d9aac0f7f Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 11:18:48 -0800
Subject: [PATCH 145/178] UI MCP Test Tool Fix

---
 .../src/components/mcp_tools/mcp_tools.tsx                | 8 ++++----
 ui/litellm-dashboard/src/components/mcp_tools/types.tsx   | 7 ++++++-
 2 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
index 7c24b1b377b..5a971e8b471 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
@@ -1,7 +1,7 @@
 import React, { useState } from "react";
 import { useQuery, useMutation } from "@tanstack/react-query";
 import { ToolTestPanel } from "./ToolTestPanel";
-import { MCPTool, MCPToolsViewerProps, CallMCPToolResponse } from "./types";
+import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse } from "./types";
 import { listMCPTools, callMCPTool } from "../networking";
 
 import { Card, Title, Text } from "@tremor/react";
@@ -16,7 +16,7 @@ const MCPToolsViewer = ({
   serverAlias, // Add serverAlias prop
 }: MCPToolsViewerProps) => {
   const [selectedTool, setSelectedTool] = useState<MCPTool | null>(null);
-  const [toolResult, setToolResult] = useState<CallMCPToolResponse | null>(null);
+  const [toolResult, setToolResult] = useState<MCPContent[] | null>(null);
   const [toolError, setToolError] = useState<Error | null>(null);
 
   // Query to fetch MCP tools
@@ -40,14 +40,14 @@ const MCPToolsViewer = ({
       if (!accessToken) throw new Error("Access Token required");
 
       try {
-        const result = await callMCPTool(accessToken, args.tool.name, args.arguments);
+        const result: CallMCPToolResponse = await callMCPTool(accessToken, args.tool.name, args.arguments);
         return result;
       } catch (error) {
         throw error;
       }
     },
     onSuccess: (data) => {
-      setToolResult(data);
+      setToolResult(data.content);
       setToolError(null);
     },
     onError: (error: Error) => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 6c01ca2e611..fd19a23a8b5 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -110,7 +110,12 @@ export interface MCPEmbeddedResource {
 export type MCPContent = MCPTextContent | MCPImageContent | MCPEmbeddedResource;
 
 // Define the response structure for the callMCPTool endpoint
-export type CallMCPToolResponse = MCPContent[];
+export type CallMCPToolResponse = {
+  content: MCPContent[];
+  _meta: any;
+  isError: boolean;
+  structuredContent: any;
+};
 
 // Props for the main component
 export interface MCPToolsViewerProps {

From 4ca3c042e0500b35e8d32ec6172c1048a5780daa Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 11:34:13 -0800
Subject: [PATCH 146/178] Building UI for fix

---
 .../{1200-41ec436fdb8d0e64.js => 1200-64d099608f321062.js}  | 2 +-
 .../out/_next/static/chunks/1518-3d9170796eddc9f1.js        | 1 -
 .../out/_next/static/chunks/1518-499d06fabfcafb58.js        | 1 +
 .../out/_next/static/chunks/1994-6637a121c9ee1602.js        | 1 -
 .../out/_next/static/chunks/1994-a4d0b99849c16b62.js        | 1 +
 .../out/_next/static/chunks/2012-390546d3cdd37c82.js        | 1 -
 .../out/_next/static/chunks/2012-4854cbc146d8a7eb.js        | 1 +
 .../out/_next/static/chunks/2249-43e410d60ba8aea4.js        | 1 -
 .../out/_next/static/chunks/2249-985208cb7064c804.js        | 1 +
 .../out/_next/static/chunks/4679-215ebca3cb2114ee.js        | 1 -
 .../out/_next/static/chunks/4679-bdd70e8457d0a482.js        | 1 +
 .../out/_next/static/chunks/5301-92cec930d7b4b830.js        | 1 +
 .../out/_next/static/chunks/5301-dc3323e921fbd17f.js        | 1 -
 .../{6043-9eb55b6feadeca26.js => 6043-4308da67f056896d.js}  | 2 +-
 .../out/_next/static/chunks/630-9c30ebb65854ac3f.js         | 1 +
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 .../out/_next/static/chunks/6609-3e081758ffbe3786.js        | 1 -
 .../out/_next/static/chunks/6609-d93906f43161f066.js        | 1 +
 .../out/_next/static/chunks/7155-036c6fcc23f65f77.js        | 1 +
 .../out/_next/static/chunks/7155-3a7ec4591ed81bab.js        | 1 -
 .../out/_next/static/chunks/7641-90e15c72e10330f1.js        | 1 +
 .../out/_next/static/chunks/7641-c38624d78f1b4e66.js        | 1 -
 .../{7996-0d49a395a24908e2.js => 7996-dc0963f1c599e551.js}  | 2 +-
 .../{849-21e5bc782ade4577.js => 849-d1cabf66d71a8808.js}    | 2 +-
 .../out/_next/static/chunks/9111-54de5662a0888480.js        | 1 +
 .../out/_next/static/chunks/9111-e3a6b02449668174.js        | 1 -
 .../{9349-2a551af80b6b2fbc.js => 9349-61f99afd33bbc9e3.js}  | 2 +-
 .../{9409-1623bf2af5cc0af0.js => 9409-6eefc92a7f8433ff.js}  | 2 +-
 .../{9611-50dec6254e4d40d3.js => 9611-58129a2e04664187.js}  | 2 +-
 .../{9878-0269de1e51a6c16e.js => 9878-52c3826c6d453296.js}  | 2 +-
 .../{page-1ac2e985f1512d09.js => page-d280cff85e50f60f.js}  | 2 +-
 .../_buildManifest.js                                       | 0
 .../_ssgManifest.js                                         | 0
 litellm/proxy/_experimental/out/api-reference.html          | 2 +-
 litellm/proxy/_experimental/out/api-reference.txt           | 4 ++--
 .../_experimental/out/experimental/api-playground.html      | 2 +-
 .../proxy/_experimental/out/experimental/api-playground.txt | 6 +++---
 litellm/proxy/_experimental/out/experimental/budgets.html   | 2 +-
 litellm/proxy/_experimental/out/experimental/budgets.txt    | 6 +++---
 litellm/proxy/_experimental/out/experimental/caching.html   | 2 +-
 litellm/proxy/_experimental/out/experimental/caching.txt    | 6 +++---
 litellm/proxy/_experimental/out/experimental/old-usage.html | 2 +-
 litellm/proxy/_experimental/out/experimental/old-usage.txt  | 6 +++---
 litellm/proxy/_experimental/out/experimental/prompts.html   | 2 +-
 litellm/proxy/_experimental/out/experimental/prompts.txt    | 6 +++---
 .../_experimental/out/experimental/tag-management.html      | 2 +-
 .../proxy/_experimental/out/experimental/tag-management.txt | 6 +++---
 litellm/proxy/_experimental/out/guardrails.html             | 2 +-
 litellm/proxy/_experimental/out/guardrails.txt              | 6 +++---
 litellm/proxy/_experimental/out/index.html                  | 2 +-
 litellm/proxy/_experimental/out/index.txt                   | 4 ++--
 litellm/proxy/_experimental/out/login.html                  | 2 +-
 litellm/proxy/_experimental/out/login.txt                   | 4 ++--
 litellm/proxy/_experimental/out/logs.html                   | 2 +-
 litellm/proxy/_experimental/out/logs.txt                    | 6 +++---
 litellm/proxy/_experimental/out/mcp/oauth/callback.html     | 2 +-
 litellm/proxy/_experimental/out/mcp/oauth/callback.txt      | 2 +-
 litellm/proxy/_experimental/out/model-hub.html              | 2 +-
 litellm/proxy/_experimental/out/model-hub.txt               | 6 +++---
 litellm/proxy/_experimental/out/model_hub.txt               | 4 ++--
 litellm/proxy/_experimental/out/model_hub_table.html        | 2 +-
 litellm/proxy/_experimental/out/model_hub_table.txt         | 4 ++--
 litellm/proxy/_experimental/out/models-and-endpoints.html   | 2 +-
 litellm/proxy/_experimental/out/models-and-endpoints.txt    | 6 +++---
 litellm/proxy/_experimental/out/onboarding.html             | 2 +-
 litellm/proxy/_experimental/out/onboarding.txt              | 4 ++--
 litellm/proxy/_experimental/out/organizations.html          | 2 +-
 litellm/proxy/_experimental/out/organizations.txt           | 6 +++---
 litellm/proxy/_experimental/out/playground.html             | 2 +-
 litellm/proxy/_experimental/out/playground.txt              | 6 +++---
 .../proxy/_experimental/out/settings/admin-settings.html    | 2 +-
 litellm/proxy/_experimental/out/settings/admin-settings.txt | 6 +++---
 .../_experimental/out/settings/logging-and-alerts.html      | 2 +-
 .../proxy/_experimental/out/settings/logging-and-alerts.txt | 6 +++---
 .../proxy/_experimental/out/settings/router-settings.html   | 2 +-
 .../proxy/_experimental/out/settings/router-settings.txt    | 6 +++---
 litellm/proxy/_experimental/out/settings/ui-theme.html      | 2 +-
 litellm/proxy/_experimental/out/settings/ui-theme.txt       | 6 +++---
 litellm/proxy/_experimental/out/teams.html                  | 2 +-
 litellm/proxy/_experimental/out/teams.txt                   | 6 +++---
 litellm/proxy/_experimental/out/test-key.html               | 2 +-
 litellm/proxy/_experimental/out/test-key.txt                | 6 +++---
 litellm/proxy/_experimental/out/tools/mcp-servers.html      | 2 +-
 litellm/proxy/_experimental/out/tools/mcp-servers.txt       | 6 +++---
 litellm/proxy/_experimental/out/tools/vector-stores.html    | 2 +-
 litellm/proxy/_experimental/out/tools/vector-stores.txt     | 6 +++---
 litellm/proxy/_experimental/out/usage.html                  | 2 +-
 litellm/proxy/_experimental/out/usage.txt                   | 6 +++---
 litellm/proxy/_experimental/out/users.html                  | 2 +-
 litellm/proxy/_experimental/out/users.txt                   | 6 +++---
 litellm/proxy/_experimental/out/virtual-keys.html           | 2 +-
 litellm/proxy/_experimental/out/virtual-keys.txt            | 6 +++---
 92 files changed, 131 insertions(+), 131 deletions(-)
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 rename litellm/proxy/_experimental/out/_next/static/chunks/app/login/{page-1ac2e985f1512d09.js => page-d280cff85e50f60f.js} (99%)
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js b/litellm/proxy/_experimental/out/_next/static/chunks/1200-64d099608f321062.js
similarity index 63%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1200-64d099608f321062.js
index 4adae0f290e..52904fccd5d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1200-41ec436fdb8d0e64.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1200-64d099608f321062.js
@@ -1 +1 @@
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l={},r={},i=s.public_name;for(let[t,i]of(l.model=s.litellm_model,e.input_cost_per_token&&(e.input_cost_per_token=Number(e.input_cost_per_token)/1e6),e.output_cost_per_token&&(e.output_cost_per_token=Number(e.output_cost_per_token)/1e6),l.model=s.litellm_model,console.log("formValues add deployment:",e),Object.entries(e)))if(""!==i&&"custom_pricing"!==t&&"pricing_model"!==t&&"cache_control"!==t){if("model_name"==t)l.model=i;else if("custom_llm_provider"==t){console.log("custom_llm_provider:",i);let e=null!==(a=m.fK[i])&&void 0!==a?a:i.toLowerCase();l.custom_llm_provider=e,console.log("custom_llm_provider mappingResult:",e)}else if("model"==t)continue;else if("base_model"===t)r[t]=i;else if("team_id"===t)r.team_id=i;else if("model_access_group"===t)r.access_groups=i;else if("mode"==t)console.log("placing mode in modelInfo"),r.mode=i,delete l.mode;else if("custom_model_name"===t)l.model=i;else if("litellm_extra_params"==t){console.log("litellm_extra_params:",i);let e={};if(i&&void 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deleted file mode 100644
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deleted file mode 100644
index 724461874e5..00000000000
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deleted file mode 100644
index 10438355612..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js b/litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js
index 50ea168c506..5c930593bc1 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6043-9eb55b6feadeca26.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6043-4308da67f056896d.js
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new file mode 100644
index 00000000000..8e0a0e5f3b6
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new file mode 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/7155-036c6fcc23f65f77.js
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deleted file mode 100644
index bf247b9a909..00000000000
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+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7996-0d49a395a24908e2.js b/litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7996-0d49a395a24908e2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js
index c71cf724cdc..c5ee883a22a 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/849-21e5bc782ade4577.js b/litellm/proxy/_experimental/out/_next/static/chunks/849-d1cabf66d71a8808.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/849-21e5bc782ade4577.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/849-d1cabf66d71a8808.js
index e2a2666f41c..cf75876f70e 100644
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new file mode 100644
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deleted file mode 100644
index fd5621d2379..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9111-e3a6b02449668174.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9349-2a551af80b6b2fbc.js b/litellm/proxy/_experimental/out/_next/static/chunks/9349-61f99afd33bbc9e3.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9349-2a551af80b6b2fbc.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9349-61f99afd33bbc9e3.js
index 0314cdefa9b..7b003917ced 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9349-61f99afd33bbc9e3.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js b/litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js
index 7cfaa9df2ab..d978a180535 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-1ac2e985f1512d09.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-d280cff85e50f60f.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-1ac2e985f1512d09.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-d280cff85e50f60f.js
index 52b07233778..1c540e058ee 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-1ac2e985f1512d09.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/login/page-d280cff85e50f60f.js
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index 38d80f3c96b..e0cd17bcdab 100644
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diff --git a/litellm/proxy/_experimental/out/organizations.txt b/litellm/proxy/_experimental/out/organizations.txt
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diff --git a/litellm/proxy/_experimental/out/settings/router-settings.txt b/litellm/proxy/_experimental/out/settings/router-settings.txt
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 1:null

From 86a0c14acac76369b67490ca57c019aecd56316d Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 11:34:46 -0800
Subject: [PATCH 147/178] docs guardrails

---
 .../release_notes/v1.80.8-stable/index.md     | 26 +++++++++----------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 4a8ad716362..624b7410cfb 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -46,7 +46,7 @@ pip install litellm==1.80.8
 ## Key Highlights
 
 - **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a)
-- **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/proxy/guardrails)
+- **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/adding_provider/generic_guardrail_api)
 - **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/users)
 - **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches)
 - **Dynamic Rate Limiting on Teams** - [Enable dynamic rate limits and priority reservation on team-level](../../docs/proxy/team_budgets)
@@ -121,7 +121,7 @@ pip install litellm==1.80.8
     - Add xhigh reasoning effort for gpt-5.1-codex-max - [PR #17585](https://github.com/BerriAI/litellm/pull/17585)
     - Add clear error message for empty LLM endpoint responses - [PR #17445](https://github.com/BerriAI/litellm/pull/17445)
 
-- **[Azure OpenAI](../../docs/providers/azure)**
+- **[Azure OpenAI](../../docs/providers/azure/azure)**
     - Allow reasoning_effort='none' for Azure gpt-5.1 models - [PR #17311](https://github.com/BerriAI/litellm/pull/17311)
 
 - **[Anthropic](../../docs/providers/anthropic)**
@@ -177,7 +177,7 @@ pip install litellm==1.80.8
 - **[Together AI](../../docs/providers/togetherai)**
     - Add context window exception mapping for Together AI - [PR #17284](https://github.com/BerriAI/litellm/pull/17284)
 
-- **[WatsonX](../../docs/providers/watsonx)**
+- **[WatsonX](../../docs/providers/watsonx/index)**
     - Allow passing zen_api_key dynamically - [PR #16655](https://github.com/BerriAI/litellm/pull/16655)
     - Fix Watsonx Audio Transcription API - [PR #17326](https://github.com/BerriAI/litellm/pull/17326)
     - Fix audio transcriptions, don't force content type in request headers - [PR #17546](https://github.com/BerriAI/litellm/pull/17546)
@@ -205,8 +205,8 @@ pip install litellm==1.80.8
     - Migrate Anthropic provider to Azure AI - [PR #17202](https://github.com/BerriAI/litellm/pull/17202)
     - Fix GA path for Azure OpenAI realtime models - [PR #17260](https://github.com/BerriAI/litellm/pull/17260)
 
-- **[TwelveLabs](../../docs/providers/twelvelabs)**
-    - Add support for TwelveLabs Pegasus - [PR #17193](https://github.com/BerriAI/litellm/pull/17193)
+- **[Bedrock TwelveLabs](../../docs/providers/bedrock#twelvelabs-pegasus---video-understanding)**
+    - Add support for TwelveLabs Pegasus video understanding - [PR #17193](https://github.com/BerriAI/litellm/pull/17193)
 
 ### Bug Fixes
 
@@ -243,7 +243,7 @@ pip install litellm==1.80.8
     - Fix optional parameter default value - [PR #17434](https://github.com/BerriAI/litellm/pull/17434)
     - Add status parameter as optional for FileObject - [PR #17431](https://github.com/BerriAI/litellm/pull/17431)
 
-- **[Video Generation API](../../docs/video_generation)**
+- **[Video Generation API](../../docs/videos)**
     - Add passthrough cost tracking for Veo - [PR #17296](https://github.com/BerriAI/litellm/pull/17296)
 
 - **[OCR API](../../docs/ocr)**
@@ -337,7 +337,7 @@ pip install litellm==1.80.8
 - **[DataDog](../../docs/proxy/logging#datadog)**
     - Fix Datadog callback regression when ddtrace is installed - [PR #17393](https://github.com/BerriAI/litellm/pull/17393)
 
-- **[Arize Phoenix](../../docs/observability/arize_phoenix)**
+- **[Arize Phoenix](../../docs/observability/arize_integration)**
     - Fix clean arize-phoenix traces - [PR #16611](https://github.com/BerriAI/litellm/pull/16611)
 
 - **[Weave](../../docs/proxy/logging)**
@@ -354,7 +354,7 @@ pip install litellm==1.80.8
 
 ### Guardrails
 
-- **[Generic Guardrail API](../../docs/proxy/guardrails)**
+- **[Generic Guardrail API](../../docs/adding_provider/generic_guardrail_api)**
     - Generic Guardrail API - allows guardrail providers to add INSTANT support for LiteLLM w/out PR to repo - [PR #17175](https://github.com/BerriAI/litellm/pull/17175)
     - Guardrails API V2 - user api key metadata, session id, specify input type (request/response), image support - [PR #17338](https://github.com/BerriAI/litellm/pull/17338)
     - Guardrails API - add streaming support - [PR #17400](https://github.com/BerriAI/litellm/pull/17400)
@@ -363,18 +363,18 @@ pip install litellm==1.80.8
     - Correctly map a v1/messages call to the anthropic unified guardrail - [PR #17424](https://github.com/BerriAI/litellm/pull/17424)
     - Support during_call event type for unified guardrails - [PR #17514](https://github.com/BerriAI/litellm/pull/17514)
 
-- **[Noma Guardrail](../../docs/proxy/guardrails)**
+- **[Noma Guardrail](../../docs/proxy/guardrails/noma_security)**
     - Refactor Noma guardrail to use shared Responses transformation and include system instructions - [PR #17315](https://github.com/BerriAI/litellm/pull/17315)
 
-- **[Presidio](../../docs/proxy/guardrails)**
+- **[Presidio](../../docs/proxy/guardrails/pii_masking_v2)**
     - Handle empty content and error dict responses in guardrails - [PR #17489](https://github.com/BerriAI/litellm/pull/17489)
     - Fix Presidio guardrail test TypeError and license base64 decoding error - [PR #17538](https://github.com/BerriAI/litellm/pull/17538)
 
-- **[Tool Permissions](../../docs/proxy/guardrails)**
+- **[Tool Permissions](../../docs/proxy/guardrails/tool_permission)**
     - Add regex-based tool_name/tool_type matching for tool-permission - [PR #17164](https://github.com/BerriAI/litellm/pull/17164)
     - Add images for tool permission guardrail documentation - [PR #17322](https://github.com/BerriAI/litellm/pull/17322)
 
-- **[AIM Guardrails](../../docs/proxy/guardrails)**
+- **[AIM Guardrails](../../docs/proxy/guardrails/aim_security)**
     - Fix AIM guardrail tests - [PR #17499](https://github.com/BerriAI/litellm/pull/17499)
 
 - **General Guardrails**
@@ -384,7 +384,7 @@ pip install litellm==1.80.8
 
 ### Secret Managers
 
-- **[CyberArk](../../docs/secret_managers)**
+- **[CyberArk](../../docs/secret_managers/cyberark)**
     - Allow setting SSL verify to false - [PR #17433](https://github.com/BerriAI/litellm/pull/17433)
 
 - **General**

From 2bf0b951f76d85ed2693e0517df67e14c9f2a49f Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 11:36:01 -0800
Subject: [PATCH 148/178] docs fix

---
 docs/my-website/release_notes/v1.80.8-stable/index.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 624b7410cfb..7e8add12e03 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -60,11 +60,11 @@ pip install litellm==1.80.8
 
 | Provider | Supported LiteLLM Endpoints | Description |
 | -------- | ------------------- | ----------- |
-| **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions` | Built-in support for Zhipu AI GLM models |
-| **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
-| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/v1/chat/completions` | Cursor bring-your-own-key configuration support |
-| **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions` | OpenAI-compatible provider via JSON config |
-| **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech` | Text-to-speech with Google Cloud Chirp3 HD voices |
+| **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Built-in support for Zhipu AI GLM models |
+| **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
+| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Cursor bring-your-own-key configuration support |
+| **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | OpenAI-compatible provider via JSON config |
+| **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech`, `/v1/audio/speech/stream` | Text-to-speech with Google Cloud Chirp3 HD voices |
 
 ### New LLM API Endpoints (1 new endpoint)
 

From b4c6b29149488c11509e57bb9c43cfbfa695f554 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 11:41:51 -0800
Subject: [PATCH 149/178] docs fix

---
 docs/my-website/release_notes/v1.80.8-stable/index.md | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 7e8add12e03..c0e08909c1e 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -62,15 +62,16 @@ pip install litellm==1.80.8
 | -------- | ------------------- | ----------- |
 | **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Built-in support for Zhipu AI GLM models |
 | **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
-| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Cursor bring-your-own-key configuration support |
+| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/cursor/chat/completions` | Cursor bring-your-own-key endpoint - transforms Responses API input to Chat Completions output |
 | **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | OpenAI-compatible provider via JSON config |
 | **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech`, `/v1/audio/speech/stream` | Text-to-speech with Google Cloud Chirp3 HD voices |
 
-### New LLM API Endpoints (1 new endpoint)
+### New LLM API Endpoints (2 new endpoints)
 
 | Endpoint | Method | Description | Documentation |
 | -------- | ------ | ----------- | ------------- |
 | `/v1/agents/invoke` | POST | Invoke A2A agents through the AI Gateway | [Agent Gateway](../../docs/a2a) |
+| `/cursor/chat/completions` | POST | Cursor BYOK endpoint - accepts Responses API input, returns Chat Completions output | [Cursor Integration](../../docs/tutorials/cursor_integration) |
 
 ---
 
@@ -213,7 +214,6 @@ pip install litellm==1.80.8
 - **[Bedrock](../../docs/providers/bedrock)**
     - Fix extra_headers in messages API bedrock invoke - [PR #17271](https://github.com/BerriAI/litellm/pull/17271)
     - Fix Bedrock models in model map - [PR #17419](https://github.com/BerriAI/litellm/pull/17419)
-    - Fix Bedrock Guardrail Indent and Import fix - [PR #17378](https://github.com/BerriAI/litellm/pull/17378)
     - Make Bedrock converse messages respect modify_params as expected - [PR #17427](https://github.com/BerriAI/litellm/pull/17427)
     - Fix Anthropic beta headers for Bedrock imported Qwen models - [PR #17467](https://github.com/BerriAI/litellm/pull/17467)
     - Preserve usage from JSON response for OpenAI provider in Bedrock - [PR #17589](https://github.com/BerriAI/litellm/pull/17589)
@@ -377,6 +377,9 @@ pip install litellm==1.80.8
 - **[AIM Guardrails](../../docs/proxy/guardrails/aim_security)**
     - Fix AIM guardrail tests - [PR #17499](https://github.com/BerriAI/litellm/pull/17499)
 
+- **[Bedrock Guardrails](../../docs/proxy/guardrails/bedrock)**
+    - Fix Bedrock Guardrail indent and import - [PR #17378](https://github.com/BerriAI/litellm/pull/17378)
+
 - **General Guardrails**
     - Mask all matching keywords in content filter - [PR #17521](https://github.com/BerriAI/litellm/pull/17521)
     - Ensure guardrail metadata is preserved in request_data - [PR #17593](https://github.com/BerriAI/litellm/pull/17593)

From fdf28331a5597699dc798c7de36a0109bd4c08fb Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 11:48:00 -0800
Subject: [PATCH 150/178] docs fix

---
 .../release_notes/v1.80.8-stable/index.md     | 21 ++++++++++++-------
 1 file changed, 14 insertions(+), 7 deletions(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index c0e08909c1e..4425c67edd4 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -62,7 +62,6 @@ pip install litellm==1.80.8
 | -------- | ------------------- | ----------- |
 | **[Z.AI (Zhipu AI)](../../docs/providers/zai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | Built-in support for Zhipu AI GLM models |
 | **[RAGFlow](../../docs/providers/ragflow)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages`, `/v1/vector_stores` | RAG-based chat completions with vector store support |
-| **[Cursor BYOK](../../docs/tutorials/cursor_integration)** | `/cursor/chat/completions` | Cursor bring-your-own-key endpoint - transforms Responses API input to Chat Completions output |
 | **[PublicAI](../../docs/providers/publicai)** | `/v1/chat/completions`, `/v1/responses`, `/v1/messages` | OpenAI-compatible provider via JSON config |
 | **[Google Cloud Chirp3 HD](../../docs/text_to_speech)** | `/v1/audio/speech`, `/v1/audio/speech/stream` | Text-to-speech with Google Cloud Chirp3 HD voices |
 
@@ -330,9 +329,16 @@ pip install litellm==1.80.8
 
 ---
 
-## AI Integrations
+## AI Integrations (2 new integrations)
 
-### Logging
+### Logging (1 new integration)
+
+#### New Integration
+
+- **[Weave](../../docs/proxy/logging)**
+    - Basic Weave OTEL integration - [PR #17439](https://github.com/BerriAI/litellm/pull/17439)
+
+#### Improvements & Fixes
 
 - **[DataDog](../../docs/proxy/logging#datadog)**
     - Fix Datadog callback regression when ddtrace is installed - [PR #17393](https://github.com/BerriAI/litellm/pull/17393)
@@ -340,9 +346,6 @@ pip install litellm==1.80.8
 - **[Arize Phoenix](../../docs/observability/arize_integration)**
     - Fix clean arize-phoenix traces - [PR #16611](https://github.com/BerriAI/litellm/pull/16611)
 
-- **[Weave](../../docs/proxy/logging)**
-    - Basic Weave OTEL integration - [PR #17439](https://github.com/BerriAI/litellm/pull/17439)
-
 - **[MLflow](../../docs/proxy/logging#mlflow)**
     - Fix MLflow streaming spans for Anthropic passthrough - [PR #17288](https://github.com/BerriAI/litellm/pull/17288)
 
@@ -352,7 +355,9 @@ pip install litellm==1.80.8
 - **General**
     - Improve PII anonymization handling in logging callbacks - [PR #17207](https://github.com/BerriAI/litellm/pull/17207)
 
-### Guardrails
+### Guardrails (1 new integration)
+
+#### New Integration
 
 - **[Generic Guardrail API](../../docs/adding_provider/generic_guardrail_api)**
     - Generic Guardrail API - allows guardrail providers to add INSTANT support for LiteLLM w/out PR to repo - [PR #17175](https://github.com/BerriAI/litellm/pull/17175)
@@ -363,6 +368,8 @@ pip install litellm==1.80.8
     - Correctly map a v1/messages call to the anthropic unified guardrail - [PR #17424](https://github.com/BerriAI/litellm/pull/17424)
     - Support during_call event type for unified guardrails - [PR #17514](https://github.com/BerriAI/litellm/pull/17514)
 
+#### Improvements & Fixes
+
 - **[Noma Guardrail](../../docs/proxy/guardrails/noma_security)**
     - Refactor Noma guardrail to use shared Responses transformation and include system instructions - [PR #17315](https://github.com/BerriAI/litellm/pull/17315)
 

From df6cb4244d71235af828a622d10cf79721a2c105 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 12:32:30 -0800
Subject: [PATCH 151/178] docs a2a gateway

---
 .../release_notes/v1.80.8-stable/index.md     | 39 ++++++++++++++++++-
 1 file changed, 38 insertions(+), 1 deletion(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 4425c67edd4..3cf4aab61e6 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -45,7 +45,7 @@ pip install litellm==1.80.8
 
 ## Key Highlights
 
-- **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a)
+- **Agent Gateway (A2A)** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a)
 - **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/adding_provider/generic_guardrail_api)
 - **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/users)
 - **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches)
@@ -54,6 +54,43 @@ pip install litellm==1.80.8
 
 ---
 
+### Agent Gateway (A2A)
+
+<Image 
+  img={require('../../img/a2a_gateway.png')}
+  style={{width: '100%', display: 'block', margin: '2rem auto'}}
+/>
+
+<br/>
+
+This release introduces **A2A Agent Gateway** for LiteLLM, allowing you to invoke and manage A2A agents with the same controls you have for LLM APIs.
+
+As a **LiteLLM Gateway Admin**, you can now do the following:
+    - **Request/Response Logging** - Every agent invocation is logged to the Logs page with full request and response tracking.
+    - **Access Control** - Control which Team/Key can access which agents.
+
+As a developer, you can continue using the A2A SDK, all you need to do is point you `A2AClient` to the LiteLLM proxy URL and your API key.
+
+**Works with the A2A SDK:**
+
+```python
+from a2a.client import A2AClient
+
+client = A2AClient(
+    base_url="http://localhost:4000",  # Your LiteLLM proxy
+    api_key="sk-1234"                   # LiteLLM API key
+)
+
+response = client.send_message(
+    agent_id="my-agent",
+    message="What's the status of my order?"
+)
+```
+
+Get started with Agent Gateway here: [Agent Gateway Documentation](../../docs/a2a)
+
+---
+
 ## New Providers and Endpoints
 
 ### New Providers (5 new providers)

From a1d114a8ad77f259c0dc62f1b843c5945c6876b5 Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 13:05:52 -0800
Subject: [PATCH 152/178] Fix: test_guardrails_with_api_key_controls (#17612)

* Fix: around for the callback issue

* Remove comment
---
 litellm/proxy/utils.py | 36 ++++++++++++++++++++++++++++++++++++
 1 file changed, 36 insertions(+)

diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 7f23345d26e..52c75c29898 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -983,6 +983,42 @@ class ProxyLogging:
                         start_time=start_time,
                         end_time=end_time,
                     )
+            
+            # After processing all callbacks, check if there are guardrails in metadata
+            # that weren't processed (e.g., guardrails from API key metadata that don't have callbacks)
+            # and add them to applied_guardrails
+            if data is not None:
+                from litellm.proxy.common_utils.callback_utils import (
+                    add_guardrail_to_applied_guardrails_header,
+                )
+                metadata_standard = data.get("metadata") or {}
+                metadata_litellm = data.get("litellm_metadata") or {}
+                
+                # Check both metadata locations for guardrails
+                guardrails_in_metadata = []
+                if isinstance(metadata_standard, dict) and "guardrails" in metadata_standard:
+                    guardrails_in_metadata = metadata_standard.get("guardrails", [])
+                elif isinstance(metadata_litellm, dict) and "guardrails" in metadata_litellm:
+                    guardrails_in_metadata = metadata_litellm.get("guardrails", [])
+                
+                if guardrails_in_metadata and isinstance(guardrails_in_metadata, list):
+                    # Get guardrails that are already in applied_guardrails (check both locations)
+                    applied_guardrails = []
+                    if isinstance(metadata_standard, dict) and "applied_guardrails" in metadata_standard:
+                        applied_guardrails = metadata_standard.get("applied_guardrails", [])
+                    elif isinstance(metadata_litellm, dict) and "applied_guardrails" in metadata_litellm:
+                        applied_guardrails = metadata_litellm.get("applied_guardrails", [])
+                    
+                    if not isinstance(applied_guardrails, list):
+                        applied_guardrails = []
+                    
+                    # Add any guardrails from metadata that aren't already in applied_guardrails
+                    for guardrail_name in guardrails_in_metadata:
+                        if isinstance(guardrail_name, str) and guardrail_name not in applied_guardrails:
+                            add_guardrail_to_applied_guardrails_header(
+                                request_data=data, guardrail_name=guardrail_name
+                            )
+            
             return data
         except Exception as e:
             raise e

From 3359daf6211b9ca8e62fbd52780629fd2a2b383f Mon Sep 17 00:00:00 2001
From: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Date: Sat, 6 Dec 2025 13:13:59 -0800
Subject: [PATCH 153/178] refactor: extract helper methods from pre_call_hook
 to fix PLR0915 linting error (#17613)

- Extract _process_prompt_template method for prompt template processing
- Extract _process_guardrail_metadata method for guardrail metadata processing
- Reduces statement count in pre_call_hook from 68 to under 50
---
 litellm/proxy/utils.py | 165 +++++++++++++++++++++--------------------
 1 file changed, 86 insertions(+), 79 deletions(-)

diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 52c75c29898..81d709c332c 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -824,6 +824,85 @@ class ProxyLogging:
 
         return data
 
+    def _process_prompt_template(
+        self, data: dict, litellm_logging_obj: Any, prompt_id: Any, prompt_version: Any, call_type: CallTypesLiteral
+    ) -> None:
+        """Process prompt template if applicable."""
+        from litellm.utils import get_non_default_completion_params
+        from litellm.proxy.prompts.prompt_endpoints import (
+            construct_versioned_prompt_id,
+            get_latest_version_prompt_id,
+        )
+        from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY
+
+        if prompt_version is None:
+            lookup_prompt_id = get_latest_version_prompt_id(
+                prompt_id=prompt_id,
+                all_prompt_ids=IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS,
+            )
+        else:
+            lookup_prompt_id = construct_versioned_prompt_id(
+                prompt_id=prompt_id, version=prompt_version
+            )
+
+        custom_logger = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id(
+            lookup_prompt_id
+        )
+        prompt_spec = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(lookup_prompt_id)
+        litellm_prompt_id: Optional[str] = None
+        if prompt_spec is not None:
+            litellm_prompt_id = prompt_spec.litellm_params.prompt_id
+
+        if custom_logger and litellm_prompt_id is not None:
+            (
+                model,
+                messages,
+                optional_params,
+            ) = litellm_logging_obj.get_chat_completion_prompt(
+                model=data.get("model", ""),
+                messages=data.get("messages", []),
+                non_default_params=get_non_default_completion_params(kwargs=data),
+                prompt_id=litellm_prompt_id,
+                prompt_management_logger=custom_logger,
+                prompt_variables=data.get("prompt_variables", None),
+                prompt_label=data.get("prompt_label", None),
+                prompt_version=data.get("prompt_version", None),
+            )
+
+            data.update(optional_params)
+            data["model"] = model
+            data["messages"] = messages
+
+    def _process_guardrail_metadata(self, data: dict) -> None:
+        """Process guardrails from metadata and add to applied_guardrails."""
+        from litellm.proxy.common_utils.callback_utils import (
+            add_guardrail_to_applied_guardrails_header,
+        )
+        metadata_standard = data.get("metadata") or {}
+        metadata_litellm = data.get("litellm_metadata") or {}
+        
+        guardrails_in_metadata = []
+        if isinstance(metadata_standard, dict) and "guardrails" in metadata_standard:
+            guardrails_in_metadata = metadata_standard.get("guardrails", [])
+        elif isinstance(metadata_litellm, dict) and "guardrails" in metadata_litellm:
+            guardrails_in_metadata = metadata_litellm.get("guardrails", [])
+        
+        if guardrails_in_metadata and isinstance(guardrails_in_metadata, list):
+            applied_guardrails = []
+            if isinstance(metadata_standard, dict) and "applied_guardrails" in metadata_standard:
+                applied_guardrails = metadata_standard.get("applied_guardrails", [])
+            elif isinstance(metadata_litellm, dict) and "applied_guardrails" in metadata_litellm:
+                applied_guardrails = metadata_litellm.get("applied_guardrails", [])
+            
+            if not isinstance(applied_guardrails, list):
+                applied_guardrails = []
+            
+            for guardrail_name in guardrails_in_metadata:
+                if isinstance(guardrail_name, str) and guardrail_name not in applied_guardrails:
+                    add_guardrail_to_applied_guardrails_header(
+                        request_data=data, guardrail_name=guardrail_name
+                    )
+
     # The actual implementation of the function
     @overload
     async def pre_call_hook(
@@ -857,8 +936,6 @@ class ProxyLogging:
         2. /embeddings
         3. /image/generation
         """
-        from litellm.utils import get_non_default_completion_params
-
         verbose_proxy_logger.debug("Inside Proxy Logging Pre-call hook!")
 
         self._init_response_taking_too_long_task(data=data)
@@ -878,51 +955,13 @@ class ProxyLogging:
             and prompt_id is not None
             and (call_type == "completion" or call_type == "acompletion")
         ):
-            from litellm.proxy.prompts.prompt_endpoints import (
-                construct_versioned_prompt_id,
-                get_latest_version_prompt_id,
+            self._process_prompt_template(
+                data=data,
+                litellm_logging_obj=litellm_logging_obj,
+                prompt_id=prompt_id,
+                prompt_version=prompt_version,
+                call_type=call_type,
             )
-            from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY
-
-            # If no version is specified, find the latest version
-            if prompt_version is None:
-                lookup_prompt_id = get_latest_version_prompt_id(
-                    prompt_id=prompt_id,
-                    all_prompt_ids=IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS,
-                )
-            else:
-                # Construct versioned prompt_id if prompt_version is provided
-                lookup_prompt_id = construct_versioned_prompt_id(
-                    prompt_id=prompt_id, version=prompt_version
-                )
-
-            custom_logger = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id(
-                lookup_prompt_id
-            )
-            prompt_spec = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(lookup_prompt_id)
-            litellm_prompt_id: Optional[str] = None
-            if prompt_spec is not None:
-                litellm_prompt_id = prompt_spec.litellm_params.prompt_id
-
-            if custom_logger and litellm_prompt_id is not None:
-                (
-                    model,
-                    messages,
-                    optional_params,
-                ) = litellm_logging_obj.get_chat_completion_prompt(
-                    model=data.get("model", ""),
-                    messages=data.get("messages", []),
-                    non_default_params=get_non_default_completion_params(kwargs=data),
-                    prompt_id=litellm_prompt_id,
-                    prompt_management_logger=custom_logger,
-                    prompt_variables=data.get("prompt_variables", None),
-                    prompt_label=data.get("prompt_label", None),
-                    prompt_version=data.get("prompt_version", None),
-                )
-
-                data.update(optional_params)
-                data["model"] = model
-                data["messages"] = messages
 
         try:
             for callback in litellm.callbacks:
@@ -984,40 +1023,8 @@ class ProxyLogging:
                         end_time=end_time,
                     )
             
-            # After processing all callbacks, check if there are guardrails in metadata
-            # that weren't processed (e.g., guardrails from API key metadata that don't have callbacks)
-            # and add them to applied_guardrails
             if data is not None:
-                from litellm.proxy.common_utils.callback_utils import (
-                    add_guardrail_to_applied_guardrails_header,
-                )
-                metadata_standard = data.get("metadata") or {}
-                metadata_litellm = data.get("litellm_metadata") or {}
-                
-                # Check both metadata locations for guardrails
-                guardrails_in_metadata = []
-                if isinstance(metadata_standard, dict) and "guardrails" in metadata_standard:
-                    guardrails_in_metadata = metadata_standard.get("guardrails", [])
-                elif isinstance(metadata_litellm, dict) and "guardrails" in metadata_litellm:
-                    guardrails_in_metadata = metadata_litellm.get("guardrails", [])
-                
-                if guardrails_in_metadata and isinstance(guardrails_in_metadata, list):
-                    # Get guardrails that are already in applied_guardrails (check both locations)
-                    applied_guardrails = []
-                    if isinstance(metadata_standard, dict) and "applied_guardrails" in metadata_standard:
-                        applied_guardrails = metadata_standard.get("applied_guardrails", [])
-                    elif isinstance(metadata_litellm, dict) and "applied_guardrails" in metadata_litellm:
-                        applied_guardrails = metadata_litellm.get("applied_guardrails", [])
-                    
-                    if not isinstance(applied_guardrails, list):
-                        applied_guardrails = []
-                    
-                    # Add any guardrails from metadata that aren't already in applied_guardrails
-                    for guardrail_name in guardrails_in_metadata:
-                        if isinstance(guardrail_name, str) and guardrail_name not in applied_guardrails:
-                            add_guardrail_to_applied_guardrails_header(
-                                request_data=data, guardrail_name=guardrail_name
-                            )
+                self._process_guardrail_metadata(data)
             
             return data
         except Exception as e:

From 40ad0e2e96587e40e2c77fc8fd89d7fa4cf97b49 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 13:17:54 -0800
Subject: [PATCH 154/178] Customer Usage Docs

---
 docs/my-website/docs/proxy/customer_usage.md  | 110 ++++++++++++++++++
 docs/my-website/img/customer_usage.png        | Bin 0 -> 479533 bytes
 .../img/customer_usage_analytics.png          | Bin 0 -> 257489 bytes
 docs/my-website/img/customer_usage_filter.png | Bin 0 -> 239631 bytes
 .../img/customer_usage_ui_navigation.png      | Bin 0 -> 399331 bytes
 .../release_notes/v1.80.8-stable/index.md     |  17 ++-
 6 files changed, 126 insertions(+), 1 deletion(-)
 create mode 100644 docs/my-website/docs/proxy/customer_usage.md
 create mode 100644 docs/my-website/img/customer_usage.png
 create mode 100644 docs/my-website/img/customer_usage_analytics.png
 create mode 100644 docs/my-website/img/customer_usage_filter.png
 create mode 100644 docs/my-website/img/customer_usage_ui_navigation.png

diff --git a/docs/my-website/docs/proxy/customer_usage.md b/docs/my-website/docs/proxy/customer_usage.md
new file mode 100644
index 00000000000..8e366586b15
--- /dev/null
+++ b/docs/my-website/docs/proxy/customer_usage.md
@@ -0,0 +1,110 @@
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Customer Usage
+
+Track and visualize end-user spend directly in the dashboard. Monitor customer-level usage analytics, spend logs, and activity metrics to understand how your customers are using your LLM services.
+
+This feature is **available in v1.80.8-stable and above**.
+
+## Overview
+
+Customer Usage enables you to track spend and usage for individual customers (end users) by passing an ID in your API requests. This allows you to:
+
+- Track spend per customer automatically
+- View customer-level usage analytics in the Admin UI
+- Filter spend logs and activity metrics by customer ID
+- Set budgets and rate limits per customer
+- Monitor customer usage patterns and trends
+
+<Image img={require('../../img/customer_usage.png')} />
+
+## How to Track Spend
+
+Track customer spend by including a `user` field in your API requests. The customer ID will be automatically tracked and associated with all spend from that request.
+
+### Example using cURL
+
+Make a `/chat/completions` call with the `user` field containing your customer ID:
+
+```bash showLineNumbers title="Track spend with customer ID"
+curl -X POST 'http://0.0.0.0:4000/chat/completions' \
+  --header 'Content-Type: application/json' \
+  --header 'Authorization: Bearer sk-1234' \ # 👈 YOUR PROXY KEY
+  --data '{
+    "model": "gpt-3.5-turbo",
+    "user": "customer-123", # 👈 CUSTOMER ID
+    "messages": [
+      {
+        "role": "user",
+        "content": "What is the capital of France?"
+      }
+    ]
+  }'
+```
+
+The customer ID (`customer-123`) will be automatically upserted into the database with the new spend. If the customer ID already exists, spend will be incremented.
+
+### Example using OpenWebUI
+
+See the [Open WebUI tutorial](../tutorials/openweb_ui.md) for detailed instructions on connecting Open WebUI to LiteLLM and tracking customer usage.
+
+## How to View Spend
+
+### View Spend in Admin UI
+
+Navigate to the Customer Usage tab in the Admin UI to view customer-level spend analytics:
+
+#### 1. Access Customer Usage
+
+Go to the Usage page in the Admin UI (`PROXY_BASE_URL/ui/?login=success&page=new_usage`) and click on the **Customer Usage** tab.
+
+<Image img={require('../../img/customer_usage_ui_navigation.png')} />
+
+#### 2. View Customer Analytics
+
+The Customer Usage dashboard provides:
+
+- **Total spend per customer**: View aggregated spend across all customers
+- **Daily spend trends**: See how customer spend changes over time
+- **Model usage breakdown**: Understand which models each customer uses
+- **Activity metrics**: Track requests, tokens, and success rates per customer
+
+<Image img={require('../../img/customer_usage_analytics.png')} />
+
+#### 3. Filter by Customer
+
+Use the customer filter dropdown to view spend for specific customers:
+
+- Select one or more customer IDs from the dropdown
+- View filtered analytics, spend logs, and activity metrics
+- Compare spend across different customers
+
+<Image img={require('../../img/customer_usage_filter.png')} />
+
+## Use Cases
+
+### Customer Billing
+
+Track spend per customer to accurately bill your end users:
+
+- Monitor individual customer usage
+- Generate invoices based on actual spend
+- Set spending limits per customer
+
+### Usage Analytics
+
+Understand how different customers use your service:
+
+- Identify high-value customers
+- Analyze usage patterns
+- Optimize resource allocation
+
+---
+
+## Related Features
+
+- [Customers / End-User Budgets](./customers.md) - Set budgets and rate limits for customers
+- [Cost Tracking](./cost_tracking.md) - Comprehensive cost tracking and analytics
+- [Billing](./billing.md) - Bill customers based on their usage
diff --git a/docs/my-website/img/customer_usage.png b/docs/my-website/img/customer_usage.png
new file mode 100644
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diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 4a8ad716362..7bc250f5df4 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -47,13 +47,28 @@ pip install litellm==1.80.8
 
 - **Agent Gateway** - [Invoke agents through the AI Gateway with request/response logging and access controls](../../docs/a2a)
 - **Guardrails API v2** - [Generic Guardrail API with streaming support, structured messages, and tool call checks](../../docs/proxy/guardrails)
-- **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/users)
+- **Customer (End User) Usage UI** - [Track and visualize end-user spend directly in the dashboard](../../docs/proxy/customer_usage)
 - **vLLM Batch + Files API** - [Support for batch and files API with vLLM deployments](../../docs/batches)
 - **Dynamic Rate Limiting on Teams** - [Enable dynamic rate limits and priority reservation on team-level](../../docs/proxy/team_budgets)
 - **Google Cloud Chirp3 HD** - [New text-to-speech provider with Chirp3 HD voices](../../docs/text_to_speech)
 
 ---
 
+### Customer (End User) Usage UI
+
+<Image
+img={require('../../img/release_notes/customer_usage.png')}
+style={{width: '100%', display: 'block', margin: '2rem auto'}}
+/>
+
+Users can now filter usage statistics by customers, providing the same granular filtering capabilities available for teams and organizations.
+
+**Details:**
+
+- Filter usage analytics, spend logs, and activity metrics by customer ID
+- View customer-level breakdowns alongside existing team and user-level filters
+- Consistent filtering experience across all usage and analytics views
+
 ## New Providers and Endpoints
 
 ### New Providers (5 new providers)

From da4b36fe9bb9cffd0399beba26779226ab63e3f5 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 13:23:49 -0800
Subject: [PATCH 155/178] Changed image

---
 docs/my-website/img/customer_usage_filter.png | Bin 239631 -> 271672 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/docs/my-website/img/customer_usage_filter.png b/docs/my-website/img/customer_usage_filter.png
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From 8ccfaa21dea0433f2379eb9eb14c88de1181795e Mon Sep 17 00:00:00 2001
From: Cesar Garcia <128240629+Chesars@users.noreply.github.com>
Date: Sat, 6 Dec 2025 18:47:46 -0300
Subject: [PATCH 156/178] docs: add Microsoft GraphRAG to projects using
 LiteLLM (#17616)

* docs: add Microsoft GraphRAG to projects using LiteLLM

* docs: add arXiv paper link for GraphRAG

* docs: add GraphRAG to sidebar

* Update projects in sidebars.js

Reordered items in the projects list to include 'GraphRAG'.
---
 docs/my-website/docs/projects/GraphRAG.md | 8 ++++++++
 docs/my-website/sidebars.js               | 3 ++-
 2 files changed, 10 insertions(+), 1 deletion(-)
 create mode 100644 docs/my-website/docs/projects/GraphRAG.md

diff --git a/docs/my-website/docs/projects/GraphRAG.md b/docs/my-website/docs/projects/GraphRAG.md
new file mode 100644
index 00000000000..6c5e3dea334
--- /dev/null
+++ b/docs/my-website/docs/projects/GraphRAG.md
@@ -0,0 +1,8 @@
+
+# Microsoft GraphRAG
+
+GraphRAG is a data pipeline and transformation suite that extracts meaningful, structured data from unstructured text using the power of LLMs. It uses a graph-based approach to RAG (Retrieval-Augmented Generation) that leverages knowledge graphs to improve reasoning over private datasets.
+
+- [Github](https://github.com/microsoft/graphrag)
+- [Docs](https://microsoft.github.io/graphrag/)
+- [Paper](https://arxiv.org/pdf/2404.16130)
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index ebeaf996ac4..0fbe46fd031 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -848,13 +848,14 @@ const sidebars = {
               "Learn how to deploy + call models from different providers on LiteLLM",
             slug: "/project",
           },
-          items: [
+          items: [            
             "projects/smolagents",
             "projects/mini-swe-agent",
             "projects/openai-agents",
             "projects/Google ADK",
             "projects/Agent Lightning",
             "projects/Harbor",
+            "projects/GraphRAG",
             "projects/Docq.AI",
             "projects/PDL",
             "projects/OpenInterpreter",

From 3b8a6ec8885da60730e560b512f3c307359d9f47 Mon Sep 17 00:00:00 2001
From: Lukas de Boer <lukas@luqq.nl>
Date: Sat, 6 Dec 2025 23:01:09 +0100
Subject: [PATCH 157/178] Helm Chart: Add possibility to override command, args
 and add deployment labels (#17535)

* Helm Chart: Add possibility to override command, args and also add deployment labels

* Helm Chart: Fix helm lint issue

* Helm Chart: Fix helm unit tests
---
 deploy/charts/litellm-helm/Chart.yaml         |  2 +-
 .../litellm-helm/templates/deployment.yaml    | 10 +++
 .../deployment_command_args_labels_tests.yaml | 68 +++++++++++++++++++
 deploy/charts/litellm-helm/values.yaml        |  6 ++
 4 files changed, 85 insertions(+), 1 deletion(-)
 create mode 100644 deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml

diff --git a/deploy/charts/litellm-helm/Chart.yaml b/deploy/charts/litellm-helm/Chart.yaml
index 7f14af7db5d..b77693ba8d5 100644
--- a/deploy/charts/litellm-helm/Chart.yaml
+++ b/deploy/charts/litellm-helm/Chart.yaml
@@ -18,7 +18,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 0.4.9
+version: 0.4.10
 
 # This is the version number of the application being deployed. This version number should be
 # incremented each time you make changes to the application. Versions are not expected to
diff --git a/deploy/charts/litellm-helm/templates/deployment.yaml b/deploy/charts/litellm-helm/templates/deployment.yaml
index 316323be99a..0dab2ec40e0 100644
--- a/deploy/charts/litellm-helm/templates/deployment.yaml
+++ b/deploy/charts/litellm-helm/templates/deployment.yaml
@@ -6,6 +6,9 @@ metadata:
   name: {{ include "litellm.fullname" . }}
   labels:
     {{- include "litellm.labels" . | nindent 4 }}
+    {{- if .Values.deploymentLabels }}
+    {{- toYaml .Values.deploymentLabels | nindent 4 }}
+    {{- end }}
 spec:
   {{- if not .Values.autoscaling.enabled }}
   replicas: {{ .Values.replicaCount }}
@@ -126,6 +129,12 @@ spec:
             - configMapRef:
                 name: {{ . }}
           {{- end }}
+          {{- if .Values.command }}
+          command: {{ toYaml .Values.command | nindent 12 }}
+          {{- end }}
+          {{- if .Values.args }}
+          args: {{ toYaml .Values.args | nindent 12 }}
+          {{- else }}
           args:
             - --config
             - /etc/litellm/config.yaml
@@ -133,6 +142,7 @@ spec:
             - --num_workers
             - {{ .Values.numWorkers | quote }}
             {{- end }}
+          {{- end }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}
diff --git a/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml b/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml
new file mode 100644
index 00000000000..6b0d45ebf48
--- /dev/null
+++ b/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml
@@ -0,0 +1,68 @@
+suite: test deployment command, args, and deploymentLabels
+templates:
+  - deployment.yaml
+  - configmap-litellm.yaml
+tests:
+  - it: should override args when custom args specified
+    template: deployment.yaml
+    set:
+      args:
+        - --custom-arg1
+        - value1
+        - --custom-arg2
+    asserts:
+      - equal:
+          path: spec.template.spec.containers[0].args
+          value:
+            - --custom-arg1
+            - value1
+            - --custom-arg2
+  - it: should set custom command when specified
+    template: deployment.yaml
+    set:
+      command:
+        - /bin/sh
+        - -c
+    asserts:
+      - equal:
+          path: spec.template.spec.containers[0].command
+          value:
+            - /bin/sh
+            - -c
+  - it: should set custom command and args together
+    template: deployment.yaml
+    set:
+      command:
+        - python
+        - -u
+      args:
+        - my_script.py
+        - --verbose
+    asserts:
+      - equal:
+          path: spec.template.spec.containers[0].command
+          value:
+            - python
+            - -u
+      - equal:
+          path: spec.template.spec.containers[0].args
+          value:
+            - my_script.py
+            - --verbose
+  - it: should add deploymentLabels to deployment metadata
+    template: deployment.yaml
+    set:
+      deploymentLabels:
+        environment: production
+        team: platform
+        version: v1.2.3
+    asserts:
+      - equal:
+          path: metadata.labels.environment
+          value: production
+      - equal:
+          path: metadata.labels.team
+          value: platform
+      - equal:
+          path: metadata.labels.version
+          value: v1.2.3
diff --git a/deploy/charts/litellm-helm/values.yaml b/deploy/charts/litellm-helm/values.yaml
index 35021157826..3a351d7b862 100644
--- a/deploy/charts/litellm-helm/values.yaml
+++ b/deploy/charts/litellm-helm/values.yaml
@@ -30,6 +30,7 @@ serviceAccount:
 
 # annotations for litellm deployment
 deploymentAnnotations: {}
+deploymentLabels: {}
 # annotations for litellm pods
 podAnnotations: {}
 podLabels: {}
@@ -253,6 +254,11 @@ envVars: {}
 # Additional environment variables to be added to the deployment as a list of k8s env vars
 extraEnvVars: {}
 
+# if you want to override the container command, you can do so here
+command: {}
+# if you want to override the container args, you can do so here
+args: {}
+
 # - name: EXTRA_ENV_VAR
 #   value: EXTRA_ENV_VAR_VALUE
 # Pod Disruption Budget

From bff3590dd0187748e49fb2d0cd64bf43a9cbc938 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 14:21:18 -0800
Subject: [PATCH 158/178] Update sidebar for customer usage

---
 docs/my-website/sidebars.js | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 0fbe46fd031..04afb0ba776 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -235,6 +235,7 @@ const sidebars = {
             "proxy/team_budgets",
             "proxy/tag_budgets",
             "proxy/customers",
+            "proxy/customer_usage",
             "proxy/dynamic_rate_limit",
             "proxy/rate_limit_tiers",
             "proxy/temporary_budget_increase",

From 1a50a89cd3f282e9975cb2b9eb496e4286370efa Mon Sep 17 00:00:00 2001
From: Anil Kodali <akodali@amazon.com>
Date: Sat, 6 Dec 2025 14:43:55 -0800
Subject: [PATCH 159/178] [New Model] Add Amazon Nova as first party provider
 for chat completions (#17351)

* Add Amazon Nova as a first party provider

* Added new provider folder under llms/ to outline the openai supported params

* Updated supported endpoints on the documnetation
---
 docs/my-website/docs/providers/amazon_nova.md | 291 ++++++++++++++++++
 litellm/__init__.py                           |   2 +
 litellm/constants.py                          |   1 +
 .../get_llm_provider_logic.py                 |   2 +
 .../llms/amazon_nova/chat/transformation.py   | 115 +++++++
 litellm/llms/amazon_nova/cost_calculation.py  |  21 ++
 litellm/main.py                               |  29 ++
 ...odel_prices_and_context_window_backup.json |  54 ++++
 litellm/types/utils.py                        |   1 +
 litellm/utils.py                              |   2 +
 model_prices_and_context_window.json          |  54 ++++
 .../chat/test_amazon_nova_chat_completion.py  | 167 ++++++++++
 12 files changed, 739 insertions(+)
 create mode 100644 docs/my-website/docs/providers/amazon_nova.md
 create mode 100644 litellm/llms/amazon_nova/chat/transformation.py
 create mode 100644 litellm/llms/amazon_nova/cost_calculation.py
 create mode 100644 tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py

diff --git a/docs/my-website/docs/providers/amazon_nova.md b/docs/my-website/docs/providers/amazon_nova.md
new file mode 100644
index 00000000000..30479ebd771
--- /dev/null
+++ b/docs/my-website/docs/providers/amazon_nova.md
@@ -0,0 +1,291 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Amazon Nova
+
+| Property | Details |
+|-------|-------|
+| Description | Amazon Nova is a family of foundation models built by Amazon that deliver frontier intelligence and industry-leading price performance. |
+| Provider Route on LiteLLM | `amazon-nova/` |
+| Provider Doc | [Amazon Nova ↗](https://docs.aws.amazon.com/nova/latest/userguide/what-is-nova.html) |
+| Supported OpenAI Endpoints | `/chat/completions`, `v1/responses` |
+| Other Supported Endpoints | `v1/messages`, `/generateContent` | 
+
+## Authentication
+
+Amazon Nova uses API key authentication. You can obtain your API key from the [Amazon Nova developer console ↗](https://nova.amazon.com/dev/documentation).
+
+```bash
+export AMAZON_NOVA_API_KEY="your-api-key"
+```
+
+## Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import os
+from litellm import completion
+
+# Set your API key
+os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
+
+response = completion(
+    model="amazon-nova/nova-micro-v1",
+    messages=[
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "Hello, how are you?"}
+    ]
+)
+
+print(response)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+### 1. Setup config.yaml
+
+```yaml
+model_list:
+  - model_name: amazon-nova-micro
+    litellm_params:
+      model: amazon-nova/nova-micro-v1
+      api_key: os.environ/AMAZON_NOVA_API_KEY
+```
+### 2. Start the proxy
+```bash
+litellm --config /path/to/config.yaml
+```
+
+### 3. Test it
+
+```bash
+curl --location 'http://0.0.0.0:4000/chat/completions' \
+--header 'Content-Type: application/json' \
+--data '{
+    "model": "amazon-nova-micro",
+    "messages": [
+        {
+            "role": "user",
+            "content": "Hello, how are you?"
+        }
+    ]
+}'
+```
+
+</TabItem>
+</Tabs>
+
+## Supported Models
+
+| Model Name | Usage | Context Window |
+|------------|-------|----------------|
+| Nova Micro | `completion(model="amazon-nova/nova-micro-v1", messages=messages)` | 128K tokens |
+| Nova Lite | `completion(model="amazon-nova/nova-lite-v1", messages=messages)` | 300K tokens |
+| Nova Pro | `completion(model="amazon-nova/nova-pro-v1", messages=messages)` | 300K tokens |
+| Nova Premier | `completion(model="amazon-nova/nova-premier-v1", messages=messages)` | 1M tokens |
+
+## Usage - Streaming
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import os
+from litellm import completion
+
+os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
+
+response = completion(
+    model="amazon-nova/nova-micro-v1",
+    messages=[
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "Tell me about machine learning"}
+    ],
+    stream=True
+)
+
+for chunk in response:
+    print(chunk.choices[0].delta.content or "", end="")
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl --location 'http://0.0.0.0:4000/chat/completions' \
+--header 'Content-Type: application/json' \
+--data '{
+    "model": "amazon-nova-micro",
+    "messages": [
+        {
+            "role": "user",
+            "content": "Tell me about machine learning"
+        }
+    ],
+    "stream": true
+}'
+```
+
+</TabItem>
+</Tabs>
+
+## Usage - Function Calling / Tool Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import os
+from litellm import completion
+
+os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
+
+tools = [
+    {
+        "type": "function",
+        "function": {
+            "name": "getCurrentWeather",
+            "description": "Get the current weather in a given city",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "location": {
+                        "type": "string",
+                        "description": "City and country e.g. San Francisco, CA"
+                    }
+                },
+                "required": ["location"]
+            }
+        }
+    }
+]
+
+response = completion(
+    model="amazon-nova/nova-micro-v1",
+    messages=[
+        {"role": "user", "content": "What's the weather like in San Francisco?"}
+    ],
+    tools=tools
+)
+
+print(response)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```bash
+curl --location 'http://0.0.0.0:4000/chat/completions' \
+--header 'Content-Type: application/json' \
+--data '{
+    "model": "amazon-nova-micro",
+    "messages": [
+        {
+            "role": "user",
+            "content": "What'\''s the weather like in San Francisco?"
+        }
+    ],
+    "tools": [
+        {
+            "type": "function",
+            "function": {
+                "name": "getCurrentWeather",
+                "description": "Get the current weather in a given city",
+                "parameters": {
+                    "type": "object",
+                    "properties": {
+                        "location": {
+                            "type": "string",
+                            "description": "City and country e.g. San Francisco, CA"
+                        }
+                    },
+                    "required": ["location"]
+                }
+            }
+        }
+    ]
+}'
+```
+
+</TabItem>
+</Tabs>
+
+## Set temperature, top_p, etc.
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+import os
+from litellm import completion
+
+os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
+
+response = completion(
+    model="amazon-nova/nova-pro-v1",
+    messages=[
+        {"role": "user", "content": "Write a creative story"}
+    ],
+    temperature=0.8,
+    max_tokens=500,
+    top_p=0.9
+)
+
+print(response)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+**Set on yaml**
+
+```yaml
+model_list:
+  - model_name: amazon-nova-pro
+    litellm_params:
+      model: amazon-nova/nova-pro-v1
+      temperature: 0.8
+      max_tokens: 500
+      top_p: 0.9
+```
+**Set on request**
+```bash
+curl --location 'http://0.0.0.0:4000/chat/completions' \
+--header 'Content-Type: application/json' \
+--data '{
+    "model": "amazon-nova-pro",
+    "messages": [
+        {
+            "role": "user",
+            "content": "Write a creative story"
+        }
+    ],
+    "temperature": 0.8,
+    "max_tokens": 500,
+    "top_p": 0.9
+}'
+```
+
+</TabItem>
+</Tabs>
+
+## Model Comparison
+
+| Model | Best For | Speed | Cost | Context |
+|-------|----------|-------|------|---------|
+| **Nova Micro** | Simple tasks, high throughput | Fastest | Lowest | 128K |
+| **Nova Lite** | Balanced performance | Fast | Low | 300K |
+| **Nova Pro** | Complex reasoning | Medium | Medium | 300K |
+| **Nova Premier** | Most advanced tasks | Slower | Higher | 1M |
+
+## Error Handling
+
+Common error codes and their meanings:
+
+- `401 Unauthorized`: Invalid API key
+- `429 Too Many Requests`: Rate limit exceeded
+- `400 Bad Request`: Invalid request format
+- `500 Internal Server Error`: Service temporarily unavailable
\ No newline at end of file
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 0e88873d1f5..6262b08c3ac 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -265,6 +265,7 @@ heroku_key: Optional[str] = None
 cometapi_key: Optional[str] = None
 ovhcloud_key: Optional[str] = None
 lemonade_key: Optional[str] = None
+amazon_nova_api_key: Optional[str] = None
 common_cloud_provider_auth_params: dict = {
     "params": ["project", "region_name", "token"],
     "providers": ["vertex_ai", "bedrock", "watsonx", "azure", "vertex_ai_beta"],
@@ -1359,6 +1360,7 @@ from .llms.ovhcloud.embedding.transformation import OVHCloudEmbeddingConfig
 from .llms.cometapi.embed.transformation import CometAPIEmbeddingConfig
 from .llms.lemonade.chat.transformation import LemonadeChatConfig
 from .llms.snowflake.embedding.transformation import SnowflakeEmbeddingConfig
+from .llms.amazon_nova.chat.transformation import AmazonNovaChatConfig
 from .main import *  # type: ignore
 
 # Skills API
diff --git a/litellm/constants.py b/litellm/constants.py
index 0a87f336729..a7cab1ca232 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -414,6 +414,7 @@ LITELLM_CHAT_PROVIDERS = [
     "ovhcloud",
     "lemonade",
     "docker_model_runner",
+    "amazon-nova",
 ]
 
 LITELLM_EMBEDDING_PROVIDERS_SUPPORTING_INPUT_ARRAY_OF_TOKENS = [
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 9d0eff15d0c..52ba7a9cdbc 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -404,6 +404,8 @@ def get_llm_provider(  # noqa: PLR0915
             custom_llm_provider = "lemonade"
         elif model.startswith("clarifai/"):
             custom_llm_provider = "clarifai"
+        elif model.startswith("amazon-nova"):
+            custom_llm_provider = "amazon-nova"
         if not custom_llm_provider:
             if litellm.suppress_debug_info is False:
                 print()  # noqa
diff --git a/litellm/llms/amazon_nova/chat/transformation.py b/litellm/llms/amazon_nova/chat/transformation.py
new file mode 100644
index 00000000000..528fa520368
--- /dev/null
+++ b/litellm/llms/amazon_nova/chat/transformation.py
@@ -0,0 +1,115 @@
+"""
+Translate from OpenAI's `/v1/chat/completions` to Amazon Nova's `/v1/chat/completions`
+"""
+from typing import Any, List, Optional, Tuple, Union
+
+import httpx
+
+import litellm
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import (
+    AllMessageValues,
+)
+from litellm.types.utils import ModelResponse
+
+from ...openai_like.chat.transformation import OpenAILikeChatConfig
+
+
+class AmazonNovaChatConfig(OpenAILikeChatConfig):
+    max_completion_tokens: Optional[int] = None
+    max_tokens: Optional[int] = None
+    metadata: Optional[int] = None
+    temperature: Optional[int] = None
+    top_p: Optional[int] = None
+    tools: Optional[list] = None
+    reasoning_effort: Optional[list] = None
+
+    def __init__(
+        self,
+        max_completion_tokens: Optional[int] = None,
+        max_tokens: Optional[int] = None,
+        temperature: Optional[int] = None,
+        top_p: Optional[int] = None,
+        tools: Optional[list] = None,
+        reasoning_effort: Optional[list] = None,
+    ) -> None:
+        locals_ = locals().copy()
+        for key, value in locals_.items():
+            if key != "self" and value is not None:
+                setattr(self.__class__, key, value)
+
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "amazon-nova"
+
+    @classmethod
+    def get_config(cls):
+        return super().get_config()
+
+    def _get_openai_compatible_provider_info(
+        self, api_base: Optional[str], api_key: Optional[str]
+    ) -> Tuple[Optional[str], Optional[str]]:
+        # Amazon Nova is openai compatible, we just need to set this to custom_openai and have the api_base be Nova's endpoint
+        api_base = (
+            api_base
+            or get_secret_str("AMAZON_NOVA_API_BASE")
+            or "https://api.nova.amazon.com/v1"
+        )  # type: ignore
+        
+        # Get API key from multiple sources
+        key = (
+            api_key
+            or litellm.amazon_nova_api_key
+            or get_secret_str("AMAZON_NOVA_API_KEY")
+            or litellm.api_key
+        )
+        return api_base, key
+    
+    def get_supported_openai_params(self, model: str) -> List:
+        return [
+            "top_p",
+            "temperature",
+            "max_tokens",
+            "max_completion_tokens",
+            "metadata",
+            "stop",
+            "stream",
+            "stream_options",
+            "tools",
+            "tool_choice",
+            "reasoning_effort"
+        ]
+
+    def transform_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        model_response: ModelResponse,
+        logging_obj: LiteLLMLoggingObj,
+        request_data: dict,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        encoding: Any,
+        api_key: Optional[str] = None,
+        json_mode: Optional[bool] = None,
+    ) -> ModelResponse:
+        model_response = super().transform_response(
+            model=model,
+            model_response=model_response,
+            raw_response=raw_response,
+            messages=messages,
+            logging_obj=logging_obj,
+            request_data=request_data,
+            encoding=encoding,
+            optional_params=optional_params,
+            json_mode=json_mode,
+            litellm_params=litellm_params,
+            api_key=api_key,
+        )
+
+        # Storing amazon_nova in the model response for easier cost calculation later
+        setattr(model_response, "model", "amazon-nova/" + model)
+
+        return model_response
\ No newline at end of file
diff --git a/litellm/llms/amazon_nova/cost_calculation.py b/litellm/llms/amazon_nova/cost_calculation.py
new file mode 100644
index 00000000000..0b35d6ea00b
--- /dev/null
+++ b/litellm/llms/amazon_nova/cost_calculation.py
@@ -0,0 +1,21 @@
+"""
+Helper util for handling amazon nova cost calculation
+- e.g.: prompt caching
+"""
+
+from typing import TYPE_CHECKING, Tuple
+
+from litellm.litellm_core_utils.llm_cost_calc.utils import generic_cost_per_token
+
+if TYPE_CHECKING:
+    from litellm.types.utils import Usage
+
+
+def cost_per_token(model: str, usage: "Usage") -> Tuple[float, float]:
+    """
+    Calculates the cost per token for a given model, prompt tokens, and completion tokens.
+    Follows the same logic as Anthropic's cost per token calculation.
+    """
+    return generic_cost_per_token(
+        model=model, usage=usage, custom_llm_provider="amazon-nova"
+    )
\ No newline at end of file
diff --git a/litellm/main.py b/litellm/main.py
index 67b1800e152..b5d55f9f998 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -2662,6 +2662,35 @@ def completion(  # type: ignore # noqa: PLR0915
             )
 
             response = model_response
+        elif custom_llm_provider == "amazon-nova":
+            api_key = (
+                api_key
+                or litellm.amazon_nova_api_key
+                or get_secret_str("AMAZON_NOVA_API_KEY")
+                or litellm.api_key
+            )
+            api_base = (
+                api_base
+                or litellm.api_base
+                or get_secret_str("AMAZON_NOVA_API_BASE")
+                or "https://api.nova.amazon.com/v1"
+            )
+            response = openai_like_chat_completion.completion(
+                model=model,
+                messages=messages,
+                api_base=api_base,
+                model_response=model_response,
+                print_verbose=print_verbose,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+                logger_fn=logger_fn,
+                encoding=encoding,
+                api_key=api_key,
+                logging_obj=logging,
+                timeout=timeout,
+                custom_llm_provider=custom_llm_provider,
+                custom_prompt_dict=custom_prompt_dict,
+            )
         elif custom_llm_provider == "huggingface":
             huggingface_key = (
                 api_key
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index c26aada0a50..e0df56dd7d7 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -16955,6 +16955,60 @@
         "supports_response_schema": true,
         "supports_tool_choice": true
     },
+    "amazon-nova/nova-micro-v1": {
+        "input_cost_per_token": 3.5e-08,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-07,
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
+    "amazon-nova/nova-lite-v1": {
+        "input_cost_per_token": 6e-08,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 300000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 2.4e-07,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
+    "amazon-nova/nova-premier-v1": {
+        "input_cost_per_token": 2.5e-06,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 1.25e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": false,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
+    "amazon-nova/nova-pro-v1": {
+        "input_cost_per_token": 8e-07,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 300000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 3.2e-06,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
     "groq/deepseek-r1-distill-llama-70b": {
         "input_cost_per_token": 7.5e-07,
         "litellm_provider": "groq",
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 4861510da24..10081765d4d 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3002,6 +3002,7 @@ class LlmProviders(str, Enum):
     WANDB = "wandb"
     OVHCLOUD = "ovhcloud"
     LEMONADE = "lemonade"
+    AMAZON_NOVA = "amazon-nova"
     A2A_AGENT = "a2a_agent"
 
 
diff --git a/litellm/utils.py b/litellm/utils.py
index 244eedc9cb4..b283d5ae6e1 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7254,6 +7254,8 @@ class ProviderConfigManager:
             return litellm.HyperbolicChatConfig()
         elif litellm.LlmProviders.OVHCLOUD == provider:
             return litellm.OVHCloudChatConfig()
+        elif litellm.LlmProviders.AMAZON_NOVA == provider:
+            return litellm.AmazonNovaChatConfig()
         return None
 
     @staticmethod
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index c26aada0a50..e0df56dd7d7 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -16955,6 +16955,60 @@
         "supports_response_schema": true,
         "supports_tool_choice": true
     },
+    "amazon-nova/nova-micro-v1": {
+        "input_cost_per_token": 3.5e-08,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-07,
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true
+    },
+    "amazon-nova/nova-lite-v1": {
+        "input_cost_per_token": 6e-08,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 300000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 2.4e-07,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
+    "amazon-nova/nova-premier-v1": {
+        "input_cost_per_token": 2.5e-06,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 1.25e-05,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": false,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
+    "amazon-nova/nova-pro-v1": {
+        "input_cost_per_token": 8e-07,
+        "litellm_provider": "amazon-nova",
+        "max_input_tokens": 300000,
+        "max_output_tokens": 10000,
+        "max_tokens": 10000,
+        "mode": "chat",
+        "output_cost_per_token": 3.2e-06,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_vision": true
+    },
     "groq/deepseek-r1-distill-llama-70b": {
         "input_cost_per_token": 7.5e-07,
         "litellm_provider": "groq",
diff --git a/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py b/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py
new file mode 100644
index 00000000000..547ba4db1bf
--- /dev/null
+++ b/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py
@@ -0,0 +1,167 @@
+import os
+import sys
+import pytest
+
+# Ensure the project root is on the import path
+sys.path.insert(0, os.path.abspath("../../../../../.."))
+
+from litellm import completion
+from litellm.types.utils import ModelResponse, Usage, Choices, Message
+
+def _has_api_key() -> bool:
+    """Check if Amazon Nova API key is available"""
+    return "AMAZON_NOVA_API_KEY" in os.environ and os.environ["AMAZON_NOVA_API_KEY"] is not None
+
+def _create_mock_nova_response():
+    """Helper function to create mock Amazon Nova response for testing"""
+    return ModelResponse(
+        id="chatcmpl-test-nova-micro",
+        choices=[
+            Choices(
+                finish_reason="stop",
+                index=0,
+                message=Message(
+                    content="I am Amazon Nova Micro. 777 times 9 equals 6993.",
+                    role="assistant"
+                )
+            )
+        ],
+        created=1234567890,
+        model="amazon-nova/nova-micro-v1",
+        object="chat.completion",
+        usage=Usage(
+            prompt_tokens=25,
+            completion_tokens=15,
+            total_tokens=40
+        )
+    )
+
+def test_amazon_nova_chat_completion_nova_micro():
+    if _has_api_key():
+        response: ModelResponse = completion(model="amazon-nova/nova-micro-v1", messages=[{
+                "role": "system",
+                "content": "You are a helpful assistant"
+            },
+            {
+                "role": "user",
+                "content": "What model are you? Can you calculate 777 times 9?"
+            }], api_key=os.environ["AMAZON_NOVA_API_KEY"])
+    else:
+        # Use mock response when API key is not available
+        response = _create_mock_nova_response()
+        # Additional mock-specific assertions for code review reference
+        assert response.choices[0].message.content == "I am Amazon Nova Micro. 777 times 9 equals 6993."
+        assert response.model == "amazon-nova/nova-micro-v1"
+        assert response.usage.prompt_tokens == 25
+        assert response.usage.completion_tokens == 15
+        assert response.object == "chat.completion"
+        assert response.choices[0].finish_reason == "stop"
+        assert response.choices[0].message.role == "assistant"
+
+    # Common assertions for both real and mock responses
+    assert response is not None
+    assert hasattr(response, 'choices')
+    assert len(response.choices) > 0
+    assert response.choices[0].message.content is not None
+    assert response.usage.total_tokens > 0
+
+@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
+def test_amazon_nova_chat_completion_nova_lite():
+    response: ModelResponse = completion(model="amazon-nova/nova-lite-v1", messages=[{
+            "role": "system",
+            "content": "You are a helpful assistant"
+        },
+        {
+            "role": "user",
+            "content": "What model are you? Please tell me a poem on rain"
+        }], api_key=os.environ["AMAZON_NOVA_API_KEY"])
+
+    assert response is not None
+    assert hasattr(response, 'choices')
+    assert len(response.choices) > 0
+    assert response.choices[0].message.content is not None
+    assert response.usage.total_tokens > 0
+
+@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
+def test_amazon_nova_chat_completion_nova_pro():
+    response: ModelResponse = completion(model="amazon-nova/nova-pro-v1", messages=[{
+            "role": "system",
+            "content": "You are a helpful assistant"
+        },
+        {
+            "role": "user",
+            "content": "What model are you? What is MCP server and how does that help in building GenAI applications?"
+        }], timeout=30, api_key=os.environ["AMAZON_NOVA_API_KEY"])
+
+    assert response is not None
+    assert hasattr(response, 'choices')
+    assert len(response.choices) > 0
+    assert response.choices[0].message.content is not None
+    assert response.usage.total_tokens > 0
+
+@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
+def test_amazon_nova_chat_completion_nova_premier():
+    response: ModelResponse = completion(model="amazon-nova/nova-premier-v1", messages=[{
+            "role": "system",
+            "content": "You are a helpful assistant"
+        },
+        {
+            "role": "user",
+            "content": "What model are you? Can you help me understand what Trigonometry is?"
+        }], timeout=60, api_key=os.environ["AMAZON_NOVA_API_KEY"])
+
+    assert response is not None
+    print(response.choices[0].message.content)
+    assert hasattr(response, 'choices')
+    assert len(response.choices) > 0
+    assert response.choices[0].message.content is not None
+    assert response.usage.total_tokens > 0
+
+@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
+def test_amazon_nova_chat_completion_with_tool_usage():
+    response: ModelResponse = completion(model="amazon-nova/nova-micro-v1", messages=[{
+            "role": "system",
+            "content": "You are a helpful assistant"
+        },
+        {
+            "role": "user",
+            "content": "What is the temperature in SFO?"
+        }],
+        tools=[{
+            "type": "function",
+            "function": {
+                "name": "getCurrentWeather",
+                "description": "Get the current weather in a given city",
+                "parameters": {
+                "type": "object",
+                "properties": {
+                    "location": {
+                    "type": "string",
+                    "description": "City and country e.g. Bogotá, Colombia"
+                    }
+                },
+                "required": ["location"]
+                }
+            }
+        }], api_key=os.environ["AMAZON_NOVA_API_KEY"])
+
+    assert response is not None
+    assert hasattr(response, 'choices')
+    assert len(response.choices) > 0
+    assert response.choices[0].message is not None
+
+@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
+def test_amazon_nova_chat_completion_with_stream_response():
+    response = completion(model="amazon-nova/nova-micro-v1", stream=True, messages=[{
+            "role": "system",
+            "content": "You are a helpful assistant"
+        },
+        {
+            "role": "user",
+            "content": "What are MMO games? Can you give me some sample references?"
+        }], api_key=os.environ["AMAZON_NOVA_API_KEY"])
+
+    assert response is not None
+    chunks = list(response)
+    assert chunks is not None
+    assert len(chunks) > 0
\ No newline at end of file

From 7385801fbade448723d5f16f7e968bd771365abc Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 14:45:50 -0800
Subject: [PATCH 160/178] Fixing path to image

---
 docs/my-website/release_notes/v1.80.8-stable/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/my-website/release_notes/v1.80.8-stable/index.md b/docs/my-website/release_notes/v1.80.8-stable/index.md
index 69ec5906355..4d94024e0cd 100644
--- a/docs/my-website/release_notes/v1.80.8-stable/index.md
+++ b/docs/my-website/release_notes/v1.80.8-stable/index.md
@@ -94,7 +94,7 @@ Get started with Agent Gateway here: [Agent Gateway Documentation](../../docs/a2
 ### Customer (End User) Usage UI
 
 <Image
-img={require('../../img/release_notes/customer_usage.png')}
+img={require('../../img/customer_usage.png')}
 style={{width: '100%', display: 'block', margin: '2rem auto'}}
 />
 

From 805a8f0d9f1a2dbe9b5b5a350049e74ce30c727e Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 15:27:47 -0800
Subject: [PATCH 161/178] Loading states for Edit Membership modal

---
 .../src/components/team/EditMembership.tsx    | 20 ++++++++++++++-----
 ui/litellm-dashboard/tests/setupTests.ts      |  4 ++++
 2 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/team/EditMembership.tsx b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
index e201075cf41..e6d9ccad60b 100644
--- a/ui/litellm-dashboard/src/components/team/EditMembership.tsx
+++ b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
@@ -1,6 +1,6 @@
 import { Text, TextInput } from "@tremor/react";
 import { Button as AntButton, Form, Modal, Select } from "antd";
-import React, { useEffect } from "react";
+import React, { useEffect, useState } from "react";
 import NumericalInput from "../shared/numerical_input";
 
 interface BaseMember {
@@ -48,6 +48,7 @@ const MemberModal = <T extends BaseMember>({
   config,
 }: MemberModalProps<T>) => {
   const [form] = Form.useForm();
+  const [isSubmitting, setIsSubmitting] = useState(false);
 
   console.log("Initial Data:", initialData);
 
@@ -79,6 +80,7 @@ const MemberModal = <T extends BaseMember>({
 
   const handleSubmit = async (values: any) => {
     try {
+      setIsSubmitting(true);
       // Trim string values and clean up form data
       const formData = Object.entries(values).reduce((acc, [key, value]) => {
         if (typeof value === "string") {
@@ -94,12 +96,14 @@ const MemberModal = <T extends BaseMember>({
       }, {}) as T;
 
       console.log("Submitting form data:", formData);
-      onSubmit(formData);
+      await Promise.resolve(onSubmit(formData));
       form.resetFields();
       // NotificationsManager.success(`Successfully ${mode === 'add' ? 'added' : 'updated'} member`);
     } catch (error) {
       // NotificationManager.fromBackend('Failed to submit form');
       console.error("Form submission error:", error);
+    } finally {
+      setIsSubmitting(false);
     }
   };
 
@@ -217,11 +221,17 @@ const MemberModal = <T extends BaseMember>({
         ))}
 
         <div className="text-right mt-6">
-          <AntButton onClick={onCancel} className="mr-2">
+          <AntButton onClick={onCancel} className="mr-2" disabled={isSubmitting}>
             Cancel
           </AntButton>
-          <AntButton type="default" htmlType="submit">
-            {mode === "add" ? "Add Member" : "Save Changes"}
+          <AntButton type="default" htmlType="submit" loading={isSubmitting}>
+            {mode === "add"
+              ? isSubmitting
+                ? "Adding..."
+                : "Add Member"
+              : isSubmitting
+                ? "Saving..."
+                : "Save Changes"}
           </AntButton>
         </div>
       </Form>
diff --git a/ui/litellm-dashboard/tests/setupTests.ts b/ui/litellm-dashboard/tests/setupTests.ts
index 0a21f9dd4d5..cce37d79057 100644
--- a/ui/litellm-dashboard/tests/setupTests.ts
+++ b/ui/litellm-dashboard/tests/setupTests.ts
@@ -21,6 +21,10 @@ vi.mock("@tremor/react", async (importOriginal) => {
   const actual = await importOriginal<typeof import("@tremor/react")>();
   return {
     ...actual,
+    Button: React.forwardRef<HTMLButtonElement, any>(({ children, ...props }, ref) =>
+      // Render as a native button to avoid Tremor-specific behaviors in tests
+      React.createElement("button", { ...props, ref }, children),
+    ),
     Tooltip: ({ children, ..._props }: { children?: React.ReactNode; [key: string]: unknown }) => {
       // Return children directly without tooltip functionality to prevent flaky tests
       // This avoids issues with hover states, positioning, and DOM queries in tests

From 5f27c70bb070c98298a9bc7687bfc5124826c5be Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Sun, 7 Dec 2025 04:59:35 +0530
Subject: [PATCH 162/178] Add beta header in vertex request for claude
 websearch request (#16269)

* Add beta header in vertex request for claude websearch request

* add condition if header present don't overide

---------

Co-authored-by: Krish Dholakia <krrishdholakia@gmail.com>
---
 litellm/llms/anthropic/common_utils.py        | 23 ++++++-
 .../messages/transformation.py                |  2 +-
 .../transformation.py                         | 10 +++
 litellm/types/llms/anthropic.py               |  2 +-
 ...artner_models_anthropic_messages_config.py | 67 +++++++++++++++++++
 ...partner_models_anthropic_transformation.py | 40 +++++++++++
 6 files changed, 139 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py
index 246618ad9e2..7ca3c555542 100644
--- a/litellm/llms/anthropic/common_utils.py
+++ b/litellm/llms/anthropic/common_utils.py
@@ -12,7 +12,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
 )
 from litellm.llms.base_llm.base_utils import BaseLLMModelInfo, BaseTokenCounter
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
-from litellm.types.llms.anthropic import AllAnthropicToolsValues, AnthropicMcpServerTool
+from litellm.types.llms.anthropic import AllAnthropicToolsValues, AnthropicMcpServerTool, ANTHROPIC_HOSTED_TOOLS
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import TokenCountResponse
 
@@ -72,6 +72,17 @@ class AnthropicModelInfo(BaseLLMModelInfo):
                 return tool["type"]
         return None
 
+    def is_web_search_tool_used(
+        self, tools: Optional[List[AllAnthropicToolsValues]]
+    ) -> bool:
+        """Returns True if web_search tool is used"""
+        if tools is None:
+            return False
+        for tool in tools:
+            if "type" in tool and tool["type"].startswith(ANTHROPIC_HOSTED_TOOLS.WEB_SEARCH.value):
+                return True
+        return False
+
     def is_pdf_used(self, messages: List[AllMessageValues]) -> bool:
         """
         Set to true if media passed into messages.
@@ -252,6 +263,7 @@ class AnthropicModelInfo(BaseLLMModelInfo):
         pdf_used: bool = False,
         file_id_used: bool = False,
         mcp_server_used: bool = False,
+        web_search_tool_used: bool = False,
         tool_search_used: bool = False,
         programmatic_tool_calling_used: bool = False,
         input_examples_used: bool = False,
@@ -292,9 +304,12 @@ class AnthropicModelInfo(BaseLLMModelInfo):
         if user_anthropic_beta_headers is not None:
             betas.update(user_anthropic_beta_headers)
 
-        # Don't send any beta headers to Vertex, Vertex has failed requests when they are sent
+        # Don't send any beta headers to Vertex, except web search which is required
         if is_vertex_request is True:
-            pass
+            # Vertex AI requires web search beta header for web search to work
+            if web_search_tool_used:
+                from litellm.types.llms.anthropic import ANTHROPIC_BETA_HEADER_VALUES
+                headers["anthropic-beta"] = ANTHROPIC_BETA_HEADER_VALUES.WEB_SEARCH_2025_03_05.value
         elif len(betas) > 0:
             headers["anthropic-beta"] = ",".join(betas)
 
@@ -325,6 +340,7 @@ class AnthropicModelInfo(BaseLLMModelInfo):
         )
         pdf_used = self.is_pdf_used(messages=messages)
         file_id_used = self.is_file_id_used(messages=messages)
+        web_search_tool_used = self.is_web_search_tool_used(tools=tools)
         tool_search_used = self.is_tool_search_used(tools=tools)
         programmatic_tool_calling_used = self.is_programmatic_tool_calling_used(tools=tools)
         input_examples_used = self.is_input_examples_used(tools=tools)
@@ -338,6 +354,7 @@ class AnthropicModelInfo(BaseLLMModelInfo):
             pdf_used=pdf_used,
             api_key=api_key,
             file_id_used=file_id_used,
+            web_search_tool_used=web_search_tool_used,
             is_vertex_request=optional_params.get("is_vertex_request", False),
             user_anthropic_beta_headers=user_anthropic_beta_headers,
             mcp_server_used=mcp_server_used,
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 99d19f0460c..790e7901960 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -103,7 +103,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
                 status_code=400,
             )
         ####### get required params for all anthropic messages requests ######
-        verbose_logger.debug(f"🔍 TRANSFORMATION DEBUG - Messages: {messages}")
+        verbose_logger.debug(f"TRANSFORMATION DEBUG - Messages: {messages}")
         anthropic_messages_request: AnthropicMessagesRequest = AnthropicMessagesRequest(
             messages=messages,
             max_tokens=max_tokens,
diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
index 2133cac2c58..c22072af2f3 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
@@ -5,6 +5,7 @@ from litellm.llms.anthropic.experimental_pass_through.messages.transformation im
 )
 from litellm.types.llms.vertex_ai import VertexPartnerProvider
 from litellm.types.router import GenericLiteLLMParams
+from litellm.types.llms.anthropic import ANTHROPIC_BETA_HEADER_VALUES, ANTHROPIC_HOSTED_TOOLS
 
 from ....vertex_llm_base import VertexBase
 
@@ -49,6 +50,15 @@ class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, Vert
             )
 
         headers["content-type"] = "application/json"
+        
+        # Add web search beta header for Vertex AI only if not already set
+        if "anthropic-beta" not in headers:
+            tools = optional_params.get("tools", [])
+            for tool in tools:
+                if isinstance(tool, dict) and tool.get("type", "").startswith(ANTHROPIC_HOSTED_TOOLS.WEB_SEARCH.value):
+                    headers["anthropic-beta"] = ANTHROPIC_BETA_HEADER_VALUES.WEB_SEARCH_2025_03_05.value
+                    break
+        
         return headers, api_base
 
     def get_complete_url(
diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py
index 507b382f785..df6580f9b3a 100644
--- a/litellm/types/llms/anthropic.py
+++ b/litellm/types/llms/anthropic.py
@@ -627,8 +627,8 @@ class ANTHROPIC_BETA_HEADER_VALUES(str, Enum):
     """
     Known beta header values for Anthropic.
     """
-
     WEB_FETCH_2025_09_10 = "web-fetch-2025-09-10"
+    WEB_SEARCH_2025_03_05 = "web-search-2025-03-05"
     CONTEXT_MANAGEMENT_2025_06_27 = "context-management-2025-06-27"
     STRUCTURED_OUTPUT_2025_09_25 = "structured-outputs-2025-11-13"
     ADVANCED_TOOL_USE_2025_11_20 = "advanced-tool-use-2025-11-20"
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
index ba2e686c5ff..623f8c579ff 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
+++ b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
@@ -31,3 +31,70 @@ def test_validate_environment_uses_vertex_ai_location():
             api_base=None,
         )
         assert mock_get_url.call_args.kwargs["vertex_location"] == "europe-west1"
+
+
+def test_web_search_header_added_for_messages_endpoint():
+    """Test that web search tool adds the required beta header for Vertex AI /v1/messages requests"""
+    config = VertexAIPartnerModelsAnthropicMessagesConfig()
+    headers = {}
+    litellm_params = {
+        "vertex_ai_project": "test-project",
+        "vertex_ai_location": "us-central1",
+        "vertex_credentials": "{}",
+    }
+    # Include web search tool in optional_params
+    optional_params = {
+        "tools": [
+            {"type": "web_search_20250305", "name": "web_search", "max_uses": 5}
+        ]
+    }
+
+    with patch.object(
+        config, "_ensure_access_token", return_value=("token", "test-project")
+    ), patch.object(
+        config, "get_complete_vertex_url", return_value="https://mock-url"
+    ):
+        updated_headers, api_base = config.validate_anthropic_messages_environment(
+            headers=headers,
+            model="claude-sonnet-4",
+            messages=[],
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            api_base=None,
+        )
+        
+        # Assert that the anthropic-beta header with web-search is present
+        assert "anthropic-beta" in updated_headers, "anthropic-beta header should be present"
+        assert updated_headers["anthropic-beta"] == "web-search-2025-03-05", \
+            f"anthropic-beta should be 'web-search-2025-03-05', got: {updated_headers['anthropic-beta']}"
+
+
+def test_web_search_header_not_added_without_tool():
+    """Test that beta header is NOT added when web search tool is not present"""
+    config = VertexAIPartnerModelsAnthropicMessagesConfig()
+    headers = {}
+    litellm_params = {
+        "vertex_ai_project": "test-project",
+        "vertex_ai_location": "us-central1",
+        "vertex_credentials": "{}",
+    }
+    # No web search tool
+    optional_params = {}
+
+    with patch.object(
+        config, "_ensure_access_token", return_value=("token", "test-project")
+    ), patch.object(
+        config, "get_complete_vertex_url", return_value="https://mock-url"
+    ):
+        updated_headers, api_base = config.validate_anthropic_messages_environment(
+            headers=headers,
+            model="claude-sonnet-4",
+            messages=[],
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            api_base=None,
+        )
+        
+        # Assert that the anthropic-beta header is NOT present when no web search tool
+        assert "anthropic-beta" not in updated_headers, \
+            "anthropic-beta header should not be present without web search tool"
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
index 4a65b692a49..b129b7bab7f 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
+++ b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
@@ -32,3 +32,43 @@ def test_get_supported_params_thinking():
     config = VertexAIAnthropicConfig()
     params = config.get_supported_openai_params(model="claude-sonnet-4")
     assert "thinking" in params
+
+
+def test_vertex_ai_anthropic_web_search_header_in_completion():
+    """Test that web search tool adds the required beta header for Vertex AI completion requests"""
+    from unittest.mock import MagicMock, patch
+    from litellm.llms.anthropic.common_utils import AnthropicModelInfo
+    
+    # Create the config instance
+    model_info = AnthropicModelInfo()
+    
+    # Test the header generation directly
+    tools = [{"type": "web_search_20250305", "name": "web_search", "max_uses": 5}]
+    
+    # Check if web search tool is detected
+    web_search_detected = model_info.is_web_search_tool_used(tools=tools)
+    assert web_search_detected is True, "Web search tool should be detected"
+    
+    # Generate headers with is_vertex_request=True
+    headers = model_info.get_anthropic_headers(
+        api_key="test-key",
+        web_search_tool_used=web_search_detected,
+        is_vertex_request=True,
+    )
+    
+    # Assert that the anthropic-beta header with web-search is present
+    assert "anthropic-beta" in headers, "anthropic-beta header should be present"
+    assert headers["anthropic-beta"] == "web-search-2025-03-05", \
+        f"anthropic-beta should be 'web-search-2025-03-05', got: {headers['anthropic-beta']}"
+    
+    # Test that header is NOT added for non-Vertex requests
+    headers_non_vertex = model_info.get_anthropic_headers(
+        api_key="test-key",
+        web_search_tool_used=web_search_detected,
+        is_vertex_request=False,
+    )
+    
+    # For non-Vertex (Anthropic-hosted), the web search header should NOT be in anthropic-beta
+    # because Anthropic doesn't require it
+    assert "anthropic-beta" not in headers_non_vertex or "web-search" not in headers_non_vertex.get("anthropic-beta", ""), \
+        "anthropic-beta with web-search should not be present for non-Vertex requests"

From 238affd3324925c06e7833af7fe97dc3f22eebb6 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 15:51:44 -0800
Subject: [PATCH 163/178] fix code qa check

---
 litellm/llms/amazon_nova/chat/transformation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/amazon_nova/chat/transformation.py b/litellm/llms/amazon_nova/chat/transformation.py
index 528fa520368..325b0cb14b0 100644
--- a/litellm/llms/amazon_nova/chat/transformation.py
+++ b/litellm/llms/amazon_nova/chat/transformation.py
@@ -1,7 +1,7 @@
 """
 Translate from OpenAI's `/v1/chat/completions` to Amazon Nova's `/v1/chat/completions`
 """
-from typing import Any, List, Optional, Tuple, Union
+from typing import Any, List, Optional, Tuple
 
 import httpx
 

From 8539aac85a3fa121577cec7031cf3545b5caff6b Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 15:53:49 -0800
Subject: [PATCH 164/178] fix scans

---
 ci_cd/security_scans.sh | 2 ++
 litellm/__init__.py     | 4 ++++
 2 files changed, 6 insertions(+)

diff --git a/ci_cd/security_scans.sh b/ci_cd/security_scans.sh
index 7b2a76a85a6..6950880320b 100755
--- a/ci_cd/security_scans.sh
+++ b/ci_cd/security_scans.sh
@@ -76,6 +76,8 @@ run_grype_scans() {
         "GHSA-4xh5-x5gv-qwph"
         "CVE-2025-8291" # no fix available as of Oct 11, 2025
         "GHSA-5j98-mcp5-4vw2"
+        "CVE-2025-13836" # Python 3.13 HTTP response reading OOM/DoS - no fix available in base image
+        "CVE-2025-12084" # Python 3.13 xml.dom.minidom quadratic algorithm - no fix available in base image
     )
 
     # Build JSON array of allowlisted CVE IDs for jq
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 6262b08c3ac..e4ad39d2534 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -573,6 +573,7 @@ ovhcloud_models: Set = set()
 ovhcloud_embedding_models: Set = set()
 lemonade_models: Set = set()
 docker_model_runner_models: Set = set()
+amazon_nova_models: Set = set()
 
 
 def is_bedrock_pricing_only_model(key: str) -> bool:
@@ -815,6 +816,8 @@ def add_known_models():
             lemonade_models.add(key)
         elif value.get("litellm_provider") == "docker_model_runner":
             docker_model_runner_models.add(key)
+        elif value.get("litellm_provider") == "amazon-nova":
+            amazon_nova_models.add(key)
 
 
 add_known_models()
@@ -1016,6 +1019,7 @@ models_by_provider: dict = {
     "ovhcloud": ovhcloud_models | ovhcloud_embedding_models,
     "lemonade": lemonade_models,
     "clarifai": clarifai_models,
+    "amazon-nova": amazon_nova_models,
 }
 
 # mapping for those models which have larger equivalents

From b6562b9d888df75d770e6eab6997d162362d9119 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:00:05 -0800
Subject: [PATCH 165/178] test_thought_true_with_empty_text_creates_block

---
 .../test_gemini_reasoning_content.py          | 44 +++++++++++++------
 1 file changed, 31 insertions(+), 13 deletions(-)

diff --git a/tests/local_testing/test_gemini_reasoning_content.py b/tests/local_testing/test_gemini_reasoning_content.py
index 7e516ae8439..758616b4c94 100644
--- a/tests/local_testing/test_gemini_reasoning_content.py
+++ b/tests/local_testing/test_gemini_reasoning_content.py
@@ -1,20 +1,38 @@
-import json
 from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import VertexGeminiConfig
 
 
-def test_empty_part_does_not_create_thinking_block():
-    parts = [{"text": "", "thoughtSignature": "sig-1"}]
-    config = VertexGeminiConfig()
-    thinking_blocks = config._extract_thinking_blocks_from_parts(parts)
-    assert thinking_blocks == []
-
-
-def test_non_empty_part_creates_thinking_block():
-    parts = [{"text": "Some thinking", "thoughtSignature": "sig-2"}]
+def test_thought_true_creates_thinking_block():
+    """
+    Test that a part with thought=True and non-empty text creates a thinking block.
+    Per Google's docs, parts must have thought=True to be thinking content.
+    """
+    parts = [{"text": "Some thinking", "thought": True, "thoughtSignature": "sig-1"}]
     config = VertexGeminiConfig()
     thinking_blocks = config._extract_thinking_blocks_from_parts(parts)
     assert len(thinking_blocks) == 1
     block = thinking_blocks[0]
-    # thinking should be valid JSON containing the text
-    parsed = json.loads(block["thinking"]) if isinstance(block["thinking"], str) else None
-    assert parsed is not None and parsed.get("text") == "Some thinking"
+    assert block["thinking"] == "Some thinking"
+    assert block["signature"] == "sig-1"
+
+
+def test_thought_true_with_empty_text_creates_block():
+    """
+    Test that a part with thought=True but empty text still creates a thinking block.
+    """
+    parts = [{"text": "", "thought": True, "thoughtSignature": "sig-2"}]
+    config = VertexGeminiConfig()
+    thinking_blocks = config._extract_thinking_blocks_from_parts(parts)
+    assert len(thinking_blocks) == 1
+    assert thinking_blocks[0]["thinking"] == ""
+
+
+def test_thought_signature_without_thought_does_not_create_block():
+    """
+    Test that a part with thoughtSignature but without thought=True does NOT create
+    a thinking block. Per Google's docs, thoughtSignature is for multi-turn context
+    preservation and does not indicate that the content is thinking.
+    """
+    parts = [{"text": "Some text", "thoughtSignature": "sig-3"}]
+    config = VertexGeminiConfig()
+    thinking_blocks = config._extract_thinking_blocks_from_parts(parts)
+    assert thinking_blocks == []

From 3090197861fb408a7313a1f72ca7443f789cfc94 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:02:02 -0800
Subject: [PATCH 166/178] fix docker

---
 docker/build_from_pip/Dockerfile.build_from_pip | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index dc8183b55f7..0c773778166 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -1,4 +1,4 @@
-FROM cgr.dev/chainguard/python:latest-dev
+FROM cgr.dev/chainguard/python:3.13-dev
 
 USER root
 WORKDIR /app
@@ -7,9 +7,7 @@ ENV HOME=/home/litellm
 ENV PATH="${HOME}/venv/bin:$PATH"
 
 # Install runtime dependencies
-# Note: The base image has Python 3.14, but python3-dev installs Python 3.13 which conflicts.
-# The -dev variant should include Python headers, but if compilation fails, we may need
-# to install python-3.14-dev specifically (if available in the repo)
+# Note: Using Python 3.13 for compatibility with ddtrace and other packages
 # rust and cargo are required for building ddtrace from source
 RUN apk update && \
     apk add --no-cache gcc openssl openssl-dev rust

From 14d331e9ea08c7bd67b878635f1794dfd94bd7aa Mon Sep 17 00:00:00 2001
From: Krish Dholakia <krrishdholakia@gmail.com>
Date: Sat, 6 Dec 2025 16:03:51 -0800
Subject: [PATCH 167/178] fix(vertex_llm_base.py): Add missing scopes to
 identity pool credentials (#17560)

* fix(vertex_llm_base.py): Fixes https://github.com/BerriAI/litellm/issues/17377

* test: update tests
---
 litellm/llms/vertex_ai/vertex_llm_base.py     |  50 +++--
 .../llms/vertex_ai/test_vertex_llm_base.py    | 201 ++++++++++++++----
 2 files changed, 186 insertions(+), 65 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index 251d3c0c454..826f151df35 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -90,9 +90,15 @@ class VertexBase:
                     else ""
                 )
                 if isinstance(environment_id, str) and "aws" in environment_id:
-                    creds = self._credentials_from_identity_pool_with_aws(json_obj)
+                    creds = self._credentials_from_identity_pool_with_aws(
+                        json_obj,
+                        scopes=["https://www.googleapis.com/auth/cloud-platform"],
+                    )
                 else:
-                    creds = self._credentials_from_identity_pool(json_obj)
+                    creds = self._credentials_from_identity_pool(
+                        json_obj,
+                        scopes=["https://www.googleapis.com/auth/cloud-platform"],
+                    )
             # Check if the JSON object contains Authorized User configuration (via gcloud auth application-default login)
             elif "type" in json_obj and json_obj["type"] == "authorized_user":
                 creds = self._credentials_from_authorized_user(
@@ -131,15 +137,21 @@ class VertexBase:
         return creds, project_id
 
     # Google Auth Helpers -- extracted for mocking purposes in tests
-    def _credentials_from_identity_pool(self, json_obj):
+    def _credentials_from_identity_pool(self, json_obj, scopes):
         from google.auth import identity_pool
 
-        return identity_pool.Credentials.from_info(json_obj)
+        creds = identity_pool.Credentials.from_info(json_obj)
+        if scopes and hasattr(creds, "requires_scopes") and creds.requires_scopes:
+            creds = creds.with_scopes(scopes)
+        return creds
 
-    def _credentials_from_identity_pool_with_aws(self, json_obj):
+    def _credentials_from_identity_pool_with_aws(self, json_obj, scopes):
         from google.auth import aws
 
-        return aws.Credentials.from_info(json_obj)
+        creds = aws.Credentials.from_info(json_obj)
+        if scopes and hasattr(creds, "requires_scopes") and creds.requires_scopes:
+            creds = creds.with_scopes(scopes)
+        return creds
 
     def _credentials_from_authorized_user(self, json_obj, scopes):
         import google.oauth2.credentials
@@ -300,7 +312,7 @@ class VertexBase:
     ) -> Tuple[Optional[str], str]:
         """
         for cloudflare ai gateway - https://github.com/BerriAI/litellm/issues/4317
-        
+
         Handles custom api_base for:
         1. Gemini (Google AI Studio) - constructs /models/{model}:{endpoint}
         2. Vertex AI with standard proxies - constructs {api_base}:{endpoint}
@@ -328,7 +340,7 @@ class VertexBase:
                         "Missing gemini_api_key, please set `GEMINI_API_KEY`"
                     )
                 if gemini_api_key is not None:
-                    auth_header = {"x-goog-api-key": gemini_api_key}  # type: ignore[assignment] 
+                    auth_header = {"x-goog-api-key": gemini_api_key}  # type: ignore[assignment]
             else:
                 # For Vertex AI
                 if use_psc_endpoint_format:
@@ -396,9 +408,7 @@ class VertexBase:
             )
 
             ### SET RUNTIME ENDPOINT ###
-            version = (
-                "v1beta1" if should_use_v1beta1_features is True else "v1"
-            )
+            version = "v1beta1" if should_use_v1beta1_features is True else "v1"
             url, endpoint = _get_vertex_url(
                 mode=mode,
                 model=model,
@@ -675,13 +685,13 @@ class VertexBase:
     def safe_get_vertex_ai_project(litellm_params: dict) -> Optional[str]:
         """
         Safely get Vertex AI project without mutating the litellm_params dict.
-        
+
         Unlike get_vertex_ai_project(), this does NOT pop values from the dict,
         making it safe to call multiple times with the same litellm_params.
-        
+
         Args:
             litellm_params: Dictionary containing Vertex AI parameters
-            
+
         Returns:
             Vertex AI project ID or None
         """
@@ -696,13 +706,13 @@ class VertexBase:
     def safe_get_vertex_ai_credentials(litellm_params: dict) -> Optional[str]:
         """
         Safely get Vertex AI credentials without mutating the litellm_params dict.
-        
+
         Unlike get_vertex_ai_credentials(), this does NOT pop values from the dict,
         making it safe to call multiple times with the same litellm_params.
-        
+
         Args:
             litellm_params: Dictionary containing Vertex AI parameters
-            
+
         Returns:
             Vertex AI credentials or None
         """
@@ -716,13 +726,13 @@ class VertexBase:
     def safe_get_vertex_ai_location(litellm_params: dict) -> Optional[str]:
         """
         Safely get Vertex AI location without mutating the litellm_params dict.
-        
+
         Unlike get_vertex_ai_location(), this does NOT pop values from the dict,
         making it safe to call multiple times with the same litellm_params.
-        
+
         Args:
             litellm_params: Dictionary containing Vertex AI parameters
-            
+
         Returns:
             Vertex AI location/region or None
         """
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
index 129534ffc7a..389c8446135 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
@@ -286,6 +286,9 @@ class TestVertexBase:
                 )
 
             assert mock_credentials_from_identity_pool.called
+            assert mock_credentials_from_identity_pool.call_args[1]["scopes"] == [
+                "https://www.googleapis.com/auth/cloud-platform"
+            ]
             assert token == "refreshed-token"
 
     @pytest.mark.parametrize("is_async", [True, False], ids=["async", "sync"])
@@ -299,9 +302,7 @@ class TestVertexBase:
             "project_id": "test-project",
             "refresh_token": "fake-refresh-token",
             "type": "external_account",
-            "credential_source": {
-                "environment_id": "aws1"
-            }
+            "credential_source": {"environment_id": "aws1"},
         }
         mock_creds = MagicMock()
         mock_creds.token = "token-1"
@@ -309,7 +310,9 @@ class TestVertexBase:
         mock_creds.project_id = "test-project"
 
         with patch.object(
-            vertex_base, "_credentials_from_identity_pool_with_aws", return_value=mock_creds
+            vertex_base,
+            "_credentials_from_identity_pool_with_aws",
+            return_value=mock_creds,
         ) as mock_credentials_from_identity_pool_with_aws, patch.object(
             vertex_base, "refresh_auth"
         ) as mock_refresh:
@@ -333,6 +336,9 @@ class TestVertexBase:
                 )
 
             assert mock_credentials_from_identity_pool_with_aws.called
+            assert mock_credentials_from_identity_pool_with_aws.call_args[1][
+                "scopes"
+            ] == ["https://www.googleapis.com/auth/cloud-platform"]
             assert token == "refreshed-token"
 
     @pytest.mark.parametrize("is_async", [True, False], ids=["async", "sync"])
@@ -447,7 +453,7 @@ class TestVertexBase:
             assert token == "token-1"
             assert project == "resolved-project"
 
-                        # Verify both cache entries exist
+            # Verify both cache entries exist
             original_cache_key = (json.dumps(credentials), None)
             resolved_cache_key = (json.dumps(credentials), "resolved-project")
 
@@ -455,8 +461,12 @@ class TestVertexBase:
             assert resolved_cache_key in vertex_base._credentials_project_mapping
 
             # Both should contain the same tuple
-            original_entry = vertex_base._credentials_project_mapping[original_cache_key]
-            resolved_entry = vertex_base._credentials_project_mapping[resolved_cache_key]
+            original_entry = vertex_base._credentials_project_mapping[
+                original_cache_key
+            ]
+            resolved_entry = vertex_base._credentials_project_mapping[
+                resolved_cache_key
+            ]
 
             assert isinstance(original_entry, tuple)
             assert isinstance(resolved_entry, tuple)
@@ -594,7 +604,9 @@ class TestVertexBase:
         credentials = {"type": "service_account"}
 
         with patch.object(
-            vertex_base, "load_auth", return_value=(mock_creds, "resolved-from-credentials")
+            vertex_base,
+            "load_auth",
+            return_value=(mock_creds, "resolved-from-credentials"),
         ) as mock_load_auth:
 
             # First call: User provides NO project_id, should resolve from credentials
@@ -624,8 +636,12 @@ class TestVertexBase:
             assert resolved_cache_key in vertex_base._credentials_project_mapping
 
             # Both should contain the tuple with resolved project_id
-            original_entry = vertex_base._credentials_project_mapping[original_cache_key]
-            resolved_entry = vertex_base._credentials_project_mapping[resolved_cache_key]
+            original_entry = vertex_base._credentials_project_mapping[
+                original_cache_key
+            ]
+            resolved_entry = vertex_base._credentials_project_mapping[
+                resolved_cache_key
+            ]
 
             assert isinstance(original_entry, tuple)
             assert isinstance(resolved_entry, tuple)
@@ -719,7 +735,7 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 {"x-goog-api-key": "test-api-key"},
-                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent"
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
             ),
             # Test case 2: Gemini with custom API base and streaming
             (
@@ -732,7 +748,7 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 {"x-goog-api-key": "test-api-key"},
-                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?alt=sse"
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?alt=sse",
             ),
             # Test case 3: Non-Gemini provider with custom API base
             (
@@ -745,7 +761,7 @@ class TestVertexBase:
                 "https://aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-pro:generateContent",
                 "gemini-pro",
                 "Bearer token123",
-                "https://custom-vertex-api.com:generateContent"
+                "https://custom-vertex-api.com:generateContent",
             ),
             # Test case 4: No API base provided (should return original values)
             (
@@ -758,7 +774,7 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 "Bearer token123",
-                "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent"
+                "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
             ),
             # Test case 5: Gemini without API key (should raise ValueError)
             (
@@ -771,26 +787,26 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 None,  # This should raise an exception
-                None
+                None,
             ),
         ],
     )
     def test_check_custom_proxy(
-        self, 
-        api_base, 
-        custom_llm_provider, 
-        gemini_api_key, 
-        endpoint, 
-        stream, 
-        auth_header, 
-        url, 
-        model, 
-        expected_auth_header, 
-        expected_url
+        self,
+        api_base,
+        custom_llm_provider,
+        gemini_api_key,
+        endpoint,
+        stream,
+        auth_header,
+        url,
+        model,
+        expected_auth_header,
+        expected_url,
     ):
         """Test the _check_custom_proxy method for handling custom API base URLs"""
         vertex_base = VertexBase()
-        
+
         if custom_llm_provider == "gemini" and api_base and gemini_api_key is None:
             # Test case 5: Should raise ValueError for Gemini without API key
             with pytest.raises(ValueError, match="Missing gemini_api_key"):
@@ -816,21 +832,37 @@ class TestVertexBase:
                 url=url,
                 model=model,
             )
-            
-            assert result_auth_header == expected_auth_header, f"Expected auth_header {expected_auth_header}, got {result_auth_header}"
-            assert result_url == expected_url, f"Expected URL {expected_url}, got {result_url}"
+
+            assert (
+                result_auth_header == expected_auth_header
+            ), f"Expected auth_header {expected_auth_header}, got {result_auth_header}"
+            assert (
+                result_url == expected_url
+            ), f"Expected URL {expected_url}, got {result_url}"
 
     def test_check_custom_proxy_gemini_url_construction(self):
         """Test that Gemini URLs are constructed correctly with custom API base"""
         vertex_base = VertexBase()
-        
+
         # Test various Gemini models with custom API base
         test_cases = [
-            ("gemini-2.5-flash-lite", "generateContent", "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent"),
-            ("gemini-2.5-pro", "generateContent", "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-pro:generateContent"),
-            ("gemini-1.5-flash", "streamGenerateContent", "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:streamGenerateContent"),
+            (
+                "gemini-2.5-flash-lite",
+                "generateContent",
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
+            ),
+            (
+                "gemini-2.5-pro",
+                "generateContent",
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-pro:generateContent",
+            ),
+            (
+                "gemini-1.5-flash",
+                "streamGenerateContent",
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-1.5-flash:streamGenerateContent",
+            ),
         ]
-        
+
         for model, endpoint, expected_url in test_cases:
             _, result_url = vertex_base._check_custom_proxy(
                 api_base="https://proxy.example.com/generativelanguage.googleapis.com/v1beta",
@@ -842,13 +874,15 @@ class TestVertexBase:
                 url=f"https://generativelanguage.googleapis.com/v1beta/models/{model}:{endpoint}",
                 model=model,
             )
-            
-            assert result_url == expected_url, f"Expected {expected_url}, got {result_url} for model {model}"
+
+            assert (
+                result_url == expected_url
+            ), f"Expected {expected_url}, got {result_url} for model {model}"
 
     def test_check_custom_proxy_streaming_parameter(self):
         """Test that streaming parameter correctly adds ?alt=sse to URLs"""
         vertex_base = VertexBase()
-        
+
         # Test with streaming enabled
         _, result_url_streaming = vertex_base._check_custom_proxy(
             api_base="https://proxy.example.com/generativelanguage.googleapis.com/v1beta",
@@ -860,10 +894,12 @@ class TestVertexBase:
             url="https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
             model="gemini-2.5-flash-lite",
         )
-        
+
         expected_streaming_url = "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?alt=sse"
-        assert result_url_streaming == expected_streaming_url, f"Expected {expected_streaming_url}, got {result_url_streaming}"
-        
+        assert (
+            result_url_streaming == expected_streaming_url
+        ), f"Expected {expected_streaming_url}, got {result_url_streaming}"
+
         # Test with streaming disabled
         _, result_url_no_streaming = vertex_base._check_custom_proxy(
             api_base="https://proxy.example.com/generativelanguage.googleapis.com/v1beta",
@@ -875,9 +911,11 @@ class TestVertexBase:
             url="https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
             model="gemini-2.5-flash-lite",
         )
-        
+
         expected_no_streaming_url = "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent"
-        assert result_url_no_streaming == expected_no_streaming_url, f"Expected {expected_no_streaming_url}, got {result_url_no_streaming}"
+        assert (
+            result_url_no_streaming == expected_no_streaming_url
+        ), f"Expected {expected_no_streaming_url}, got {result_url_no_streaming}"
 
     @pytest.mark.parametrize(
         "api_base, custom_llm_provider, gemini_api_key, endpoint, stream, auth_header, url, model, expected_auth_header, expected_url",
@@ -893,7 +931,7 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 {"x-goog-api-key": "test-api-key"},
-                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent"
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
             ),
             # Test case 2: Gemini with custom API base and streaming
             (
@@ -906,7 +944,7 @@ class TestVertexBase:
                 "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent",
                 "gemini-2.5-flash-lite",
                 {"x-goog-api-key": "test-api-key"},
-                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?alt=sse"
+                "https://proxy.example.com/generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-lite:generateContent?alt=sse",
             ),
         ],
     )
@@ -937,3 +975,76 @@ class TestVertexBase:
         )
         assert result_auth_header == expected_auth_header
         assert result_url == expected_url
+
+    def test_credentials_from_identity_pool_implementation(self):
+        """Test the actual implementation of _credentials_from_identity_pool"""
+        vertex_base = VertexBase()
+        json_obj = {"type": "external_account", "audience": "test"}
+        scopes = ["https://www.googleapis.com/auth/cloud-platform"]
+
+        # Mock the credentials object
+        mock_creds = MagicMock()
+        mock_creds.requires_scopes = True
+        mock_creds.with_scopes.return_value = "scoped_creds"
+
+        # Mock the identity_pool module
+        with patch("google.auth.identity_pool.Credentials") as MockCredentials:
+            MockCredentials.from_info.return_value = mock_creds
+
+            # Call the method
+            result = vertex_base._credentials_from_identity_pool(json_obj, scopes)
+
+            # Verify calls
+            MockCredentials.from_info.assert_called_once_with(json_obj)
+            mock_creds.with_scopes.assert_called_once_with(scopes)
+            assert result == "scoped_creds"
+
+    def test_credentials_from_identity_pool_no_scopes_needed(self):
+        """Test _credentials_from_identity_pool when scopes are not needed"""
+        vertex_base = VertexBase()
+        json_obj = {"type": "external_account", "audience": "test"}
+        scopes = ["https://www.googleapis.com/auth/cloud-platform"]
+
+        # Mock the credentials object
+        mock_creds = MagicMock()
+        mock_creds.requires_scopes = False  # Scopes not required
+
+        # Mock the identity_pool module
+        with patch("google.auth.identity_pool.Credentials") as MockCredentials:
+            MockCredentials.from_info.return_value = mock_creds
+
+            # Call the method
+            result = vertex_base._credentials_from_identity_pool(json_obj, scopes)
+
+            # Verify calls
+            MockCredentials.from_info.assert_called_once_with(json_obj)
+            mock_creds.with_scopes.assert_not_called()
+            assert result == mock_creds
+
+    def test_credentials_from_identity_pool_with_aws_implementation(self):
+        """Test the actual implementation of _credentials_from_identity_pool_with_aws"""
+        vertex_base = VertexBase()
+        json_obj = {
+            "type": "external_account",
+            "credential_source": {"environment_id": "aws1"},
+        }
+        scopes = ["https://www.googleapis.com/auth/cloud-platform"]
+
+        # Mock the credentials object
+        mock_creds = MagicMock()
+        mock_creds.requires_scopes = True
+        mock_creds.with_scopes.return_value = "scoped_creds"
+
+        # Mock the aws module
+        with patch("google.auth.aws.Credentials") as MockCredentials:
+            MockCredentials.from_info.return_value = mock_creds
+
+            # Call the method
+            result = vertex_base._credentials_from_identity_pool_with_aws(
+                json_obj, scopes
+            )
+
+            # Verify calls
+            MockCredentials.from_info.assert_called_once_with(json_obj)
+            mock_creds.with_scopes.assert_called_once_with(scopes)
+            assert result == "scoped_creds"

From 8af1be31eb9a81293777a5a97fa497156f6e89d5 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:07:49 -0800
Subject: [PATCH 168/178] fix build from pip

---
 docker/build_from_pip/Dockerfile.build_from_pip | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index 0c773778166..05236008ded 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -1,6 +1,5 @@
-FROM cgr.dev/chainguard/python:3.13-dev
+FROM python:3.13-alpine
 
-USER root
 WORKDIR /app
 
 ENV HOME=/home/litellm
@@ -9,8 +8,9 @@ ENV PATH="${HOME}/venv/bin:$PATH"
 # Install runtime dependencies
 # Note: Using Python 3.13 for compatibility with ddtrace and other packages
 # rust and cargo are required for building ddtrace from source
+# musl-dev and libffi-dev are needed for some Python packages on Alpine
 RUN apk update && \
-    apk add --no-cache gcc openssl openssl-dev rust
+    apk add --no-cache gcc musl-dev libffi-dev openssl openssl-dev rust cargo
 
 RUN python -m venv ${HOME}/venv
 RUN ${HOME}/venv/bin/pip install --no-cache-dir --upgrade pip

From b4970f603302569ff1960730c7c21feb76c41284 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:08:28 -0800
Subject: [PATCH 169/178] amazon nova api fix

---
 docs/my-website/docs/providers/amazon_nova.md      | 14 +++++++-------
 litellm/__init__.py                                |  4 ++--
 litellm/constants.py                               |  2 +-
 .../litellm_core_utils/get_llm_provider_logic.py   |  4 ++--
 litellm/llms/amazon_nova/chat/transformation.py    |  2 +-
 litellm/llms/amazon_nova/cost_calculation.py       |  2 +-
 litellm/main.py                                    |  5 ++++-
 .../model_prices_and_context_window_backup.json    |  8 ++++----
 litellm/types/utils.py                             |  2 +-
 model_prices_and_context_window.json               |  8 ++++----
 10 files changed, 27 insertions(+), 24 deletions(-)

diff --git a/docs/my-website/docs/providers/amazon_nova.md b/docs/my-website/docs/providers/amazon_nova.md
index 30479ebd771..69c61d9d978 100644
--- a/docs/my-website/docs/providers/amazon_nova.md
+++ b/docs/my-website/docs/providers/amazon_nova.md
@@ -6,7 +6,7 @@ import TabItem from '@theme/TabItem';
 | Property | Details |
 |-------|-------|
 | Description | Amazon Nova is a family of foundation models built by Amazon that deliver frontier intelligence and industry-leading price performance. |
-| Provider Route on LiteLLM | `amazon-nova/` |
+| Provider Route on LiteLLM | `amazon_nova/` |
 | Provider Doc | [Amazon Nova ↗](https://docs.aws.amazon.com/nova/latest/userguide/what-is-nova.html) |
 | Supported OpenAI Endpoints | `/chat/completions`, `v1/responses` |
 | Other Supported Endpoints | `v1/messages`, `/generateContent` | 
@@ -32,7 +32,7 @@ from litellm import completion
 os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
 
 response = completion(
-    model="amazon-nova/nova-micro-v1",
+    model="amazon_nova/nova-micro-v1",
     messages=[
         {"role": "system", "content": "You are a helpful assistant"},
         {"role": "user", "content": "Hello, how are you?"}
@@ -51,7 +51,7 @@ print(response)
 model_list:
   - model_name: amazon-nova-micro
     litellm_params:
-      model: amazon-nova/nova-micro-v1
+      model: amazon_nova/nova-micro-v1
       api_key: os.environ/AMAZON_NOVA_API_KEY
 ```
 ### 2. Start the proxy
@@ -82,7 +82,7 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
 
 | Model Name | Usage | Context Window |
 |------------|-------|----------------|
-| Nova Micro | `completion(model="amazon-nova/nova-micro-v1", messages=messages)` | 128K tokens |
+| Nova Micro | `completion(model="amazon_nova/nova-micro-v1", messages=messages)` | 128K tokens |
 | Nova Lite | `completion(model="amazon-nova/nova-lite-v1", messages=messages)` | 300K tokens |
 | Nova Pro | `completion(model="amazon-nova/nova-pro-v1", messages=messages)` | 300K tokens |
 | Nova Premier | `completion(model="amazon-nova/nova-premier-v1", messages=messages)` | 1M tokens |
@@ -99,7 +99,7 @@ from litellm import completion
 os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
 
 response = completion(
-    model="amazon-nova/nova-micro-v1",
+    model="amazon_nova/nova-micro-v1",
     messages=[
         {"role": "system", "content": "You are a helpful assistant"},
         {"role": "user", "content": "Tell me about machine learning"}
@@ -164,7 +164,7 @@ tools = [
 ]
 
 response = completion(
-    model="amazon-nova/nova-micro-v1",
+    model="amazon_nova/nova-micro-v1",
     messages=[
         {"role": "user", "content": "What's the weather like in San Francisco?"}
     ],
@@ -246,7 +246,7 @@ print(response)
 model_list:
   - model_name: amazon-nova-pro
     litellm_params:
-      model: amazon-nova/nova-pro-v1
+      model: amazon_nova/nova-pro-v1
       temperature: 0.8
       max_tokens: 500
       top_p: 0.9
diff --git a/litellm/__init__.py b/litellm/__init__.py
index e4ad39d2534..a4ade3bccae 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -816,7 +816,7 @@ def add_known_models():
             lemonade_models.add(key)
         elif value.get("litellm_provider") == "docker_model_runner":
             docker_model_runner_models.add(key)
-        elif value.get("litellm_provider") == "amazon-nova":
+        elif value.get("litellm_provider") == "amazon_nova":
             amazon_nova_models.add(key)
 
 
@@ -1019,7 +1019,7 @@ models_by_provider: dict = {
     "ovhcloud": ovhcloud_models | ovhcloud_embedding_models,
     "lemonade": lemonade_models,
     "clarifai": clarifai_models,
-    "amazon-nova": amazon_nova_models,
+    "amazon_nova": amazon_nova_models,
 }
 
 # mapping for those models which have larger equivalents
diff --git a/litellm/constants.py b/litellm/constants.py
index a7cab1ca232..1c0f800eccd 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -414,7 +414,7 @@ LITELLM_CHAT_PROVIDERS = [
     "ovhcloud",
     "lemonade",
     "docker_model_runner",
-    "amazon-nova",
+    "amazon_nova",
 ]
 
 LITELLM_EMBEDDING_PROVIDERS_SUPPORTING_INPUT_ARRAY_OF_TOKENS = [
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 52ba7a9cdbc..168c837f1e5 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -404,8 +404,8 @@ def get_llm_provider(  # noqa: PLR0915
             custom_llm_provider = "lemonade"
         elif model.startswith("clarifai/"):
             custom_llm_provider = "clarifai"
-        elif model.startswith("amazon-nova"):
-            custom_llm_provider = "amazon-nova"
+        elif model.startswith("amazon_nova"):
+            custom_llm_provider = "amazon_nova"
         if not custom_llm_provider:
             if litellm.suppress_debug_info is False:
                 print()  # noqa
diff --git a/litellm/llms/amazon_nova/chat/transformation.py b/litellm/llms/amazon_nova/chat/transformation.py
index 325b0cb14b0..6d321e298b8 100644
--- a/litellm/llms/amazon_nova/chat/transformation.py
+++ b/litellm/llms/amazon_nova/chat/transformation.py
@@ -41,7 +41,7 @@ class AmazonNovaChatConfig(OpenAILikeChatConfig):
 
     @property
     def custom_llm_provider(self) -> Optional[str]:
-        return "amazon-nova"
+        return "amazon_nova"
 
     @classmethod
     def get_config(cls):
diff --git a/litellm/llms/amazon_nova/cost_calculation.py b/litellm/llms/amazon_nova/cost_calculation.py
index 0b35d6ea00b..9d9cedde875 100644
--- a/litellm/llms/amazon_nova/cost_calculation.py
+++ b/litellm/llms/amazon_nova/cost_calculation.py
@@ -17,5 +17,5 @@ def cost_per_token(model: str, usage: "Usage") -> Tuple[float, float]:
     Follows the same logic as Anthropic's cost per token calculation.
     """
     return generic_cost_per_token(
-        model=model, usage=usage, custom_llm_provider="amazon-nova"
+        model=model, usage=usage, custom_llm_provider="amazon_nova"
     )
\ No newline at end of file
diff --git a/litellm/main.py b/litellm/main.py
index b5d55f9f998..59838c2a035 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -52,10 +52,13 @@ from pydantic import BaseModel
 from typing_extensions import overload
 
 import litellm
+
 # client must be imported from litellm as it's a decorator used at function definition time
 from litellm import client
+
 # Other utils are imported directly to avoid circular imports
 from litellm.utils import exception_type, get_litellm_params, get_optional_params
+
 # Logging is imported lazily when needed to avoid loading litellm_logging at import time
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging
@@ -2662,7 +2665,7 @@ def completion(  # type: ignore # noqa: PLR0915
             )
 
             response = model_response
-        elif custom_llm_provider == "amazon-nova":
+        elif custom_llm_provider == "amazon_nova":
             api_key = (
                 api_key
                 or litellm.amazon_nova_api_key
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index e0df56dd7d7..79a6d2de06a 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -16957,7 +16957,7 @@
     },
     "amazon-nova/nova-micro-v1": {
         "input_cost_per_token": 3.5e-08,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 128000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16969,7 +16969,7 @@
     },
     "amazon-nova/nova-lite-v1": {
         "input_cost_per_token": 6e-08,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 300000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16983,7 +16983,7 @@
     },
     "amazon-nova/nova-premier-v1": {
         "input_cost_per_token": 2.5e-06,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 1000000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16997,7 +16997,7 @@
     },
     "amazon-nova/nova-pro-v1": {
         "input_cost_per_token": 8e-07,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 300000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 10081765d4d..5821ae3d233 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3002,7 +3002,7 @@ class LlmProviders(str, Enum):
     WANDB = "wandb"
     OVHCLOUD = "ovhcloud"
     LEMONADE = "lemonade"
-    AMAZON_NOVA = "amazon-nova"
+    AMAZON_NOVA = "amazon_nova"
     A2A_AGENT = "a2a_agent"
 
 
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index e0df56dd7d7..79a6d2de06a 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -16957,7 +16957,7 @@
     },
     "amazon-nova/nova-micro-v1": {
         "input_cost_per_token": 3.5e-08,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 128000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16969,7 +16969,7 @@
     },
     "amazon-nova/nova-lite-v1": {
         "input_cost_per_token": 6e-08,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 300000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16983,7 +16983,7 @@
     },
     "amazon-nova/nova-premier-v1": {
         "input_cost_per_token": 2.5e-06,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 1000000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,
@@ -16997,7 +16997,7 @@
     },
     "amazon-nova/nova-pro-v1": {
         "input_cost_per_token": 8e-07,
-        "litellm_provider": "amazon-nova",
+        "litellm_provider": "amazon_nova",
         "max_input_tokens": 300000,
         "max_output_tokens": 10000,
         "max_tokens": 10000,

From 74b48c97160118fd33f5127c712ce58c564adc11 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:09:22 -0800
Subject: [PATCH 170/178] docs fix

---
 docs/my-website/docs/providers/amazon_nova.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/my-website/docs/providers/amazon_nova.md b/docs/my-website/docs/providers/amazon_nova.md
index 69c61d9d978..509127036df 100644
--- a/docs/my-website/docs/providers/amazon_nova.md
+++ b/docs/my-website/docs/providers/amazon_nova.md
@@ -83,9 +83,9 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
 | Model Name | Usage | Context Window |
 |------------|-------|----------------|
 | Nova Micro | `completion(model="amazon_nova/nova-micro-v1", messages=messages)` | 128K tokens |
-| Nova Lite | `completion(model="amazon-nova/nova-lite-v1", messages=messages)` | 300K tokens |
-| Nova Pro | `completion(model="amazon-nova/nova-pro-v1", messages=messages)` | 300K tokens |
-| Nova Premier | `completion(model="amazon-nova/nova-premier-v1", messages=messages)` | 1M tokens |
+| Nova Lite | `completion(model="amazon_nova/nova-lite-v1", messages=messages)` | 300K tokens |
+| Nova Pro | `completion(model="amazon_nova/nova-pro-v1", messages=messages)` | 300K tokens |
+| Nova Premier | `completion(model="amazon_nova/nova-premier-v1", messages=messages)` | 1M tokens |
 
 ## Usage - Streaming
 
@@ -225,7 +225,7 @@ from litellm import completion
 os.environ["AMAZON_NOVA_API_KEY"] = "your-api-key"
 
 response = completion(
-    model="amazon-nova/nova-pro-v1",
+    model="amazon_nova/nova-pro-v1",
     messages=[
         {"role": "user", "content": "Write a creative story"}
     ],

From 4e4a2e7ca209297837fc4c8e7bbb16ff8fb73e27 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 16:14:33 -0800
Subject: [PATCH 171/178] Spend logs spend column enhancement

---
 .../src/components/new_usage.tsx              |  2 +-
 .../src/components/view_logs/columns.tsx      | 12 +++--
 .../{tests => src}/utils/dataUtils.test.ts    | 52 +++++++++++++++----
 ui/litellm-dashboard/src/utils/dataUtils.ts   | 18 ++++++-
 4 files changed, 68 insertions(+), 16 deletions(-)
 rename ui/litellm-dashboard/{tests => src}/utils/dataUtils.test.ts (82%)

diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx
index aa4b77b47a2..9b6c7e48c55 100644
--- a/ui/litellm-dashboard/src/components/new_usage.tsx
+++ b/ui/litellm-dashboard/src/components/new_usage.tsx
@@ -424,7 +424,7 @@ const NewUsagePage: React.FC<NewUsagePageProps> = ({
       <div className="flex items-end justify-between gap-6 mb-6">
         <div className="flex-1">
           <TabGroup>
-            <div className="flex items-end justify-start gap-6 mb-6">
+            <div className="flex items-end justify-between gap-6 mb-6 w-full">
               <TabList variant="solid">
                 {all_admin_roles.includes(userRole || "") ? <Tab>Global Usage</Tab> : <Tab>Your Usage</Tab>}
                 {all_admin_roles.includes(userRole || "") ? (
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 08e8aaa9b04..2da1e83747b 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -1,10 +1,10 @@
+import { getSpendString } from "@/utils/dataUtils";
 import type { ColumnDef } from "@tanstack/react-table";
+import { Badge, Button } from "@tremor/react";
+import { Tooltip } from "antd";
 import React, { useState } from "react";
 import { getProviderLogoAndName } from "../provider_info_helpers";
-import { Tooltip } from "antd";
 import { TimeCell } from "./time_cell";
-import { Button, Badge } from "@tremor/react";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
 
 // Helper to get the appropriate logo URL
 const getLogoUrl = (row: LogEntry, provider: string) => {
@@ -145,7 +145,11 @@ export const columns: ColumnDef<LogEntry>[] = [
   {
     header: "Cost",
     accessorKey: "spend",
-    cell: (info: any) => <span>${formatNumberWithCommas(info.getValue() || 0, 6)}</span>,
+    cell: (info: any) => (
+      <Tooltip title={`$${String(info.getValue() || 0)} `}>
+        <span>{getSpendString(info.getValue() || 0)}</span>
+      </Tooltip>
+    ),
   },
   {
     header: "Duration (s)",
diff --git a/ui/litellm-dashboard/tests/utils/dataUtils.test.ts b/ui/litellm-dashboard/src/utils/dataUtils.test.ts
similarity index 82%
rename from ui/litellm-dashboard/tests/utils/dataUtils.test.ts
rename to ui/litellm-dashboard/src/utils/dataUtils.test.ts
index c950cf87ce6..24d9d7f1d8d 100644
--- a/ui/litellm-dashboard/tests/utils/dataUtils.test.ts
+++ b/ui/litellm-dashboard/src/utils/dataUtils.test.ts
@@ -1,5 +1,5 @@
 import { describe, it, expect, beforeEach, vi, afterEach } from "vitest";
-import { copyToClipboard, formatNumberWithCommas, updateExistingKeys } from "../../src/utils/dataUtils";
+import { copyToClipboard, formatNumberWithCommas, getSpendString, updateExistingKeys } from "./dataUtils";
 
 // Mock NotificationsManager
 vi.mock("../../src/components/molecules/notifications_manager", () => ({
@@ -10,7 +10,7 @@ vi.mock("../../src/components/molecules/notifications_manager", () => ({
 }));
 
 // Import the mocked module
-import NotificationsManager from "../../src/components/molecules/notifications_manager";
+import NotificationsManager from "../components/molecules/notifications_manager";
 const mockNotificationsManager = vi.mocked(NotificationsManager);
 
 describe("dataUtils", () => {
@@ -71,9 +71,41 @@ describe("dataUtils", () => {
       expect(formatNumberWithCommas(undefined)).toBe("-");
     });
 
-    it("should handle zero", () => {
-      expect(formatNumberWithCommas(0)).toBe("0");
-      expect(formatNumberWithCommas(0, 2)).toBe("0.00");
+    it("should handle zero and non-finite values", () => {
+      expect(formatNumberWithCommas(0)).toBe("-");
+      expect(formatNumberWithCommas(0, 2)).toBe("-");
+      expect(formatNumberWithCommas(Infinity)).toBe("-");
+      expect(formatNumberWithCommas(Number.NaN)).toBe("-");
+    });
+
+    it("should abbreviate large numbers", () => {
+      expect(formatNumberWithCommas(1_234_567, 1, true)).toBe("1.2M");
+      expect(formatNumberWithCommas(12_345, 2, true)).toBe("12.35K");
+      expect(formatNumberWithCommas(-1_200, 2, true)).toBe("-1.20K");
+    });
+  });
+
+  describe("getSpendString", () => {
+    it("should return '-' for null, undefined, zero, or non-finite", () => {
+      expect(getSpendString(null)).toBe("-");
+      expect(getSpendString(undefined)).toBe("-");
+      expect(getSpendString(0)).toBe("-");
+      expect(getSpendString(Number.NaN)).toBe("-");
+    });
+
+    it("should format spend with dollar sign", () => {
+      expect(getSpendString(1234.5, 2)).toBe("$1,234.50");
+      expect(getSpendString(-2500, 0)).toBe("$-2,500");
+    });
+
+    it("should return threshold string for very small values", () => {
+      expect(getSpendString(0.0000004, 6)).toBe("< $0.000001");
+      expect(getSpendString(-0.0000004, 6)).toBe("< $0.000001");
+    });
+
+    it("should respect custom decimals", () => {
+      expect(getSpendString(0.01234, 3)).toBe("$0.012");
+      expect(getSpendString(999.9999, 1)).toBe("$1,000.0");
     });
   });
 
@@ -118,7 +150,7 @@ describe("dataUtils", () => {
         // Mock DOM methods
         const mockTextArea = {
           value: "",
-          style: {},
+          style: {} as Record<string, string>,
           setAttribute: vi.fn(),
           focus: vi.fn(),
           select: vi.fn(),
@@ -149,7 +181,7 @@ describe("dataUtils", () => {
         // Mock DOM methods
         const mockTextArea = {
           value: "",
-          style: {},
+          style: {} as Record<string, string>,
           setAttribute: vi.fn(),
           focus: vi.fn(),
           select: vi.fn(),
@@ -171,7 +203,7 @@ describe("dataUtils", () => {
       it("should set textarea properties correctly", async () => {
         const mockTextArea = {
           value: "",
-          style: {},
+          style: {} as Record<string, string>,
           setAttribute: vi.fn(),
           focus: vi.fn(),
           select: vi.fn(),
@@ -213,7 +245,7 @@ describe("dataUtils", () => {
       it("should clean up textarea element after successful copy", async () => {
         const mockTextArea = {
           value: "",
-          style: {},
+          style: {} as Record<string, string>,
           setAttribute: vi.fn(),
           focus: vi.fn(),
           select: vi.fn(),
@@ -237,7 +269,7 @@ describe("dataUtils", () => {
         document.execCommand = vi.fn().mockReturnValue(true);
         const mockTextArea = {
           value: "",
-          style: {},
+          style: {} as Record<string, string>,
           setAttribute: vi.fn(),
           focus: vi.fn(),
           select: vi.fn(),
diff --git a/ui/litellm-dashboard/src/utils/dataUtils.ts b/ui/litellm-dashboard/src/utils/dataUtils.ts
index e93f5486671..f58ad074444 100644
--- a/ui/litellm-dashboard/src/utils/dataUtils.ts
+++ b/ui/litellm-dashboard/src/utils/dataUtils.ts
@@ -17,7 +17,7 @@ export const formatNumberWithCommas = (
   decimals: number = 0,
   abbreviate: boolean = false,
 ): string => {
-  if (value === null || value === undefined || !Number.isFinite(value)) {
+  if (value === null || value === undefined || !Number.isFinite(value) || value === 0) {
     return "-";
   }
 
@@ -46,6 +46,22 @@ export const formatNumberWithCommas = (
   return `${sign}${scaled.toLocaleString("en-US", opts)}${suffix}`;
 };
 
+export const getSpendString = (value: number | null | undefined, decimals: number = 6): string => {
+  if (value === null || value === undefined || !Number.isFinite(value) || value === 0) {
+    return "-";
+  }
+
+  const formatted = formatNumberWithCommas(value, decimals);
+  const numericFormatted = Number(formatted.replace(/,/g, ""));
+
+  if (numericFormatted === 0) {
+    const threshold = (1 / 10 ** decimals).toFixed(decimals);
+    return `< $${threshold}`;
+  }
+
+  return `$${formatted}`;
+};
+
 export const copyToClipboard = async (
   text: string | null | undefined,
   messageText: string = "Copied to clipboard",

From c78c2cf3e9327b9df2c2e73a2f3c9ff7ee3014be Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:14:56 -0800
Subject: [PATCH 172/178] test_async_no_duplicate_spend_logs

---
 .../responses/test_no_duplicate_spend_logs.py | 44 +++++++++++--------
 1 file changed, 26 insertions(+), 18 deletions(-)

diff --git a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
index 19b4d5f5242..7c0d6c15d6d 100644
--- a/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
+++ b/tests/test_litellm/responses/test_no_duplicate_spend_logs.py
@@ -49,32 +49,41 @@ def test_logging_object_not_popped():
 
 
 @pytest.mark.asyncio
-async def test_no_duplicate_spend_logs():
+async def test_async_no_duplicate_spend_logs():
     """
     Test that spend logs are only created once, not duplicated.
 
     This integration test verifies the fix by using a custom logger
-    that counts log_success_event calls. Before the fix, it would be
-    called twice for non-OpenAI providers (Anthropic/Gemini).
+    that counts log_success_event calls for a specific request ID.
+    Before the fix, it would be called twice for non-OpenAI providers.
     """
-    # Create a custom logger to count log_success_event calls
+    import uuid
+
+    # Generate a unique ID to track only this test's request
+    test_request_id = f"test-no-dup-{uuid.uuid4()}"
+
+    # Create a custom logger to count log_success_event calls for our specific request
     class SpendLogCounter(CustomLogger):
-        def __init__(self):
+        def __init__(self, tracking_id: str):
             super().__init__()
+            self.tracking_id = tracking_id
             self.log_count = 0
 
         async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
-            self.log_count += 1
+            # Only count logs for our specific test request
+            litellm_call_id = kwargs.get("litellm_call_id", "")
+            if litellm_call_id == self.tracking_id:
+                self.log_count += 1
 
-    spend_logger = SpendLogCounter()
+    spend_logger = SpendLogCounter(tracking_id=test_request_id)
 
-    # Save original callbacks and set our custom logger
-    original_callbacks = litellm.callbacks
-    litellm.callbacks = [spend_logger]
+    # Save original callbacks and append our logger (don't replace to avoid affecting other tests)
+    original_callbacks = litellm.callbacks.copy() if litellm.callbacks else []
+    litellm.callbacks = original_callbacks + [spend_logger]
 
     try:
         # Call responses API with Anthropic model using mock_response
-        # This prevents real API calls while still exercising the logging path
+        # Pass our unique ID as litellm_call_id to track this specific request
         response = await litellm.aresponses(
             model="anthropic/claude-3-7-sonnet-latest",
             input=[{
@@ -83,20 +92,19 @@ async def test_no_duplicate_spend_logs():
                 "type": "message"
             }],
             instructions="You are a helpful assistant.",
-            mock_response="Hello! I'm doing well."  # Use mock to avoid real API call
+            mock_response="Hello! I'm doing well.",
+            litellm_call_id=test_request_id,
         )
 
-        # Wait for async logging to complete using the logging worker's flush method
-        # Then add a small delay to ensure callbacks finish executing
+        # Wait for async logging to complete
         from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
         await GLOBAL_LOGGING_WORKER.flush()
-        # flush() empties the queue but callbacks may still be running
         await asyncio.sleep(0.5)
 
-        # Verify that log_success_event was called exactly once
+        # Verify that log_success_event was called exactly once for our request
         assert spend_logger.log_count == 1, (
-            f"FAIL: log_success_event called {spend_logger.log_count} times instead of 1. "
-            f"This indicates duplicate spend logs are being created."
+            f"FAIL: log_success_event called {spend_logger.log_count} times instead of 1 "
+            f"for request {test_request_id}. This indicates duplicate spend logs."
         )
 
     finally:

From 2b069a343b20d455347c1b5b8fcf1be2df67d056 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:21:37 -0800
Subject: [PATCH 173/178] test_init_custom_logger_compatible_class_as_callback

---
 .../test_unit_tests_init_callbacks.py         | 20 -------------------
 1 file changed, 20 deletions(-)

diff --git a/tests/logging_callback_tests/test_unit_tests_init_callbacks.py b/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
index ffb54dd99c9..345c5b2f2ac 100644
--- a/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
+++ b/tests/logging_callback_tests/test_unit_tests_init_callbacks.py
@@ -209,26 +209,6 @@ async def use_callback_in_llm_call(
             patch.stopall()
 
 
-@pytest.mark.asyncio
-async def test_init_custom_logger_compatible_class_as_callback():
-    init_env_vars()
-
-    # used like litellm.callbacks = ["prometheus"]
-    for callback in litellm._known_custom_logger_compatible_callbacks:
-        print(f"Testing callback: {callback}")
-        reset_all_callbacks()
-
-        await use_callback_in_llm_call(callback, used_in="callbacks")
-
-    # used like this litellm.success_callback = ["prometheus"]
-    for callback in litellm._known_custom_logger_compatible_callbacks:
-        print(f"Testing callback: {callback}")
-        reset_all_callbacks()
-
-        await use_callback_in_llm_call(callback, used_in="success_callback")
-
-    reset_env_vars()
-
 
 def test_dynamic_logging_global_callback():
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj

From cc2386601d4fb3b1f3bccaceb86995dc61163a3a Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaanjaffer0324@gmail.com>
Date: Sat, 6 Dec 2025 16:22:00 -0800
Subject: [PATCH 174/178] ci/cd new release

---
 litellm/proxy/hooks/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/hooks/__init__.py b/litellm/proxy/hooks/__init__.py
index 0f8f995bc2c..ccb1d0c7bd7 100644
--- a/litellm/proxy/hooks/__init__.py
+++ b/litellm/proxy/hooks/__init__.py
@@ -8,7 +8,7 @@ from .parallel_request_limiter import _PROXY_MaxParallelRequestsHandler
 from .parallel_request_limiter_v3 import _PROXY_MaxParallelRequestsHandler_v3
 from .responses_id_security import ResponsesIDSecurity
 
-### CHECK IF ENTERPRISE HOOKS ARE AVAILABLE ###
+### CHECK IF ENTERPRISE HOOKS ARE AVAILABLE ####
 
 try:
     from enterprise.enterprise_hooks import ENTERPRISE_PROXY_HOOKS

From 71cf7b9dd829122397fb3e6a2ea4f762c4568158 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 16:57:13 -0800
Subject: [PATCH 175/178] Delete User Modal on Info Page

---
 .../src/components/entity_usage.test.tsx      |  8 +--
 .../view_logs/RequestResponsePanel.tsx        |  8 ++-
 .../view_users/user_info_view.test.tsx        | 25 ++++---
 .../components/view_users/user_info_view.tsx  | 72 ++++++++++---------
 4 files changed, 63 insertions(+), 50 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/entity_usage.test.tsx b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
index 2c070427ead..2b6234c039e 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
@@ -245,9 +245,9 @@ describe("EntityUsage", () => {
       expect(mockTagDailyActivityCall).toHaveBeenCalled();
     });
 
-    await waitFor(() => {
-      expect(screen.getByText("$0.00")).toBeInTheDocument();
-      expect(screen.getByText("Total Spend")).toBeInTheDocument();
-    });
+    expect(await screen.findByText("Tag Spend Overview")).toBeInTheDocument();
+    expect(await screen.findByText("$-")).toBeInTheDocument();
+    expect(screen.getByText("Total Spend")).toBeInTheDocument();
+    expect(screen.getAllByText("0")[0]).toBeInTheDocument();
   });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestResponsePanel.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestResponsePanel.tsx
index 97a9272f1e0..7e9901d8bd1 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestResponsePanel.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestResponsePanel.tsx
@@ -96,7 +96,9 @@ export function RequestResponsePanel({
           </button>
         </div>
         <div className="p-4 overflow-auto max-h-96 w-full max-w-full box-border">
-          <JsonView data={getRawRequest()} style={defaultStyles} clickToExpandNode={true} />
+          <div className="[&_[role='tree']]:bg-white [&_[role='tree']]:text-slate-900">
+            <JsonView data={getRawRequest()} style={defaultStyles} clickToExpandNode={true} />
+          </div>
         </div>
       </div>
 
@@ -131,7 +133,9 @@ export function RequestResponsePanel({
         </div>
         <div className="p-4 overflow-auto max-h-96 w-full max-w-full box-border">
           {hasResponse ? (
-            <JsonView data={formattedResponse()} style={defaultStyles} clickToExpandNode={true} />
+            <div className="[&_[role='tree']]:bg-white [&_[role='tree']]:text-slate-900">
+              <JsonView data={getRawRequest()} style={defaultStyles} clickToExpandNode />
+            </div>
           ) : (
             <div className="text-gray-500 text-sm italic text-center py-4">Response data not available</div>
           )}
diff --git a/ui/litellm-dashboard/src/components/view_users/user_info_view.test.tsx b/ui/litellm-dashboard/src/components/view_users/user_info_view.test.tsx
index 8d5927124a8..3dd814143e8 100644
--- a/ui/litellm-dashboard/src/components/view_users/user_info_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_users/user_info_view.test.tsx
@@ -1,4 +1,4 @@
-import { render } from "@testing-library/react";
+import { render, screen } from "@testing-library/react";
 import { describe, expect, it, vi } from "vitest";
 import UserInfoView from "./user_info_view";
 
@@ -41,19 +41,24 @@ describe("UserInfoView", () => {
     possibleUIRoles: null,
   };
 
-  it("should render the loading state and then the user email", async () => {
-    const { getByText, findAllByText } = render(<UserInfoView {...defaultProps} />);
+  it("should render the loading state", () => {
+    render(<UserInfoView {...defaultProps} />);
 
-    expect(getByText("Loading user data...")).toBeInTheDocument();
-
-    const emails = await findAllByText("test@example.com");
-    expect(emails.length).toBeGreaterThan(0);
+    expect(screen.getByText("Loading user data...")).toBeInTheDocument();
   });
 
-  it("should render the user alias", async () => {
-    const { findAllByText } = render(<UserInfoView {...defaultProps} />);
+  it("should render the user email after loading", async () => {
+    render(<UserInfoView {...defaultProps} />);
 
-    const aliases = await findAllByText("Test Alias");
+    const emails = await screen.findAllByText("test@example.com");
+    expect(emails.length).toBeGreaterThan(0);
+    expect(screen.queryByText("Loading user data...")).not.toBeInTheDocument();
+  });
+
+  it("should render the user alias after loading", async () => {
+    render(<UserInfoView {...defaultProps} />);
+
+    const aliases = await screen.findAllByText("Test Alias");
     expect(aliases.length).toBeGreaterThan(0);
   });
 });
diff --git a/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx b/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx
index 2caae7d861f..c377b9c4cde 100644
--- a/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/view_users/user_info_view.tsx
@@ -17,6 +17,7 @@ import { formatNumberWithCommas, copyToClipboard as utilCopyToClipboard } from "
 import { CopyIcon, CheckIcon } from "lucide-react";
 import NotificationsManager from "../molecules/notifications_manager";
 import { getBudgetDurationLabel } from "../common_components/budget_duration_dropdown";
+import DeleteResourceModal from "../common_components/DeleteResourceModal";
 
 interface UserInfoViewProps {
   userId: string;
@@ -60,6 +61,7 @@ export default function UserInfoView({
 }: UserInfoViewProps) {
   const [userData, setUserData] = useState<UserInfo | null>(null);
   const [isDeleteModalOpen, setIsDeleteModalOpen] = useState(false);
+  const [isDeletingUser, setIsDeletingUser] = useState(false);
   const [isLoading, setIsLoading] = useState(true);
   const [isEditing, setIsEditing] = useState(startInEditMode);
   const [userModels, setUserModels] = useState<string[]>([]);
@@ -115,6 +117,7 @@ export default function UserInfoView({
   const handleDelete = async () => {
     try {
       if (!accessToken) return;
+      setIsDeletingUser(true);
       await userDeleteCall(accessToken, [userId]);
       NotificationsManager.success("User deleted successfully");
       if (onDelete) {
@@ -124,9 +127,16 @@ export default function UserInfoView({
     } catch (error) {
       console.error("Error deleting user:", error);
       NotificationsManager.fromBackend("Failed to delete user");
+    } finally {
+      setIsDeleteModalOpen(false);
+      setIsDeletingUser(false);
     }
   };
 
+  const cancelDelete = () => {
+    setIsDeleteModalOpen(false);
+  };
+
   const handleUserUpdate = async (formValues: Record<string, any>) => {
     try {
       if (!accessToken || !userData) return;
@@ -219,7 +229,7 @@ export default function UserInfoView({
               icon={TrashIcon}
               variant="secondary"
               onClick={() => setIsDeleteModalOpen(true)}
-              className="flex items-center"
+              className="flex items-center text-red-500 border-red-500 hover:text-red-600 hover:border-red-600"
             >
               Delete User
             </Button>
@@ -227,39 +237,33 @@ export default function UserInfoView({
         )}
       </div>
 
-      {/* Delete Confirmation Modal */}
-      {isDeleteModalOpen && (
-        <div className="fixed z-10 inset-0 overflow-y-auto">
-          <div className="flex items-end justify-center min-h-screen pt-4 px-4 pb-20 text-center sm:block sm:p-0">
-            <div className="fixed inset-0 transition-opacity" aria-hidden="true">
-              <div className="absolute inset-0 bg-gray-500 opacity-75"></div>
-            </div>
-
-            <span className="hidden sm:inline-block sm:align-middle sm:h-screen" aria-hidden="true">
-              &#8203;
-            </span>
-
-            <div className="inline-block align-bottom bg-white rounded-lg text-left overflow-hidden shadow-xl transform transition-all sm:my-8 sm:align-middle sm:max-w-lg sm:w-full">
-              <div className="bg-white px-4 pt-5 pb-4 sm:p-6 sm:pb-4">
-                <div className="sm:flex sm:items-start">
-                  <div className="mt-3 text-center sm:mt-0 sm:ml-4 sm:text-left">
-                    <h3 className="text-lg leading-6 font-medium text-gray-900">Delete User</h3>
-                    <div className="mt-2">
-                      <p className="text-sm text-gray-500">Are you sure you want to delete this user?</p>
-                    </div>
-                  </div>
-                </div>
-              </div>
-              <div className="bg-gray-50 px-4 py-3 sm:px-6 sm:flex sm:flex-row-reverse">
-                <Button onClick={handleDelete} color="red" className="ml-2">
-                  Delete
-                </Button>
-                <Button onClick={() => setIsDeleteModalOpen(false)}>Cancel</Button>
-              </div>
-            </div>
-          </div>
-        </div>
-      )}
+      <DeleteResourceModal
+        isOpen={isDeleteModalOpen}
+        title="Delete User?"
+        message="Are you sure you want to delete this user? This action cannot be undone."
+        resourceInformationTitle="User Information"
+        resourceInformation={[
+          { label: "Email", value: userData.user_info?.user_email },
+          { label: "User ID", value: userData.user_id, code: true },
+          {
+            label: "Global Proxy Role",
+            value:
+              (userData.user_info?.user_role && possibleUIRoles?.[userData.user_info.user_role]?.ui_label) ||
+              userData.user_info?.user_role ||
+              "-",
+          },
+          {
+            label: "Total Spend (USD)",
+            value:
+              userData.user_info?.spend !== null && userData.user_info?.spend !== undefined
+                ? userData.user_info.spend.toFixed(2)
+                : undefined,
+          },
+        ]}
+        onCancel={cancelDelete}
+        onOk={handleDelete}
+        confirmLoading={isDeletingUser}
+      />
 
       <TabGroup defaultIndex={activeTab} onIndexChange={setActiveTab}>
         <TabList className="mb-4">

From 99d95457b69a7d35df0fd0e7aa33a311f0882f76 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 17:00:58 -0800
Subject: [PATCH 176/178] Fixing tests

---
 ui/litellm-dashboard/src/components/entity_usage.test.tsx | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/entity_usage.test.tsx b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
index 2b6234c039e..2c070427ead 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
@@ -245,9 +245,9 @@ describe("EntityUsage", () => {
       expect(mockTagDailyActivityCall).toHaveBeenCalled();
     });
 
-    expect(await screen.findByText("Tag Spend Overview")).toBeInTheDocument();
-    expect(await screen.findByText("$-")).toBeInTheDocument();
-    expect(screen.getByText("Total Spend")).toBeInTheDocument();
-    expect(screen.getAllByText("0")[0]).toBeInTheDocument();
+    await waitFor(() => {
+      expect(screen.getByText("$0.00")).toBeInTheDocument();
+      expect(screen.getByText("Total Spend")).toBeInTheDocument();
+    });
   });
 });

From 76e9b69cad485c69127a97c81bc70f1d1723474c Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 17:03:37 -0800
Subject: [PATCH 177/178] Fixing tests

---
 ui/litellm-dashboard/src/components/entity_usage.test.tsx | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/entity_usage.test.tsx b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
index 2c070427ead..2b6234c039e 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/entity_usage.test.tsx
@@ -245,9 +245,9 @@ describe("EntityUsage", () => {
       expect(mockTagDailyActivityCall).toHaveBeenCalled();
     });
 
-    await waitFor(() => {
-      expect(screen.getByText("$0.00")).toBeInTheDocument();
-      expect(screen.getByText("Total Spend")).toBeInTheDocument();
-    });
+    expect(await screen.findByText("Tag Spend Overview")).toBeInTheDocument();
+    expect(await screen.findByText("$-")).toBeInTheDocument();
+    expect(screen.getByText("Total Spend")).toBeInTheDocument();
+    expect(screen.getAllByText("0")[0]).toBeInTheDocument();
   });
 });

From b9fe2cb2fb84bcc4ddb1e54d38c903879f96b19e Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng.jiang@gmail.com>
Date: Sat, 6 Dec 2025 17:17:47 -0800
Subject: [PATCH 178/178] Fix links + old login page deprecation message

---
 .../proxy/common_utils/html_forms/ui_login.py | 25 +++++++++++++++++++
 litellm/proxy/proxy_server.py                 |  2 +-
 2 files changed, 26 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/common_utils/html_forms/ui_login.py b/litellm/proxy/common_utils/html_forms/ui_login.py
index 5820f2b0426..8478d41e475 100644
--- a/litellm/proxy/common_utils/html_forms/ui_login.py
+++ b/litellm/proxy/common_utils/html_forms/ui_login.py
@@ -1,10 +1,13 @@
 import os
 
+from litellm.proxy.utils import get_custom_url
+
 url_to_redirect_to = os.getenv("PROXY_BASE_URL", "")
 server_root_path = os.getenv("SERVER_ROOT_PATH", "")
 if server_root_path != "":
     url_to_redirect_to += server_root_path
 url_to_redirect_to += "/login"
+new_ui_login_url = get_custom_url("", "ui/login")
 html_form = f"""
 <!DOCTYPE html>
 <html lang="en">
@@ -185,10 +188,32 @@ html_form = f"""
             margin-top: -12px;
             margin-bottom: 20px;
         }}
+
+        .deprecation-banner {{
+            background-color: #fee2e2;
+            border: 1px solid #ef4444;
+            color: #991b1b;
+            padding: 14px 16px;
+            border-radius: 6px;
+            margin-bottom: 20px;
+            font-size: 14px;
+            line-height: 1.5;
+        }}
+
+        .deprecation-banner a {{
+            color: #991b1b;
+            font-weight: 600;
+            text-decoration: underline;
+        }}
     </style>
 </head>
 <body>
     <form action="{url_to_redirect_to}" method="post">
+        <div class="deprecation-banner">
+            <strong>Deprecated:</strong> Logging in with username and password on this page is deprecated.
+            Please use the <a href="{new_ui_login_url}">new login page</a> instead.
+            This page will be dedicated to signing in via SSO in the future.
+        </div>
         <div class="logo-container">
             <div class="logo">
                 🚅 LiteLLM
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 2caaec47243..bf3ad121715 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -568,7 +568,7 @@ ui_message = (
 )
 ui_message += "\n\n💸 [```LiteLLM Model Cost Map```](https://models.litellm.ai/)."
 
-ui_message += f"\n\n🔎 [```LiteLLM Model Hub```]({model_hub_link}). See available models on the proxy. [**Docs**](https://docs.litellm.ai/docs/proxy/model_hub)"
+ui_message += f"\n\n🔎 [```LiteLLM Model Hub```]({model_hub_link}). See available models on the proxy. [**Docs**](https://docs.litellm.ai/docs/proxy/ai_hub)"
 
 custom_swagger_message = "[**Customize Swagger Docs**](https://docs.litellm.ai/docs/proxy/enterprise#swagger-docs---custom-routes--branding)"