From 87d7e86479a934cf4f37b2de0723238b4fbb80a8 Mon Sep 17 00:00:00 2001
From: CHANGE <joe.laverty@openhands.dev>
Date: Fri, 10 Apr 2026 09:41:33 -0400
Subject: [PATCH 01/95] feat(helm): add tpl support to extraContainers and
 extraInitContainers

Wrap toYaml with tpl in deployment and migration job templates so
users can reference Helm values (e.g. {{ .Values.image.repository }})
inside extraContainers and extraInitContainers definitions.
---
 .../litellm-helm/templates/deployment.yaml    |  4 +-
 .../templates/migrations-job.yaml             |  4 +-
 .../litellm-helm/tests/deployment_tests.yaml  | 58 ++++++++++++++++
 .../tests/migrations-job_tests.yaml           | 66 +++++++++++++++++++
 4 files changed, 128 insertions(+), 4 deletions(-)

diff --git a/deploy/charts/litellm-helm/templates/deployment.yaml b/deploy/charts/litellm-helm/templates/deployment.yaml
index 3040fb45d86..97123e5df69 100644
--- a/deploy/charts/litellm-helm/templates/deployment.yaml
+++ b/deploy/charts/litellm-helm/templates/deployment.yaml
@@ -47,7 +47,7 @@ spec:
         {{- toYaml .Values.podSecurityContext | nindent 8 }}
       {{- with .Values.extraInitContainers }}
       initContainers:
-        {{- toYaml . | nindent 8 }}
+        {{- tpl (toYaml .) $ | nindent 8 }}
       {{- end }}
       containers:
         - name: {{ include "litellm.name" . }}
@@ -212,7 +212,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
       {{- with .Values.extraContainers }}
-        {{- toYaml . | nindent 8 }}
+        {{- tpl (toYaml .) $ | nindent 8 }}
       {{- end }}
       volumes:
         {{ if .Values.securityContext.readOnlyRootFilesystem }}
diff --git a/deploy/charts/litellm-helm/templates/migrations-job.yaml b/deploy/charts/litellm-helm/templates/migrations-job.yaml
index 8b93a60c1a3..c3f32fe32f3 100644
--- a/deploy/charts/litellm-helm/templates/migrations-job.yaml
+++ b/deploy/charts/litellm-helm/templates/migrations-job.yaml
@@ -37,7 +37,7 @@ spec:
       serviceAccountName: {{ include "litellm.migrationServiceAccountName" . }}
       {{- with .Values.migrationJob.extraInitContainers }}
       initContainers:
-        {{- toYaml . | nindent 8 }}
+        {{- tpl (toYaml .) $ | nindent 8 }}
       {{- end }} 
       containers:
         - name: prisma-migrations
@@ -96,7 +96,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
       {{- with .Values.migrationJob.extraContainers }}
-        {{- toYaml . | nindent 8 }}
+        {{- tpl (toYaml .) $ | nindent 8 }}
       {{- end }}
       {{- with .Values.volumes }}
       volumes:
diff --git a/deploy/charts/litellm-helm/tests/deployment_tests.yaml b/deploy/charts/litellm-helm/tests/deployment_tests.yaml
index 0d278f25693..b1cbafaf408 100644
--- a/deploy/charts/litellm-helm/tests/deployment_tests.yaml
+++ b/deploy/charts/litellm-helm/tests/deployment_tests.yaml
@@ -319,3 +319,61 @@ tests:
     asserts:
       - notExists:
           path: spec.minReadySeconds
+  - it: should work with extraInitContainers
+    template: deployment.yaml
+    set:
+      extraInitContainers:
+        - name: init-test
+          image: busybox:latest
+          command: ["echo", "hello"]
+    asserts:
+      - contains:
+          path: spec.template.spec.initContainers
+          content:
+            name: init-test
+            image: busybox:latest
+            command: ["echo", "hello"]
+  - it: should support tpl in extraInitContainers
+    template: deployment.yaml
+    set:
+      image:
+        repository: ghcr.io/berriai/litellm-database
+        tag: test
+      extraInitContainers:
+        - name: init-tpl
+          image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+          command: ["echo", "hello"]
+    asserts:
+      - contains:
+          path: spec.template.spec.initContainers
+          content:
+            name: init-tpl
+            image: "ghcr.io/berriai/litellm-database:test"
+            command: ["echo", "hello"]
+  - it: should work with extraContainers
+    template: deployment.yaml
+    set:
+      extraContainers:
+        - name: sidecar
+          image: busybox:latest
+    asserts:
+      - contains:
+          path: spec.template.spec.containers
+          content:
+            name: sidecar
+            image: busybox:latest
+  - it: should support tpl in extraContainers
+    template: deployment.yaml
+    set:
+      image:
+        repository: ghcr.io/berriai/litellm-database
+        tag: test
+      extraContainers:
+        - name: sidecar-tpl
+          image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+    asserts:
+      - contains:
+          path: spec.template.spec.containers
+          content:
+            name: sidecar-tpl
+            image: "ghcr.io/berriai/litellm-database:test"
diff --git a/deploy/charts/litellm-helm/tests/migrations-job_tests.yaml b/deploy/charts/litellm-helm/tests/migrations-job_tests.yaml
index ee684c3c3d7..05dd37b4857 100644
--- a/deploy/charts/litellm-helm/tests/migrations-job_tests.yaml
+++ b/deploy/charts/litellm-helm/tests/migrations-job_tests.yaml
@@ -188,3 +188,69 @@ tests:
       - equal:
           path: spec.template.spec.serviceAccountName
           value: pre-existing-sa
+  - it: should work with extraInitContainers
+    template: migrations-job.yaml
+    set:
+      migrationJob:
+        enabled: true
+        extraInitContainers:
+          - name: init-test
+            image: busybox:latest
+            command: ["echo", "hello"]
+    asserts:
+      - contains:
+          path: spec.template.spec.initContainers
+          content:
+            name: init-test
+            image: busybox:latest
+            command: ["echo", "hello"]
+  - it: should support tpl in extraInitContainers
+    template: migrations-job.yaml
+    set:
+      image:
+        repository: ghcr.io/berriai/litellm-database
+        tag: test
+      migrationJob:
+        enabled: true
+        extraInitContainers:
+          - name: init-tpl
+            image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+            command: ["echo", "hello"]
+    asserts:
+      - contains:
+          path: spec.template.spec.initContainers
+          content:
+            name: init-tpl
+            image: "ghcr.io/berriai/litellm-database:test"
+            command: ["echo", "hello"]
+  - it: should work with extraContainers
+    template: migrations-job.yaml
+    set:
+      migrationJob:
+        enabled: true
+        extraContainers:
+          - name: sidecar
+            image: busybox:latest
+    asserts:
+      - contains:
+          path: spec.template.spec.containers
+          content:
+            name: sidecar
+            image: busybox:latest
+  - it: should support tpl in extraContainers
+    template: migrations-job.yaml
+    set:
+      image:
+        repository: ghcr.io/berriai/litellm-database
+        tag: test
+      migrationJob:
+        enabled: true
+        extraContainers:
+          - name: sidecar-tpl
+            image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+    asserts:
+      - contains:
+          path: spec.template.spec.containers
+          content:
+            name: sidecar-tpl
+            image: "ghcr.io/berriai/litellm-database:test"

From b28b82c1057d700eee2d75c6d7cadb744e3deadf Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Tue, 14 Apr 2026 21:46:13 -0700
Subject: [PATCH 02/95] chore(ui): migrate GuardrailTestPlayground off
 @tremor/react to antd

Part of the ongoing migration away from @tremor/react per CLAUDE.md.
Swaps tremor Card/Title/Text/TextInput for antd Card/Input and plain
h2/h3/span/p tags with Tailwind. Drops the redundant Checkbox avatar in
the sidebar list since row clicks already toggle selection and the
blue-border + bg-blue-50 styling already signals selected state.
---
 .../guardrails/GuardrailTestPlayground.tsx    | 41 +++++++------------
 1 file changed, 15 insertions(+), 26 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx b/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
index 462e6a5f684..751602079ca 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
+++ b/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
@@ -1,6 +1,5 @@
 import React, { useState } from "react";
-import { Card, Title, Text, TextInput } from "@tremor/react";
-import { List, Empty, Spin, Checkbox } from "antd";
+import { Card, List, Empty, Spin, Input } from "antd";
 import { ExperimentOutlined, SearchOutlined } from "@ant-design/icons";
 import GuardrailTestPanel from "./GuardrailTestPanel";
 import { applyGuardrail } from "../networking";
@@ -117,18 +116,18 @@ const GuardrailTestPlayground: React.FC<GuardrailTestPlaygroundProps> = ({
 
   return (
     <div className="w-full h-[calc(100vh-200px)]">
-      <Card className="h-full">
+      <Card className="h-full" styles={{ body: { padding: 0, height: "100%" } }}>
         <div className="flex h-full">
           {/* Left Sidebar - Guardrails List */}
           <div className="w-1/4 border-r border-gray-200 flex flex-col overflow-hidden">
             <div className="p-4 border-b border-gray-200">
               <div className="mb-3">
-                <Title className="text-lg font-semibold mb-3">Guardrails</Title>
-                <TextInput
-                  icon={SearchOutlined}
+                <h3 className="text-lg font-semibold mb-3">Guardrails</h3>
+                <Input
+                  prefix={<SearchOutlined />}
                   placeholder="Search guardrails..."
                   value={searchQuery}
-                  onValueChange={setSearchQuery}
+                  onChange={(e) => setSearchQuery(e.target.value)}
                 />
               </div>
             </div>
@@ -156,24 +155,14 @@ const GuardrailTestPlayground: React.FC<GuardrailTestPlaygroundProps> = ({
                           toggleGuardrailSelection(guardrail.guardrail_name);
                         }
                       }}
-                      className={`cursor-pointer hover:bg-gray-50 transition-colors px-4 ${
+                      style={{ paddingLeft: 24, paddingRight: 16 }}
+                      className={`cursor-pointer hover:bg-gray-50 transition-colors ${
                         selectedGuardrails.has(guardrail.guardrail_name || "")
                           ? "bg-blue-50 border-l-4 border-l-blue-500"
                           : "border-l-4 border-l-transparent"
                       }`}
                     >
                       <List.Item.Meta
-                        avatar={
-                          <Checkbox
-                            checked={selectedGuardrails.has(guardrail.guardrail_name || "")}
-                            onClick={(e) => {
-                              e.stopPropagation();
-                              if (guardrail.guardrail_name) {
-                                toggleGuardrailSelection(guardrail.guardrail_name);
-                              }
-                            }}
-                          />
-                        }
                         title={
                           <div className="flex items-center space-x-2">
                             <ExperimentOutlined className="text-gray-400" />
@@ -206,29 +195,29 @@ const GuardrailTestPlayground: React.FC<GuardrailTestPlaygroundProps> = ({
             </div>
 
             <div className="p-3 border-t border-gray-200 bg-gray-50">
-              <Text className="text-xs text-gray-600">
+              <span className="text-xs text-gray-600">
                 {selectedGuardrails.size} of {filteredGuardrails.length} selected
-              </Text>
+              </span>
             </div>
           </div>
 
           {/* Right Panel - Test Area */}
           <div className="w-3/4 flex flex-col bg-white">
             <div className="p-4 border-b border-gray-200 flex justify-between items-center">
-              <Title className="text-xl font-semibold mb-0">Guardrail Testing Playground</Title>
+              <h2 className="text-xl font-semibold mb-0">Guardrail Testing Playground</h2>
             </div>
 
             <div className="flex-1 overflow-auto p-4">
               {selectedGuardrails.size === 0 ? (
                 <div className="h-full flex flex-col items-center justify-center text-gray-400">
                   <ExperimentOutlined style={{ fontSize: "48px", marginBottom: "16px" }} />
-                  <Text className="text-lg font-medium text-gray-600 mb-2">
+                  <p className="text-lg font-medium text-gray-600 mb-2">
                     Select Guardrails to Test
-                  </Text>
-                  <Text className="text-center text-gray-500 max-w-md">
+                  </p>
+                  <p className="text-center text-gray-500 max-w-md">
                     Choose one or more guardrails from the left sidebar to start testing and
                     comparing results.
-                  </Text>
+                  </p>
                 </div>
               ) : (
                 <div className="h-full">

From 17568e81f28befd3215b4f2e98123a1b7b16bd5b Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Wed, 15 Apr 2026 08:45:11 -0700
Subject: [PATCH 03/95] chore(ui): use antd Typography in
 GuardrailTestPlayground

- Replace plain text/heading tags with Typography.Text, Title, Paragraph
- Document Typography preference in CLAUDE.md UI guidelines
---
 CLAUDE.md                                      |  2 +-
 .../guardrails/GuardrailTestPlayground.tsx     | 18 ++++++++++--------
 2 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/CLAUDE.md b/CLAUDE.md
index 043055408c2..a2716876b12 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -110,7 +110,7 @@ LiteLLM is a unified interface for 100+ LLM providers with two main components:
 - When wiring a new UI entity type to an existing backend endpoint, verify the backend API contract (single value vs. array, required vs. optional params) and ensure the UI controls match — e.g., use a single-select dropdown when the backend accepts a single value, not a multi-select
 
 ### UI Component Library
-- **Always use `antd` for new UI components** — we are migrating off of `@tremor/react`. Do not introduce new `Badge`, `Text`, `Card`, `Grid`, `Title`, or other imports from `@tremor/react` in any new or modified file. Use `antd` equivalents: `Tag` for labels, plain `<span>`/`<div>` with Tailwind classes (or `Typography.Text`) for text, `Card` from `antd`, etc. Note that `antd` has no `"yellow"` Tag color — use `"gold"` for amber/yellow.
+- **Always use `antd` for new UI components** — we are migrating off of `@tremor/react`. Do not introduce new `Badge`, `Text`, `Card`, `Grid`, `Title`, or other imports from `@tremor/react` in any new or modified file. Use `antd` equivalents: `Tag` for labels, `Typography.Text` / `Typography.Title` / `Typography.Paragraph` for textual content (avoid plain text-only `<span>`, `<p>`, `<h*>` when Typography fits), and `Card` from `antd`. Note that `antd` has no `"yellow"` Tag color — use `"gold"` for amber/yellow.
 
 ### MCP OAuth / OpenAPI Transport Mapping
 - `TRANSPORT.OPENAPI` is a UI-only concept. The backend only accepts `"http"`, `"sse"`, or `"stdio"`. Always map it to `"http"` before any API call (including pre-OAuth temp-session calls).
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx b/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
index 751602079ca..7ede8f4c8d7 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
+++ b/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
@@ -1,5 +1,5 @@
 import React, { useState } from "react";
-import { Card, List, Empty, Spin, Input } from "antd";
+import { Card, List, Empty, Spin, Input, Typography } from "antd";
 import { ExperimentOutlined, SearchOutlined } from "@ant-design/icons";
 import GuardrailTestPanel from "./GuardrailTestPanel";
 import { applyGuardrail } from "../networking";
@@ -195,29 +195,31 @@ const GuardrailTestPlayground: React.FC<GuardrailTestPlaygroundProps> = ({
             </div>
 
             <div className="p-3 border-t border-gray-200 bg-gray-50">
-              <span className="text-xs text-gray-600">
+              <Typography.Text className="text-xs text-gray-600">
                 {selectedGuardrails.size} of {filteredGuardrails.length} selected
-              </span>
+              </Typography.Text>
             </div>
           </div>
 
           {/* Right Panel - Test Area */}
           <div className="w-3/4 flex flex-col bg-white">
             <div className="p-4 border-b border-gray-200 flex justify-between items-center">
-              <h2 className="text-xl font-semibold mb-0">Guardrail Testing Playground</h2>
+              <Typography.Title level={2} className="text-xl font-semibold mb-0">
+                Guardrail Testing Playground
+              </Typography.Title>
             </div>
 
             <div className="flex-1 overflow-auto p-4">
               {selectedGuardrails.size === 0 ? (
                 <div className="h-full flex flex-col items-center justify-center text-gray-400">
                   <ExperimentOutlined style={{ fontSize: "48px", marginBottom: "16px" }} />
-                  <p className="text-lg font-medium text-gray-600 mb-2">
+                  <Typography.Paragraph className="text-lg font-medium text-gray-600 mb-2">
                     Select Guardrails to Test
-                  </p>
-                  <p className="text-center text-gray-500 max-w-md">
+                  </Typography.Paragraph>
+                  <Typography.Paragraph className="text-center text-gray-500 max-w-md">
                     Choose one or more guardrails from the left sidebar to start testing and
                     comparing results.
-                  </p>
+                  </Typography.Paragraph>
                 </div>
               ) : (
                 <div className="h-full">

From 3c9bf32611095f9f1e4e92a0cbc724391baae6fb Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Thu, 16 Apr 2026 13:08:31 +0530
Subject: [PATCH 04/95] fix(bedrock): prevent negative streaming costs with
 start-only cache usage

Bedrock /v1/messages streams can report cache tokens only on message_start while message_delta carries only uncached input tokens. Merge cache fields onto the final delta usage and clamp negative text-token remainders in cost calc to keep usage/cost consistent.

Made-with: Cursor
---
 .../litellm_core_utils/llm_cost_calc/utils.py |   3 +
 .../anthropic_claude3_transformation.py       |  72 ++++++---
 .../test_anthropic_claude3_transformation.py  | 141 ++++++++++++++++++
 3 files changed, 199 insertions(+), 17 deletions(-)

diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py
index 191231f3e66..3fd913958da 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/utils.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py
@@ -684,6 +684,9 @@ def generic_cost_per_token(  # noqa: PLR0915
             - cache_creation
             - image_tokens
         )
+        # Clamp to zero: inconsistent streaming usage 
+        if text_tokens < 0:
+            text_tokens = 0
         prompt_tokens_details["text_tokens"] = text_tokens
 
     (
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index d00a18fe7e3..542c43b6594 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -507,11 +507,14 @@ class AmazonAnthropicClaudeMessagesConfig(
         """
         Bedrock invoke does not return SSE formatted data. This function is a wrapper to ensure litellm chunks are SSE formatted.
 
-        Bedrock's Anthropic-compatible streaming puts cache usage fields
-        (cache_creation_input_tokens, cache_read_input_tokens) only on
-        message_stop, not on message_start or message_delta. Claude Code's
-        SDK only merges usage from message_delta, so we promote those fields
-        from message_stop onto message_delta before yielding.
+        Bedrock's Anthropic-compatible streaming usually puts cache usage fields
+        (cache_creation_input_tokens, cache_read_input_tokens) on message_stop.
+        Some deployments (including GovCloud) emit the cache breakdown only on
+        ``message_start.message.usage``; ``message_delta`` / ``message_stop`` then
+        repeat uncached ``input_tokens`` only. We promote cache fields from
+        ``message_stop`` onto ``message_delta``, and when those are absent we
+        merge them from ``message_start`` so logging/cost sees a consistent usage
+        object (fixes negative input costs: LIT-2411).
         """
         from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
             BaseAnthropicMessagesStreamingIterator,
@@ -527,6 +530,27 @@ class AmazonAnthropicClaudeMessagesConfig(
         async for chunk in handler.async_sse_wrapper(patched_stream):
             yield chunk
 
+    @staticmethod
+    def _merge_message_start_cache_into_delta_usage(
+        delta_usage: Dict[str, Any],
+        start_usage: Optional[Dict[str, Any]],
+    ) -> None:
+        """
+        Copy cache breakdown from message_start onto message_delta usage when
+        those keys are missing on the delta (GovCloud / some Bedrock streams).
+        """
+        if not start_usage:
+            return
+        for field in ("cache_creation_input_tokens", "cache_read_input_tokens"):
+            if field not in delta_usage:
+                val = start_usage.get(field)
+                if val is not None:
+                    delta_usage[field] = val
+        if "cache_creation" not in delta_usage:
+            cc = start_usage.get("cache_creation")
+            if cc is not None:
+                delta_usage["cache_creation"] = cc
+
     @staticmethod
     async def _promote_message_stop_usage(
         completion_stream: AsyncIterator[
@@ -534,20 +558,13 @@ class AmazonAnthropicClaudeMessagesConfig(
         ],
     ) -> AsyncIterator[Union[bytes, GenericStreamingChunk, ModelResponseStream, dict]]:
         """
-        Promote cache usage fields from message_stop onto message_delta.
-
-        Bedrock reports input_tokens (uncached only) on message_start, and
-        the full breakdown (input_tokens, cache_creation_input_tokens,
-        cache_read_input_tokens) only on message_stop. Claude Code's SDK
-        merges usage from message_start and message_delta but ignores
-        message_stop. This method buffers message_delta and, when
-        message_stop arrives with cache usage, merges those fields into the
-        message_delta usage. input_tokens is kept as the uncached-only
-        count; downstream calculate_usage adds cache tokens to
-        prompt_tokens.
+        Promote cache usage fields onto message_delta from message_stop (and,
+        when stop lacks them, from message_start).  Ensures the final usage
+        chunk that logging/cost sees is always self-consistent.
         """
         _CACHE_FIELDS = ("cache_creation_input_tokens", "cache_read_input_tokens")
-        pending_delta = None
+        pending_delta: Optional[Dict[str, Any]] = None
+        start_usage_snapshot: Optional[Dict[str, Any]] = None
 
         async for chunk in completion_stream:
             if not isinstance(chunk, dict):
@@ -559,6 +576,17 @@ class AmazonAnthropicClaudeMessagesConfig(
 
             chunk_type = chunk.get("type")
 
+            if chunk_type == "message_start":
+                msg = chunk.get("message") or {}
+                u = msg.get("usage")
+                if isinstance(u, dict):
+                    start_usage_snapshot = dict(u)
+                if pending_delta is not None:
+                    yield pending_delta
+                    pending_delta = None
+                yield chunk
+                continue
+
             if chunk_type == "message_delta":
                 pending_delta = chunk
                 continue
@@ -575,6 +603,10 @@ class AmazonAnthropicClaudeMessagesConfig(
                 if raw_input is not None:
                     delta_usage["input_tokens"] = raw_input if isinstance(raw_input, int) else 0
 
+                AmazonAnthropicClaudeMessagesConfig._merge_message_start_cache_into_delta_usage(
+                    delta_usage, start_usage_snapshot
+                )
+
                 if delta_usage:
                     pending_delta["usage"] = delta_usage  # type: ignore[arg-type]
 
@@ -590,6 +622,12 @@ class AmazonAnthropicClaudeMessagesConfig(
             yield chunk
 
         if pending_delta is not None:
+            delta_usage = dict(pending_delta.get("usage") or {})
+            AmazonAnthropicClaudeMessagesConfig._merge_message_start_cache_into_delta_usage(
+                delta_usage, start_usage_snapshot
+            )
+            if delta_usage:
+                pending_delta["usage"] = delta_usage  # type: ignore[arg-type]
             yield pending_delta
 
 
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index f0186f7891f..6b6beca4b66 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -587,6 +587,147 @@ async def test_promote_message_stop_usage_preserves_message_delta_output_tokens(
     assert delta_out["usage"]["input_tokens"] == 3
 
 
+@pytest.mark.asyncio
+async def test_promote_message_start_cache_when_message_stop_omits_cache_fields():
+    """
+    GovCloud / some Bedrock streams put cache_read only on message_start; delta and
+    stop repeat uncached input_tokens only. Merging start cache onto message_delta
+    avoids inconsistent usage and negative input costs (LIT-2411).
+    """
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+
+    async def _stream():  # type: ignore[return-type]
+        yield {
+            "type": "message_start",
+            "message": {
+                "id": "msg_1",
+                "type": "message",
+                "role": "assistant",
+                "content": [],
+                "model": "claude-sonnet-4-5-20250929",
+                "usage": {
+                    "input_tokens": 10,
+                    "cache_creation_input_tokens": 0,
+                    "cache_read_input_tokens": 22167,
+                    "cache_creation": {
+                        "ephemeral_5m_input_tokens": 0,
+                        "ephemeral_1h_input_tokens": 0,
+                    },
+                    "output_tokens": 4,
+                },
+            },
+        }
+        yield {
+            "type": "message_delta",
+            "delta": {"stop_reason": "end_turn", "stop_sequence": None},
+            "usage": {"input_tokens": 10, "output_tokens": 181},
+        }
+        yield {"type": "message_stop", "usage": {"input_tokens": 10, "output_tokens": 181}}
+
+    merged: list[dict] = []
+    async for chunk in cfg._promote_message_stop_usage(_stream()):
+        if isinstance(chunk, dict):
+            merged.append(chunk)
+
+    delta_chunks = [c for c in merged if c.get("type") == "message_delta"]
+    assert len(delta_chunks) == 1
+    u = delta_chunks[0]["usage"]
+    assert u["input_tokens"] == 10
+    assert u["output_tokens"] == 181
+    assert u["cache_read_input_tokens"] == 22167
+    assert u["cache_creation_input_tokens"] == 0
+
+
+@pytest.mark.asyncio
+async def test_unified_bedrock_messages_cache_on_start_only_never_negative_cost():
+    """
+    Regression guard for LIT-2411:
+    If cache usage is present only on message_start (and omitted from
+    message_delta/message_stop), final reconstructed usage + cost must still
+    be consistent and non-negative.
+    """
+    from litellm import completion_cost
+    from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
+        AnthropicPassthroughLoggingHandler,
+    )
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+
+    async def _stream():  # type: ignore[return-type]
+        yield {
+            "type": "message_start",
+            "message": {
+                "id": "msg_bdrk_01WuFzkDbE9KWgiWakMRNKcA",
+                "type": "message",
+                "role": "assistant",
+                "content": [],
+                "model": "claude-sonnet-4-5-20250929",
+                "stop_reason": None,
+                "stop_sequence": None,
+                "usage": {
+                    "input_tokens": 10,
+                    "cache_creation_input_tokens": 0,
+                    "cache_read_input_tokens": 22167,
+                    "cache_creation": {
+                        "ephemeral_5m_input_tokens": 0,
+                        "ephemeral_1h_input_tokens": 0,
+                    },
+                    "output_tokens": 4,
+                },
+            },
+        }
+        yield {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}}
+        yield {
+            "type": "content_block_delta",
+            "index": 0,
+            "delta": {"type": "text_delta", "text": "Hello from regression test"},
+        }
+        yield {"type": "content_block_stop", "index": 0}
+        yield {
+            "type": "message_delta",
+            "delta": {"stop_reason": "end_turn", "stop_sequence": None},
+            "usage": {"output_tokens": 181, "input_tokens": 10},
+        }
+        yield {"type": "message_stop", "usage": {"input_tokens": 10, "output_tokens": 181}}
+
+    logging_obj = LiteLLMLoggingObj(
+        model="bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0",
+        messages=[{"role": "user", "content": "Hi"}],
+        stream=True,
+        call_type="chat",
+        start_time=datetime.now(),
+        litellm_call_id="test_cache_on_start_only_never_negative_cost",
+        function_id="test_cache_on_start_only_never_negative_cost",
+    )
+
+    collected: list[bytes] = []
+    async for sse in cfg.bedrock_sse_wrapper(
+        completion_stream=_stream(),
+        litellm_logging_obj=logging_obj,
+        request_body={"model": "anthropic.claude-3-5-sonnet-20240620-v1:0"},
+    ):
+        collected.append(sse)
+
+    built = AnthropicPassthroughLoggingHandler._build_complete_streaming_response(
+        all_chunks=collected,
+        model="anthropic.claude-3-5-sonnet-20240620-v1:0",
+        litellm_logging_obj=Mock(),
+    )
+    assert built.usage is not None
+    assert built.usage.prompt_tokens == 22177
+    assert built.usage.completion_tokens == 181
+    assert built.usage.cache_creation_input_tokens == 0
+    assert built.usage.cache_read_input_tokens == 22167
+
+    cost = completion_cost(
+        completion_response=built,
+        model="bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0",
+        custom_llm_provider="bedrock",
+    )
+    assert cost > 0
+    assert cost == pytest.approx(0.0093951, rel=0, abs=1e-9)
+
+
 @pytest.mark.asyncio
 async def test_unified_bedrock_messages_sse_usage_and_cost_claude_sonnet_46():
     """

From 72be35f9b81da33c34a2c82c37ff69f9d998a3e0 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Thu, 16 Apr 2026 11:01:30 -0700
Subject: [PATCH 05/95] chore(ui): migrate router_settings page from Tremor to
 antd
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Replace @tremor/react components with antd equivalents:
- Button → antd Button
- TextInput → antd Input
- Switch → antd Switch
---
 .../router_settings/LatencyBasedConfiguration.tsx           | 4 ++--
 .../router_settings/ReliabilityRetriesSection.tsx           | 4 ++--
 .../src/components/router_settings/TagFilteringToggle.tsx   | 2 +-
 .../src/components/router_settings/index.tsx                | 6 +++---
 4 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/router_settings/LatencyBasedConfiguration.tsx b/ui/litellm-dashboard/src/components/router_settings/LatencyBasedConfiguration.tsx
index 9c776c94a0b..1c2d52cf0c5 100644
--- a/ui/litellm-dashboard/src/components/router_settings/LatencyBasedConfiguration.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/LatencyBasedConfiguration.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { TextInput } from "@tremor/react";
+import { Input } from "antd";
 
 interface routingStrategyArgs {
   ttl?: number;
@@ -42,7 +42,7 @@ const LatencyBasedConfiguration: React.FC<LatencyBasedConfigurationProps> = ({
                 <p className="text-xs text-gray-500 mt-0.5 mb-2">
                   {paramExplanation[param] || ""}
                 </p>
-                <TextInput
+                <Input
                   name={param}
                   defaultValue={typeof value === "object" ? JSON.stringify(value, null, 2) : value?.toString()}
                   className="font-mono text-sm w-full"
diff --git a/ui/litellm-dashboard/src/components/router_settings/ReliabilityRetriesSection.tsx b/ui/litellm-dashboard/src/components/router_settings/ReliabilityRetriesSection.tsx
index d217a45358b..3005822ab88 100644
--- a/ui/litellm-dashboard/src/components/router_settings/ReliabilityRetriesSection.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/ReliabilityRetriesSection.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { TextInput } from "@tremor/react";
+import { Input } from "antd";
 
 interface ReliabilityRetriesSectionProps {
   routerSettings: { [key: string]: any };
@@ -36,7 +36,7 @@ const ReliabilityRetriesSection: React.FC<ReliabilityRetriesSectionProps> = ({
                 <p className="text-xs text-gray-500 mt-0.5 mb-2">
                   {routerFieldsMetadata[param]?.field_description || ""}
                 </p>
-                <TextInput
+                <Input
                   name={param}
                   defaultValue={
                     value === null || value === undefined || value === "null"
diff --git a/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.tsx b/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.tsx
index 2b53a48c3aa..725c75a3f67 100644
--- a/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { Switch } from "@tremor/react";
+import { Switch } from "antd";
 
 interface TagFilteringToggleProps {
   enabled: boolean;
diff --git a/ui/litellm-dashboard/src/components/router_settings/index.tsx b/ui/litellm-dashboard/src/components/router_settings/index.tsx
index aaad5306832..5bd01321221 100644
--- a/ui/litellm-dashboard/src/components/router_settings/index.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/index.tsx
@@ -1,4 +1,4 @@
-import { Button } from "@tremor/react";
+import { Button } from "antd";
 import React, { useEffect, useState } from "react";
 import NotificationsManager from "../molecules/notifications_manager";
 import { getCallbacksCall, getRouterSettingsCall, setCallbacksCall } from "../networking";
@@ -191,10 +191,10 @@ const RouterSettings: React.FC<RouterSettingsProps> = ({ accessToken, userRole,
 
       {/* Actions - Sticky at bottom */}
       <div className="border-t border-gray-200 pt-6 flex justify-end gap-3">
-        <Button variant="secondary" size="sm" onClick={() => window.location.reload()} className="text-sm">
+        <Button onClick={() => window.location.reload()}>
           Reset
         </Button>
-        <Button size="sm" onClick={handleSaveChanges} className="text-sm font-medium">
+        <Button type="primary" onClick={handleSaveChanges}>
           Save Changes
         </Button>
       </div>

From f796036af031f5b340432e8f2f0fb447fafd4aee Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Thu, 16 Apr 2026 13:52:39 -0700
Subject: [PATCH 06/95] feat(proxy): add --reload flag for uvicorn hot reload
 (dev only)

Opt-in CLI flag, off by default, no env var. Only affects the uvicorn
run path; gunicorn/hypercorn paths and prod (which doesn't pass the
flag) are unaffected.
---
 litellm/proxy/proxy_cli.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index c638e294268..f1e5938c1f4 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -577,6 +577,12 @@ class ProxyInitializationHelpers:
     help="Exit with error if database migration fails on startup.",
     envvar="ENFORCE_PRISMA_MIGRATION_CHECK",
 )
+@click.option(
+    "--reload",
+    is_flag=True,
+    default=False,
+    help="Enable uvicorn hot reload (dev only). Incompatible with --num_workers>1, --run_gunicorn, and --run_hypercorn.",
+)
 def run_server(  # noqa: PLR0915
     host,
     port,
@@ -618,6 +624,7 @@ def run_server(  # noqa: PLR0915
     keepalive_timeout,
     max_requests_before_restart,
     enforce_prisma_migration_check: bool,
+    reload: bool,
 ):
     if setup:
         from litellm.setup_wizard import run_setup_wizard
@@ -954,6 +961,9 @@ def run_server(  # noqa: PLR0915
             if loop_type:
                 uvicorn_args["loop"] = loop_type
 
+            if reload:
+                uvicorn_args["reload"] = True
+
             uvicorn.run(
                 **uvicorn_args,
                 workers=num_workers,

From 260679679f7881d96cbbf53bbf23b4ffaf7091dc Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Thu, 16 Apr 2026 14:04:33 -0700
Subject: [PATCH 07/95] fix(ui): repair router_settings tests broken by full
 antd mock
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The antd mocks in RouterSettingsForm.test.tsx and index.test.tsx
replaced the entire antd module with only Select, so the Switch and
Button used by nested components failed to render. Use importOriginal
to preserve the rest of antd and override only Select.

Also fix the TagFilteringToggle click assertion — antd's Switch fires
onChange with (checked, event), so toHaveBeenCalledWith(true) was
always going to miss. Assert the checked arg directly instead of
coupling to antd's call signature.
---
 .../RouterSettingsForm.test.tsx               | 41 +++++++++++--------
 .../TagFilteringToggle.test.tsx               |  3 +-
 .../components/router_settings/index.test.tsx | 38 +++++++++--------
 3 files changed, 46 insertions(+), 36 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/router_settings/RouterSettingsForm.test.tsx b/ui/litellm-dashboard/src/components/router_settings/RouterSettingsForm.test.tsx
index 3988f012814..a8ff485cf9b 100644
--- a/ui/litellm-dashboard/src/components/router_settings/RouterSettingsForm.test.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/RouterSettingsForm.test.tsx
@@ -4,25 +4,30 @@ import userEvent from "@testing-library/user-event";
 import RouterSettingsForm from "./RouterSettingsForm";
 import type { RouterSettingsFormValue } from "./RouterSettingsForm";
 
-// Use the same antd mock as RoutingStrategySelector to keep things consistent
-vi.mock("antd", () => ({
-  Select: Object.assign(
-    ({ value, onChange, children }: any) => (
-      <select
-        data-testid="strategy-select"
-        value={value ?? ""}
-        onChange={(e) => onChange(e.target.value)}
-      >
-        {children}
-      </select>
-    ),
-    {
-      Option: ({ value, children }: any) => (
-        <option value={value}>{children}</option>
+// Override antd Select (complex to drive in JSDOM) while preserving the rest
+// of antd (Switch, Button, etc.) so nested components render normally.
+vi.mock("antd", async (importOriginal) => {
+  const actual = await importOriginal<typeof import("antd")>();
+  return {
+    ...actual,
+    Select: Object.assign(
+      ({ value, onChange, children }: any) => (
+        <select
+          data-testid="strategy-select"
+          value={value ?? ""}
+          onChange={(e) => onChange(e.target.value)}
+        >
+          {children}
+        </select>
       ),
-    }
-  ),
-}));
+      {
+        Option: ({ value, children }: any) => (
+          <option value={value}>{children}</option>
+        ),
+      }
+    ),
+  };
+});
 
 const defaultValue: RouterSettingsFormValue = {
   routerSettings: {},
diff --git a/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.test.tsx b/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.test.tsx
index b469751ac2d..cc071117b82 100644
--- a/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.test.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/TagFilteringToggle.test.tsx
@@ -90,6 +90,7 @@ describe("TagFilteringToggle", () => {
 
     await user.click(screen.getByRole("switch"));
 
-    expect(onToggle).toHaveBeenCalledWith(true);
+    expect(onToggle).toHaveBeenCalledTimes(1);
+    expect(onToggle.mock.calls[0][0]).toBe(true);
   });
 });
diff --git a/ui/litellm-dashboard/src/components/router_settings/index.test.tsx b/ui/litellm-dashboard/src/components/router_settings/index.test.tsx
index eea2717298a..80f0ed98c81 100644
--- a/ui/litellm-dashboard/src/components/router_settings/index.test.tsx
+++ b/ui/litellm-dashboard/src/components/router_settings/index.test.tsx
@@ -3,24 +3,28 @@ import { renderWithProviders, screen, waitFor } from "../../../tests/test-utils"
 import userEvent from "@testing-library/user-event";
 import RouterSettings from "./index";
 
-vi.mock("antd", () => ({
-  Select: Object.assign(
-    ({ value, onChange, children }: any) => (
-      <select
-        data-testid="strategy-select"
-        value={value ?? ""}
-        onChange={(e) => onChange(e.target.value)}
-      >
-        {children}
-      </select>
-    ),
-    {
-      Option: ({ value, children }: any) => (
-        <option value={value}>{children}</option>
+vi.mock("antd", async (importOriginal) => {
+  const actual = await importOriginal<typeof import("antd")>();
+  return {
+    ...actual,
+    Select: Object.assign(
+      ({ value, onChange, children }: any) => (
+        <select
+          data-testid="strategy-select"
+          value={value ?? ""}
+          onChange={(e) => onChange(e.target.value)}
+        >
+          {children}
+        </select>
       ),
-    }
-  ),
-}));
+      {
+        Option: ({ value, children }: any) => (
+          <option value={value}>{children}</option>
+        ),
+      }
+    ),
+  };
+});
 
 vi.mock("@/components/networking", () => ({
   getCallbacksCall: vi.fn(),

From 91bfbe6efedf09f099417f1c8ba5c1e452e77e0f Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 01:45:57 +0000
Subject: [PATCH 08/95] fix(proxy): enforce organization boundaries in admin
 operations

Validate org admin role against all requested organizations instead
of returning on first match. Scope team list queries to the caller's
permitted organizations when filtering by user_id.
---
 .../proxy/auth/auth_checks_organization.py    |  16 +-
 .../management_endpoints/team_endpoints.py    |  93 +--
 .../test_team_endpoints.py                    | 701 ++++++++++--------
 3 files changed, 428 insertions(+), 382 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks_organization.py b/litellm/proxy/auth/auth_checks_organization.py
index 50efe137209..d89afcffa9a 100644
--- a/litellm/proxy/auth/auth_checks_organization.py
+++ b/litellm/proxy/auth/auth_checks_organization.py
@@ -144,7 +144,7 @@ def _user_is_org_admin(
     user_object: Optional[LiteLLM_UserTable] = None,
 ) -> bool:
     """
-    Helper function to check if user is an org admin for any of the passed organizations.
+    Helper function to check if user is an org admin for all of the passed organizations.
 
     Checks both:
     - `organization_id` (singular string) — legacy callers
@@ -168,9 +168,13 @@ def _user_is_org_admin(
     if not candidate_org_ids:
         return False
 
-    for _membership in user_object.organization_memberships:
-        if _membership.organization_id in candidate_org_ids:
-            if _membership.user_role == LitellmUserRoles.ORG_ADMIN.value:
-                return True
+    # Build set of orgs where user is admin
+    admin_org_ids = {
+        _membership.organization_id
+        for _membership in user_object.organization_memberships
+        if _membership.user_role == LitellmUserRoles.ORG_ADMIN.value
+        and _membership.organization_id is not None
+    }
 
-    return False
+    # User must be admin of ALL requested orgs, not just any one
+    return all(org_id in admin_org_ids for org_id in candidate_org_ids)
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 138469312e1..edd92cb83de 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -120,6 +120,7 @@ def _sanitize_for_log(value: Any) -> str:
         text = repr(value)
     return text.replace("\r", "").replace("\n", "")
 
+
 async def _verify_team_access(
     team_obj: LiteLLM_TeamTable,
     user_api_key_dict: UserAPIKeyAuth,
@@ -314,10 +315,8 @@ class TeamMemberBudgetHandler:
             return
 
         # Batch-fetch existing memberships for this team (avoids N+1 queries)
-        existing_memberships = (
-            await prisma_client.db.litellm_teammembership.find_many(
-                where={"team_id": team_id}
-            )
+        existing_memberships = await prisma_client.db.litellm_teammembership.find_many(
+            where={"team_id": team_id}
         )
         existing_user_ids = {m.user_id for m in existing_memberships}
 
@@ -1659,12 +1658,12 @@ async def update_team(  # noqa: PLR0915
             updated_kv["router_settings"] = safe_dumps(updated_kv["router_settings"])
 
         updated_kv = prisma_client.jsonify_team_object(db_data=updated_kv)
-        team_row: Optional[
-            LiteLLM_TeamTable
-        ] = await prisma_client.db.litellm_teamtable.update(
-            where={"team_id": data.team_id},
-            data=updated_kv,
-            include={"litellm_model_table": True},  # type: ignore
+        team_row: Optional[LiteLLM_TeamTable] = (
+            await prisma_client.db.litellm_teamtable.update(
+                where={"team_id": data.team_id},
+                data=updated_kv,
+                include={"litellm_model_table": True},  # type: ignore
+            )
         )
 
         if team_row is None or team_row.team_id is None:
@@ -2411,13 +2410,13 @@ async def team_member_delete(
         )
 
         # Fetch keys before deletion to persist them
-        keys_to_delete: List[
-            LiteLLM_VerificationToken
-        ] = await prisma_client.db.litellm_verificationtoken.find_many(
-            where={
-                "user_id": {"in": list(user_ids_to_delete)},
-                "team_id": data.team_id,
-            }
+        keys_to_delete: List[LiteLLM_VerificationToken] = (
+            await prisma_client.db.litellm_verificationtoken.find_many(
+                where={
+                    "user_id": {"in": list(user_ids_to_delete)},
+                    "team_id": data.team_id,
+                }
+            )
         )
 
         if keys_to_delete:
@@ -2801,10 +2800,10 @@ async def delete_team(
     team_rows: List[LiteLLM_TeamTable] = []
     for team_id in data.team_ids:
         try:
-            team_row_base: Optional[
-                BaseModel
-            ] = await prisma_client.db.litellm_teamtable.find_unique(
-                where={"team_id": team_id}
+            team_row_base: Optional[BaseModel] = (
+                await prisma_client.db.litellm_teamtable.find_unique(
+                    where={"team_id": team_id}
+                )
             )
             if team_row_base is None:
                 raise Exception
@@ -2870,10 +2869,10 @@ async def delete_team(
         _persist_deleted_verification_tokens,
     )
 
-    keys_to_delete: List[
-        LiteLLM_VerificationToken
-    ] = await prisma_client.db.litellm_verificationtoken.find_many(
-        where={"team_id": {"in": data.team_ids}}
+    keys_to_delete: List[LiteLLM_VerificationToken] = (
+        await prisma_client.db.litellm_verificationtoken.find_many(
+            where={"team_id": {"in": data.team_ids}}
+        )
     )
 
     if keys_to_delete:
@@ -3110,11 +3109,11 @@ async def team_info(
             )
 
         try:
-            team_info: Optional[
-                BaseModel
-            ] = await prisma_client.db.litellm_teamtable.find_unique(
-                where={"team_id": team_id},
-                include={"object_permission": True},
+            team_info: Optional[BaseModel] = (
+                await prisma_client.db.litellm_teamtable.find_unique(
+                    where={"team_id": team_id},
+                    include={"object_permission": True},
+                )
             )
             if team_info is None:
                 raise Exception
@@ -3405,6 +3404,7 @@ async def _get_org_admin_org_ids(
         m.organization_id
         for m in (caller_user.organization_memberships or [])
         if m.user_role == LitellmUserRoles.ORG_ADMIN.value
+        and m.organization_id is not None
     ]
     return org_ids if org_ids else None
 
@@ -3439,13 +3439,8 @@ async def _build_team_list_where_conditions(
 
     if organization_id:
         where_conditions["organization_id"] = organization_id
-    elif org_admin_org_ids is not None and not user_id:
-        # Org admin without explicit org or user filter: scope to their orgs.
-        # NOTE: when user_id is provided, no org filter is applied — the
-        # query returns all teams the target user belongs to across all
-        # organisations.  This matches the legacy /team/list behaviour in
-        # _authorize_and_filter_teams which fetches direct-membership teams
-        # without an org constraint.
+    elif org_admin_org_ids is not None:
+        # Org admin: always scope to their orgs, even when filtering by user_id.
         where_conditions["organization_id"] = {"in": org_admin_org_ids}
 
     if user_id:
@@ -3815,7 +3810,7 @@ async def _authorize_and_filter_teams(
     Authorize the /team/list request and return filtered teams.
 
     - Proxy admins: all teams (or filtered by user_id if provided).
-    - Org admins: teams from their orgs + teams they are direct members of.
+    - Org admins: teams from their orgs (scoped to user_id if provided).
     - Own query (user_id matches caller): teams the user is a member of.
     - Others: 401.
     """
@@ -3843,6 +3838,7 @@ async def _authorize_and_filter_teams(
                     m.organization_id
                     for m in (caller_user.organization_memberships or [])
                     if m.user_role == LitellmUserRoles.ORG_ADMIN.value
+                    and m.organization_id is not None
                 ]
                 if not allowed_org_ids:
                     allowed_org_ids = None
@@ -3865,20 +3861,13 @@ async def _authorize_and_filter_teams(
         )
         if not user_id:
             return list(org_teams)
-        # Also include teams the user is a direct member of (outside their orgs)
-        seen_team_ids = {team.team_id for team in org_teams}
-        all_teams = list(org_teams)
-        # Prisma doesn't support filtering JSON array fields, so we fetch by membership separately
-        member_teams = await prisma_client.db.litellm_teamtable.find_many(
-            where={"team_id": {"not_in": list(seen_team_ids)}} if seen_team_ids else {},
-            include={"litellm_model_table": True},
-        )
-        for team in member_teams:
-            if team.members_with_roles and any(
-                m.get("user_id") == user_id for m in team.members_with_roles
-            ):
-                all_teams.append(team)
-        return all_teams
+        # Filter org teams to only those where the target user is a member
+        return [
+            team
+            for team in org_teams
+            if team.members_with_roles
+            and any(m.get("user_id") == user_id for m in team.members_with_roles)
+        ]
     elif user_id:
         # Regular user: fetch all and filter by membership (Prisma can't filter JSON arrays)
         response = await prisma_client.db.litellm_teamtable.find_many(
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 bee6642dec7..9b4bd790493 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -1010,12 +1010,15 @@ async def test_validate_team_member_add_permissions_non_admin():
     team.organization_id = None
 
     # Mock the helper functions to return False
-    with patch(
-        "litellm.proxy.management_endpoints.team_endpoints._is_user_team_admin",
-        return_value=False,
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints._is_available_team",
-        return_value=False,
+    with (
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints._is_user_team_admin",
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints._is_available_team",
+            return_value=False,
+        ),
     ):
         # Should raise HTTPException for non-admin
         with pytest.raises(HTTPException) as exc_info:
@@ -1257,19 +1260,17 @@ async def test_update_team_team_member_budget_not_passed_to_db():
         user_role=LitellmUserRoles.PROXY_ADMIN, user_id="test_user_id"
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.llm_router"
-    ) as mock_llm_router, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.proxy_logging_obj"
-    ) as mock_logging, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.auth.auth_checks._cache_team_object"
-    ) as mock_cache_team, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.TeamMemberBudgetHandler.upsert_team_member_budget_table"
-    ) as mock_upsert_budget:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.llm_router") as mock_llm_router,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.proxy_logging_obj") as mock_logging,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.auth.auth_checks._cache_team_object") as mock_cache_team,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.TeamMemberBudgetHandler.upsert_team_member_budget_table"
+        ) as mock_upsert_budget,
+    ):
         # Setup mock prisma client
         mock_existing_team = MagicMock()
         mock_existing_team.model_dump.return_value = {
@@ -1690,19 +1691,17 @@ async def test_update_team_with_team_member_budget_duration():
         user_role=LitellmUserRoles.PROXY_ADMIN, user_id="test_user_id"
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.llm_router"
-    ) as mock_llm_router, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.proxy_logging_obj"
-    ) as mock_logging, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.auth.auth_checks._cache_team_object"
-    ) as mock_cache_team, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.TeamMemberBudgetHandler.upsert_team_member_budget_table"
-    ) as mock_upsert_budget:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.llm_router") as mock_llm_router,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.proxy_logging_obj") as mock_logging,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.auth.auth_checks._cache_team_object") as mock_cache_team,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.TeamMemberBudgetHandler.upsert_team_member_budget_table"
+        ) as mock_upsert_budget,
+    ):
         mock_existing_team = MagicMock()
         mock_existing_team.model_dump.return_value = {
             "team_id": "test_team_id",
@@ -1777,7 +1776,9 @@ async def test_backfill_team_member_budget_entries_creates_missing_memberships()
     from unittest.mock import AsyncMock, MagicMock
 
     from litellm.proxy._types import Member
-    from litellm.proxy.management_endpoints.team_endpoints import TeamMemberBudgetHandler
+    from litellm.proxy.management_endpoints.team_endpoints import (
+        TeamMemberBudgetHandler,
+    )
 
     team_id = "team-abc"
     budget_id = "budget-xyz"
@@ -1847,7 +1848,9 @@ async def test_backfill_team_member_budget_entries_no_op_when_all_exist():
     from unittest.mock import AsyncMock, MagicMock
 
     from litellm.proxy._types import Member
-    from litellm.proxy.management_endpoints.team_endpoints import TeamMemberBudgetHandler
+    from litellm.proxy.management_endpoints.team_endpoints import (
+        TeamMemberBudgetHandler,
+    )
 
     team_id = "team-abc"
     budget_id = "budget-xyz"
@@ -1886,7 +1889,9 @@ async def test_backfill_team_member_budget_entries_empty_members():
     """
     from unittest.mock import AsyncMock, MagicMock
 
-    from litellm.proxy.management_endpoints.team_endpoints import TeamMemberBudgetHandler
+    from litellm.proxy.management_endpoints.team_endpoints import (
+        TeamMemberBudgetHandler,
+    )
 
     mock_prisma = MagicMock()
     mock_prisma.db.litellm_teammembership.find_many = AsyncMock(return_value=[])
@@ -2092,11 +2097,14 @@ async def test_bulk_team_member_add_all_users_flag():
         updated_team_memberships=[],
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.team_member_add",
-        new_callable=AsyncMock,
-        return_value=mock_team_response,
-    ) as mock_team_member_add:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.team_member_add",
+            new_callable=AsyncMock,
+            return_value=mock_team_response,
+        ) as mock_team_member_add,
+    ):
         # Mock the database find_many call
         mock_prisma.db.litellm_usertable.find_many = AsyncMock(
             return_value=mock_db_users
@@ -2213,12 +2221,15 @@ async def test_list_team_v2_security_check_non_admin_user():
         user_id="non_admin_user_123",
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
-        new_callable=AsyncMock,
-        return_value=None,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
     ):
         mock_prisma_client.return_value = MagicMock()  # Mock non-None prisma client
 
@@ -2260,12 +2271,15 @@ async def test_list_team_v2_security_check_non_admin_user_other_user():
         user_id="non_admin_user_123",
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
-        new_callable=AsyncMock,
-        return_value=None,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
     ):
         mock_prisma_client.return_value = MagicMock()  # Mock non-None prisma client
 
@@ -2305,9 +2319,11 @@ async def test_list_team_v2_security_check_non_admin_user_own_teams():
         user_id="non_admin_user_123",
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"):
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+    ):
         # Mock prisma client and database operations
         mock_db = Mock()
         mock_prisma_client.db = mock_db
@@ -2509,12 +2525,15 @@ async def test_list_team_v2_org_admin_sees_org_teams():
         ],
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
-        new_callable=AsyncMock,
-        return_value=mock_user,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
+            new_callable=AsyncMock,
+            return_value=mock_user,
+        ),
     ):
         mock_db = Mock()
         mock_prisma.db = mock_db
@@ -2592,12 +2611,15 @@ async def test_list_team_v2_org_admin_cannot_view_other_orgs():
         ],
     )
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
-        new_callable=AsyncMock,
-        return_value=mock_user,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
+            new_callable=AsyncMock,
+            return_value=mock_user,
+        ),
     ):
         mock_prisma.db = Mock()
 
@@ -2680,11 +2702,14 @@ async def test_list_team_v2_org_admin_with_user_id_returns_user_teams():
             return mock_org_admin
         return mock_target_user
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ), patch("litellm.proxy.proxy_server.proxy_logging_obj"), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
-        side_effect=mock_get_user_object,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_user_object",
+            side_effect=mock_get_user_object,
+        ),
     ):
         mock_db = Mock()
         mock_prisma.db = mock_db
@@ -2714,10 +2739,10 @@ async def test_list_team_v2_org_admin_with_user_id_returns_user_teams():
 
         assert result["total"] == 1
 
-        # Verify the where clause filters by user's teams, not org scope
+        # Verify the where clause filters by user's teams AND org scope
         where = mock_db.litellm_teamtable.find_many.call_args.kwargs["where"]
         assert where["team_id"] == {"in": ["team_X", "team_Y"]}
-        assert "organization_id" not in where
+        assert where["organization_id"] == {"in": ["org_A"]}
 
 
 @pytest.mark.asyncio
@@ -2913,15 +2938,15 @@ async def test_new_team_max_budget_exceeds_user_max_budget():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Setup basic mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -2982,15 +3007,15 @@ async def test_new_team_max_budget_within_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3111,17 +3136,18 @@ async def test_new_team_org_scoped_budget_bypasses_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
+        ) as mock_get_org,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3253,17 +3279,18 @@ async def test_new_team_org_scoped_models_bypasses_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
+        ) as mock_get_org,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3393,13 +3420,14 @@ async def test_new_team_standalone_validates_against_user_models(monkeypatch):
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Setup basic mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3460,15 +3488,15 @@ async def test_new_team_standalone_validates_against_user_budget():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Setup basic mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3534,17 +3562,18 @@ async def test_new_team_org_scoped_budget_exceeds_org_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
+        ) as mock_get_org,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3613,17 +3642,18 @@ async def test_new_team_org_scoped_models_not_in_org_models():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object"
+        ) as mock_get_org,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -3688,13 +3718,14 @@ async def test_update_team_standalone_budget_exceeds_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Mock existing standalone team (no organization_id)
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "standalone-team-123"
@@ -3778,16 +3809,18 @@ async def test_update_team_org_scoped_budget_exceeds_org_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ) as mock_get_org,
+    ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "org-team-456"
@@ -3852,13 +3885,14 @@ async def test_update_team_standalone_models_exceeds_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Mock existing standalone team (no organization_id)
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "standalone-team-models-123"
@@ -3936,16 +3970,18 @@ async def test_update_team_org_scoped_budget_bypasses_user_limit():
     mock_org.models = ["gpt-4", "gpt-3.5-turbo"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ) as mock_get_org,
+    ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "org-team-update-budget-123"
@@ -4044,16 +4080,18 @@ async def test_update_team_org_scoped_models_bypasses_user_limit():
     mock_org.models = ["gpt-4", "gpt-3.5-turbo", "claude-3-opus"]
     mock_org.litellm_budget_table = None
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ) as mock_get_org,
+    ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "org-team-update-models-123"
@@ -4145,16 +4183,18 @@ async def test_update_team_org_scoped_models_not_in_org_models():
     mock_org.models = ["gpt-4", "gpt-3.5-turbo"]  # claude-3-opus is NOT allowed
     mock_org.litellm_budget_table = None
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ) as mock_get_org,
+    ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "org-team-update-models-fail-123"
@@ -4231,16 +4271,18 @@ async def test_update_team_org_scoped_models_with_all_proxy_models():
     mock_org.models = [SpecialModelNames.all_proxy_models.value]  # Allows all models
     mock_org.litellm_budget_table = None
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ) as mock_get_org:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ) as mock_get_org,
+    ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "org-team-all-proxy-models-123"
@@ -4333,10 +4375,10 @@ async def test_update_team_tpm_limit_exceeds_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
     ):
         # Mock existing standalone team
         mock_existing_team = MagicMock()
@@ -4397,10 +4439,10 @@ async def test_update_team_rpm_limit_exceeds_user_limit():
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
     ):
         # Mock existing standalone team
         mock_existing_team = MagicMock()
@@ -4479,15 +4521,15 @@ async def test_new_team_org_scoped_tpm_exceeds_org_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
     ):
         mock_license.is_team_count_over_limit.return_value = False
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
@@ -4555,15 +4597,15 @@ async def test_new_team_org_scoped_rpm_exceeds_org_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
     ):
         mock_license.is_team_count_over_limit.return_value = False
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
@@ -4634,20 +4676,22 @@ async def test_new_team_org_scoped_tpm_rpm_bypasses_user_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints._add_team_members_to_team",
-        new=AsyncMock(),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints._add_team_members_to_team",
+            new=AsyncMock(),
+        ),
     ):
         mock_license.is_team_count_over_limit.return_value = False
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
@@ -4736,13 +4780,14 @@ async def test_update_team_org_scoped_tpm_exceeds_org_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
     ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
@@ -4822,13 +4867,14 @@ async def test_update_team_org_scoped_rpm_exceeds_org_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
     ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
@@ -4911,15 +4957,15 @@ async def test_update_team_org_scoped_tpm_rpm_bypasses_user_limit():
     mock_org.models = ["gpt-4"]
     mock_org.litellm_budget_table = mock_budget_table
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.proxy_logging_obj"
-    ) as mock_logging, patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
-        new=AsyncMock(return_value=mock_org),
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj") as mock_logging,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_org_object",
+            new=AsyncMock(return_value=mock_org),
+        ),
     ):
         # Mock existing org-scoped team
         mock_existing_team = MagicMock()
@@ -5036,17 +5082,18 @@ async def test_update_team_guardrails_with_org_id():
         "teams": [],
     }
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ), patch(
-        "litellm.proxy.proxy_server.premium_user",
-        True,  # Required for guardrails feature
-    ), patch(
-        "litellm.proxy.proxy_server.llm_router", MagicMock()
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ),
+        patch(
+            "litellm.proxy.proxy_server.premium_user",
+            True,  # Required for guardrails feature
+        ),
+        patch("litellm.proxy.proxy_server.llm_router", MagicMock()),
     ):
         # Mock existing team - must have compatible models with organization
         mock_existing_team = MagicMock()
@@ -5601,15 +5648,15 @@ async def test_new_team_soft_budget_validation(
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server._license_check"
-    ) as mock_license, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Setup mocks
         mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
         mock_license.is_team_count_over_limit.return_value = False
@@ -5799,13 +5846,14 @@ async def test_update_team_soft_budget_validation(
 
     dummy_request = MagicMock(spec=Request)
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma, patch(
-        "litellm.proxy.proxy_server.user_api_key_cache"
-    ) as mock_cache, patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
-    ) as mock_audit:
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server.user_api_key_cache") as mock_cache,
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.proxy_server.create_audit_log_for_update", new=AsyncMock()
+        ) as mock_audit,
+    ):
         # Mock existing team with existing budgets
         mock_existing_team = MagicMock()
         mock_existing_team.team_id = "test-team-123"
@@ -6794,14 +6842,18 @@ async def test_list_team_v1_batches_key_queries():
     key3 = MagicMock()
     key3.team_id = "team-2"
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.management_endpoints.team_endpoints._authorize_and_filter_teams",
-        new_callable=AsyncMock,
-        return_value=[team1, team2],
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints.get_all_team_memberships",
-        new_callable=AsyncMock,
-        return_value=[],
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints._authorize_and_filter_teams",
+            new_callable=AsyncMock,
+            return_value=[team1, team2],
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints.get_all_team_memberships",
+            new_callable=AsyncMock,
+            return_value=[],
+        ),
     ):
 
         async def filtered_find_many(**kwargs):
@@ -7070,16 +7122,17 @@ async def test_update_team_rejects_unauthorized_caller():
 
     from litellm.proxy._types import UpdateTeamRequest
 
-    with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client, patch(
-        "litellm.proxy.proxy_server.llm_router"
-    ), patch("litellm.proxy.proxy_server.user_api_key_cache"), patch(
-        "litellm.proxy.proxy_server.proxy_logging_obj"
-    ), patch(
-        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
-    ), patch(
-        "litellm.proxy.management_endpoints.team_endpoints._is_user_org_admin_for_team",
-        new_callable=AsyncMock,
-        return_value=False,
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma_client,
+        patch("litellm.proxy.proxy_server.llm_router"),
+        patch("litellm.proxy.proxy_server.user_api_key_cache"),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj"),
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.management_endpoints.team_endpoints._is_user_org_admin_for_team",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
     ):
         mock_existing_team = MagicMock()
         mock_existing_team.model_dump.return_value = {

From 815a2bed1af796a7639a9e72bbb88c9e288da5e5 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 02:07:20 +0000
Subject: [PATCH 09/95] test: add regression tests for cross-org admin
 escalation

Verify that an org admin of org-A cannot operate on org-B, and that
an admin of both orgs can operate on both.
---
 .../proxy/auth/test_route_checks.py           | 142 +++++++++++++-----
 1 file changed, 106 insertions(+), 36 deletions(-)

diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index f1344a302d7..bca6b9e78d9 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -1058,8 +1058,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
 
         local_file = os.path.join(
             os.path.dirname(__file__),
-            "..", "..", "..", "..", "enterprise",
-            "litellm_enterprise", "proxy", "auth", "route_checks.py",
+            "..",
+            "..",
+            "..",
+            "..",
+            "enterprise",
+            "litellm_enterprise",
+            "proxy",
+            "auth",
+            "route_checks.py",
         )
         local_file = os.path.abspath(local_file)
 
@@ -1075,10 +1082,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
         """Test that /models is allowed even when LLM API routes are disabled"""
         EnterpriseRouteChecks = self._get_enterprise_route_checks()
 
-        with patch.object(
-            EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
-        ), patch.object(
-            EnterpriseRouteChecks, "is_management_routes_disabled", return_value=False
+        with (
+            patch.object(
+                EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
+            ),
+            patch.object(
+                EnterpriseRouteChecks,
+                "is_management_routes_disabled",
+                return_value=False,
+            ),
         ):
             # /models should NOT raise - it's exempt
             EnterpriseRouteChecks.should_call_route("/models")
@@ -1088,10 +1100,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
         """Test that /v1/models is allowed even when LLM API routes are disabled"""
         EnterpriseRouteChecks = self._get_enterprise_route_checks()
 
-        with patch.object(
-            EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
-        ), patch.object(
-            EnterpriseRouteChecks, "is_management_routes_disabled", return_value=False
+        with (
+            patch.object(
+                EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
+            ),
+            patch.object(
+                EnterpriseRouteChecks,
+                "is_management_routes_disabled",
+                return_value=False,
+            ),
         ):
             # /v1/models should NOT raise - it's exempt
             EnterpriseRouteChecks.should_call_route("/v1/models")
@@ -1101,10 +1118,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
         """Test that non-exempt LLM routes like /v1/chat/completions are still blocked"""
         EnterpriseRouteChecks = self._get_enterprise_route_checks()
 
-        with patch.object(
-            EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
-        ), patch.object(
-            EnterpriseRouteChecks, "is_management_routes_disabled", return_value=False
+        with (
+            patch.object(
+                EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
+            ),
+            patch.object(
+                EnterpriseRouteChecks,
+                "is_management_routes_disabled",
+                return_value=False,
+            ),
         ):
             with pytest.raises(HTTPException) as exc_info:
                 EnterpriseRouteChecks.should_call_route("/v1/chat/completions")
@@ -1119,10 +1141,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
         """Test that /v1/embeddings is still blocked when LLM API routes are disabled"""
         EnterpriseRouteChecks = self._get_enterprise_route_checks()
 
-        with patch.object(
-            EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
-        ), patch.object(
-            EnterpriseRouteChecks, "is_management_routes_disabled", return_value=False
+        with (
+            patch.object(
+                EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=True
+            ),
+            patch.object(
+                EnterpriseRouteChecks,
+                "is_management_routes_disabled",
+                return_value=False,
+            ),
         ):
             with pytest.raises(HTTPException) as exc_info:
                 EnterpriseRouteChecks.should_call_route("/v1/embeddings")
@@ -1134,10 +1161,15 @@ class TestModelsRouteExemptFromDisableLLMEndpoints:
         """Test that /models works normally when LLM API routes are not disabled"""
         EnterpriseRouteChecks = self._get_enterprise_route_checks()
 
-        with patch.object(
-            EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=False
-        ), patch.object(
-            EnterpriseRouteChecks, "is_management_routes_disabled", return_value=False
+        with (
+            patch.object(
+                EnterpriseRouteChecks, "is_llm_api_route_disabled", return_value=False
+            ),
+            patch.object(
+                EnterpriseRouteChecks,
+                "is_management_routes_disabled",
+                return_value=False,
+            ),
         ):
             # Should not raise
             EnterpriseRouteChecks.should_call_route("/models")
@@ -1359,6 +1391,38 @@ def test_non_org_admin_with_organizations_list():
     assert _user_is_org_admin({"organizations": ["org-1"]}, user_obj) is False
 
 
+def test_org_admin_cannot_escalate_to_other_org():
+    """Regression: admin of org-A requesting [org-A, org-B] must be rejected."""
+    user_obj = _make_org_admin_user("org-A")
+    assert _user_is_org_admin({"organizations": ["org-A", "org-B"]}, user_obj) is False
+
+
+def test_org_admin_of_multiple_orgs_can_operate_on_both():
+    """Admin of both org-A and org-B can operate on both."""
+    memberships = [
+        LiteLLM_OrganizationMembershipTable(
+            user_id="multi-admin",
+            organization_id="org-A",
+            user_role=LitellmUserRoles.ORG_ADMIN.value,
+            created_at=datetime(2024, 1, 1),
+            updated_at=datetime(2024, 1, 1),
+        ),
+        LiteLLM_OrganizationMembershipTable(
+            user_id="multi-admin",
+            organization_id="org-B",
+            user_role=LitellmUserRoles.ORG_ADMIN.value,
+            created_at=datetime(2024, 1, 1),
+            updated_at=datetime(2024, 1, 1),
+        ),
+    ]
+    user_obj = LiteLLM_UserTable(
+        user_id="multi-admin",
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        organization_memberships=memberships,
+    )
+    assert _user_is_org_admin({"organizations": ["org-A", "org-B"]}, user_obj) is True
+
+
 @pytest.mark.asyncio
 async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
     """
@@ -1389,15 +1453,19 @@ async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
 
     original_routes = LiteLLMRoutes.openai_routes.value[:]
     try:
-        with patch(
-            "litellm.proxy.proxy_server.app",
-            MagicMock(),
-        ), patch(
-            "litellm.proxy.proxy_server.premium_user",
-            True,
-        ), patch(
-            "litellm.proxy.proxy_server.config_passthrough_endpoints",
-            None,
+        with (
+            patch(
+                "litellm.proxy.proxy_server.app",
+                MagicMock(),
+            ),
+            patch(
+                "litellm.proxy.proxy_server.premium_user",
+                True,
+            ),
+            patch(
+                "litellm.proxy.proxy_server.config_passthrough_endpoints",
+                None,
+            ),
         ):
             await initialize_pass_through_endpoints([endpoint_config])
 
@@ -1417,7 +1485,9 @@ async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
             # Removing the endpoint should clean up openai_routes
             # remove_endpoint_routes takes endpoint_id (UUID portion of
             # the route key "{id}:exact:{path}:{methods}")
-            registered = InitPassThroughEndpointHelpers.get_all_registered_pass_through_routes()
+            registered = (
+                InitPassThroughEndpointHelpers.get_all_registered_pass_through_routes()
+            )
             endpoint_ids = {k.split(":")[0] for k in registered}
             for eid in endpoint_ids:
                 InitPassThroughEndpointHelpers.remove_endpoint_routes(eid)
@@ -1427,8 +1497,8 @@ async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
         LiteLLMRoutes.openai_routes.value[:] = original_routes
         # Clean up any routes registered during this test to avoid
         # polluting the module-level _registered_pass_through_routes
-        registered = InitPassThroughEndpointHelpers.get_all_registered_pass_through_routes()
+        registered = (
+            InitPassThroughEndpointHelpers.get_all_registered_pass_through_routes()
+        )
         for k in registered:
-            InitPassThroughEndpointHelpers.remove_endpoint_routes(
-                k.split(":")[0]
-            )
+            InitPassThroughEndpointHelpers.remove_endpoint_routes(k.split(":")[0])

From 74a49b527c6db53bb8f89d83cdebec576589b62b Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 02:24:10 +0000
Subject: [PATCH 10/95] fix(proxy): read guardrail config from admin metadata,
 fix tag routing consistency

Read guardrail control flags (disable_global_guardrails, opted_out_global_guardrails)
from admin-configured key metadata instead of the request body. This ensures
callers cannot override admin security policies.

Fix tag-based routing to enforce strict tag checks regardless of whether the
request includes tags. Fix budget limiter to use the same dynamic metadata
key resolution as the tag router for consistent tag extraction.
---
 litellm/integrations/custom_guardrail.py     | 29 ++++++++++++--------
 litellm/proxy/litellm_pre_call_utils.py      |  6 ++++
 litellm/router_strategy/budget_limiter.py    | 24 ++++++++++++----
 litellm/router_strategy/tag_based_routing.py |  4 +--
 4 files changed, 42 insertions(+), 21 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 6046f1bb581..1e6a46044e0 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -257,24 +257,24 @@ class CustomGuardrail(CustomLogger):
 
     def get_disable_global_guardrail(self, data: dict) -> Optional[bool]:
         """
-        Returns True if the global guardrail should be disabled
+        Returns True if the global guardrail should be disabled.
+
+        Reads from admin-configured key/team metadata only, not from
+        the request body, to prevent callers from disabling guardrails.
         """
-        if "disable_global_guardrails" in data:
-            return data["disable_global_guardrails"]
         metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        if "disable_global_guardrails" in metadata:
-            return metadata["disable_global_guardrails"]
-        return False
+        admin_metadata = metadata.get("user_api_key_metadata") or {}
+        return admin_metadata.get("disable_global_guardrails", False)
 
     def get_opted_out_global_guardrails_from_metadata(self, data: dict) -> List[str]:
         """
         Returns the list of global guardrail names the team/key has opted out of.
+
+        Reads from admin-configured key/team metadata only.
         """
-        if "opted_out_global_guardrails" in data:
-            value = data["opted_out_global_guardrails"]
-            return value if isinstance(value, list) else []
         metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        value = metadata.get("opted_out_global_guardrails")
+        admin_metadata = metadata.get("user_api_key_metadata") or {}
+        value = admin_metadata.get("opted_out_global_guardrails")
         return value if isinstance(value, list) else []
 
     def _is_valid_response_type(self, result: Any) -> bool:
@@ -417,7 +417,9 @@ class CustomGuardrail(CustomLogger):
         """
         requested_guardrails = self.get_guardrail_from_metadata(data)
         disable_global_guardrail = self.get_disable_global_guardrail(data)
-        opted_out_global_guardrails = self.get_opted_out_global_guardrails_from_metadata(data)
+        opted_out_global_guardrails = (
+            self.get_opted_out_global_guardrails_from_metadata(data)
+        )
         verbose_logger.debug(
             "inside should_run_guardrail for guardrail=%s event_type= %s guardrail_supported_event_hooks= %s requested_guardrails= %s self.default_on= %s",
             self.guardrail_name,
@@ -426,7 +428,10 @@ class CustomGuardrail(CustomLogger):
             requested_guardrails,
             self.default_on,
         )
-        if self.default_on is True and self.guardrail_name in opted_out_global_guardrails:
+        if (
+            self.default_on is True
+            and self.guardrail_name in opted_out_global_guardrails
+        ):
             return False
 
         if self.default_on is True and disable_global_guardrail is not True:
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index b0adf7aa6ee..95e1cbed44e 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -977,6 +977,12 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             "Setting client-provided x-api-key as api_key parameter (will override deployment key)"
         )
 
+    # Strip internal pipeline state from user input
+    for _meta_key in ("metadata", "litellm_metadata"):
+        _user_meta = data.get(_meta_key)
+        if isinstance(_user_meta, dict):
+            _user_meta.pop("_pipeline_managed_guardrails", None)
+
     ##########################################################
     # Init - Proxy Server Request
     # we do this as soon as entering so we track the original request
diff --git a/litellm/router_strategy/budget_limiter.py b/litellm/router_strategy/budget_limiter.py
index 64dc5fe4741..261e659644a 100644
--- a/litellm/router_strategy/budget_limiter.py
+++ b/litellm/router_strategy/budget_limiter.py
@@ -29,6 +29,9 @@ from litellm.caching.redis_cache import RedisPipelineIncrementOperation
 from litellm.integrations.custom_logger import CustomLogger, Span
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
 from litellm.router_strategy.tag_based_routing import _get_tags_from_request_kwargs
+from litellm.litellm_core_utils.core_helpers import (
+    get_metadata_variable_name_from_kwargs,
+)
 from litellm.router_utils.cooldown_callbacks import (
     _get_prometheus_logger_from_callbacks,
 )
@@ -100,9 +103,9 @@ class RouterBudgetLimiting(CustomLogger):
         self.dual_cache = dual_cache
         self.redis_increment_operation_queue: List[RedisPipelineIncrementOperation] = []
         asyncio.create_task(self.periodic_sync_in_memory_spend_with_redis())
-        self.provider_budget_config: Optional[
-            GenericBudgetConfigType
-        ] = provider_budget_config
+        self.provider_budget_config: Optional[GenericBudgetConfigType] = (
+            provider_budget_config
+        )
         self.deployment_budget_config: Optional[GenericBudgetConfigType] = None
         self.tag_budget_config: Optional[GenericBudgetConfigType] = None
         self._init_provider_budgets()
@@ -175,7 +178,10 @@ class RouterBudgetLimiting(CustomLogger):
                 spend_map=spend_map,
                 potential_deployments=potential_deployments,
                 request_tags=_get_tags_from_request_kwargs(
-                    request_kwargs=request_kwargs
+                    request_kwargs=request_kwargs,
+                    metadata_variable_name=get_metadata_variable_name_from_kwargs(
+                        request_kwargs or {}
+                    ),
                 ),
             )
 
@@ -333,7 +339,10 @@ class RouterBudgetLimiting(CustomLogger):
             # Check tag budgets
             if self.tag_budget_config:
                 request_tags = _get_tags_from_request_kwargs(
-                    request_kwargs=request_kwargs
+                    request_kwargs=request_kwargs,
+                    metadata_variable_name=get_metadata_variable_name_from_kwargs(
+                        request_kwargs or {}
+                    ),
                 )
                 for _tag in request_tags:
                     _tag_budget_config = self._get_budget_config_for_tag(_tag)
@@ -459,7 +468,10 @@ class RouterBudgetLimiting(CustomLogger):
                 response_cost=response_cost,
             )
 
-        request_tags = _get_tags_from_request_kwargs(kwargs)
+        request_tags = _get_tags_from_request_kwargs(
+            kwargs,
+            metadata_variable_name=get_metadata_variable_name_from_kwargs(kwargs or {}),
+        )
         if len(request_tags) > 0:
             for _tag in request_tags:
                 _tag_budget_config = self._get_budget_config_for_tag(_tag)
diff --git a/litellm/router_strategy/tag_based_routing.py b/litellm/router_strategy/tag_based_routing.py
index 1188ce9d592..b0b154fc778 100644
--- a/litellm/router_strategy/tag_based_routing.py
+++ b/litellm/router_strategy/tag_based_routing.py
@@ -106,9 +106,7 @@ def _match_deployment(
     # the strict tag check has already failed (step 1 returned None).  Allow
     # the regex to fire only when the deployment has NO plain tags, so we never
     # use regex as a backdoor around the operator's strict-tag policy.
-    strict_tag_check_failed = (
-        not match_any and bool(deployment_tags) and bool(request_tags)
-    )
+    strict_tag_check_failed = not match_any and bool(deployment_tags)
     if deployment_tag_regex and header_strings and not strict_tag_check_failed:
         regex_match = _is_valid_deployment_tag_regex(
             deployment_tag_regex, header_strings

From 3cd5796fc7947d0302d27d1ba214c68d0f663007 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 02:28:23 +0000
Subject: [PATCH 11/95] refactor: extract admin metadata helper, hoist
 loop-invariant tag resolution

Extract _get_admin_metadata() in CustomGuardrail to deduplicate metadata
lookup. Hoist tag resolution above the deployment loop in budget limiter.
Update stale comment in tag routing.
---
 litellm/integrations/custom_guardrail.py     | 14 +++++----
 litellm/router_strategy/budget_limiter.py    | 30 +++++++++++---------
 litellm/router_strategy/tag_based_routing.py |  8 +++---
 3 files changed, 29 insertions(+), 23 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 1e6a46044e0..4c294f6272e 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -255,6 +255,12 @@ class CustomGuardrail(CustomLogger):
                     f"Event hook {event_hook} is not in the supported event hooks {supported_event_hooks}"
                 )
 
+    @staticmethod
+    def _get_admin_metadata(data: dict) -> dict:
+        """Return the admin-configured key/team metadata from the request data."""
+        metadata = data.get("litellm_metadata") or data.get("metadata", {})
+        return metadata.get("user_api_key_metadata") or {}
+
     def get_disable_global_guardrail(self, data: dict) -> Optional[bool]:
         """
         Returns True if the global guardrail should be disabled.
@@ -262,9 +268,7 @@ class CustomGuardrail(CustomLogger):
         Reads from admin-configured key/team metadata only, not from
         the request body, to prevent callers from disabling guardrails.
         """
-        metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        admin_metadata = metadata.get("user_api_key_metadata") or {}
-        return admin_metadata.get("disable_global_guardrails", False)
+        return self._get_admin_metadata(data).get("disable_global_guardrails", False)
 
     def get_opted_out_global_guardrails_from_metadata(self, data: dict) -> List[str]:
         """
@@ -272,9 +276,7 @@ class CustomGuardrail(CustomLogger):
 
         Reads from admin-configured key/team metadata only.
         """
-        metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        admin_metadata = metadata.get("user_api_key_metadata") or {}
-        value = admin_metadata.get("opted_out_global_guardrails")
+        value = self._get_admin_metadata(data).get("opted_out_global_guardrails")
         return value if isinstance(value, list) else []
 
     def _is_valid_response_type(self, result: Any) -> bool:
diff --git a/litellm/router_strategy/budget_limiter.py b/litellm/router_strategy/budget_limiter.py
index 261e659644a..be27b852478 100644
--- a/litellm/router_strategy/budget_limiter.py
+++ b/litellm/router_strategy/budget_limiter.py
@@ -310,6 +310,16 @@ class RouterBudgetLimiting(CustomLogger):
         deployment_configs: Dict[str, GenericBudgetInfo] = {}
         deployment_providers: List[Optional[str]] = []
 
+        # Resolve tags once before the loop (loop-invariant)
+        _request_tags: List[str] = []
+        if self.tag_budget_config:
+            _request_tags = _get_tags_from_request_kwargs(
+                request_kwargs=request_kwargs,
+                metadata_variable_name=get_metadata_variable_name_from_kwargs(
+                    request_kwargs or {}
+                ),
+            )
+
         for deployment in healthy_deployments:
             # Check provider budgets
             if self.provider_budget_config:
@@ -336,20 +346,14 @@ class RouterBudgetLimiting(CustomLogger):
                         cache_keys.append(
                             f"deployment_spend:{model_id}:{budget_config.budget_duration}"
                         )
-            # Check tag budgets
-            if self.tag_budget_config:
-                request_tags = _get_tags_from_request_kwargs(
-                    request_kwargs=request_kwargs,
-                    metadata_variable_name=get_metadata_variable_name_from_kwargs(
-                        request_kwargs or {}
-                    ),
+
+        # Check tag budgets (outside loop — tags are per-request, not per-deployment)
+        for _tag in _request_tags:
+            _tag_budget_config = self._get_budget_config_for_tag(_tag)
+            if _tag_budget_config:
+                cache_keys.append(
+                    f"tag_spend:{_tag}:{_tag_budget_config.budget_duration}"
                 )
-                for _tag in request_tags:
-                    _tag_budget_config = self._get_budget_config_for_tag(_tag)
-                    if _tag_budget_config:
-                        cache_keys.append(
-                            f"tag_spend:{_tag}:{_tag_budget_config.budget_duration}"
-                        )
         return (
             cache_keys,
             provider_configs,
diff --git a/litellm/router_strategy/tag_based_routing.py b/litellm/router_strategy/tag_based_routing.py
index b0b154fc778..0163f3bbd4f 100644
--- a/litellm/router_strategy/tag_based_routing.py
+++ b/litellm/router_strategy/tag_based_routing.py
@@ -102,10 +102,10 @@ def _match_deployment(
             return {"matched_via": "tags", "matched_value": matched_value}
 
     # 2. Regex match against request headers.
-    # When match_any=False and the deployment has both plain tags and tag_regex,
-    # the strict tag check has already failed (step 1 returned None).  Allow
-    # the regex to fire only when the deployment has NO plain tags, so we never
-    # use regex as a backdoor around the operator's strict-tag policy.
+    # When match_any=False and the deployment has plain tags, the strict tag
+    # check either didn't run (no request tags) or failed (step 1 returned
+    # None).  Block the regex path so it cannot circumvent the operator's
+    # strict-tag policy.
     strict_tag_check_failed = not match_any and bool(deployment_tags)
     if deployment_tag_regex and header_strings and not strict_tag_check_failed:
         regex_match = _is_valid_deployment_tag_regex(

From 34e9be1ba70f8f498a6a5c7c34b3e3663aeb763d Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 02:41:41 +0000
Subject: [PATCH 12/95] fix: merge team metadata in admin helper, remove
 turn_off_message_logging from dynamic params

Include user_api_key_team_metadata alongside user_api_key_metadata in
_get_admin_metadata() so team-level guardrail settings are respected.
Key-level settings take precedence over team-level.

Remove turn_off_message_logging from _supported_callback_params so it
cannot be set via request metadata. Admin controls logging globally
or via key/team configuration.

Update tests to verify user-injected guardrail flags are ignored while
admin-configured flags are respected.
---
 litellm/integrations/custom_guardrail.py      |   7 +-
 .../initialize_dynamic_callback_params.py     |   1 -
 .../integrations/test_custom_guardrail.py     | 118 +++++++-----------
 3 files changed, 53 insertions(+), 73 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 4c294f6272e..89431847e90 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -257,9 +257,12 @@ class CustomGuardrail(CustomLogger):
 
     @staticmethod
     def _get_admin_metadata(data: dict) -> dict:
-        """Return the admin-configured key/team metadata from the request data."""
+        """Return merged admin-configured key and team metadata from the request data."""
         metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        return metadata.get("user_api_key_metadata") or {}
+        team_meta = metadata.get("user_api_key_team_metadata") or {}
+        key_meta = metadata.get("user_api_key_metadata") or {}
+        # Key-level settings override team-level
+        return {**team_meta, **key_meta}
 
     def get_disable_global_guardrail(self, data: dict) -> Optional[bool]:
         """
diff --git a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
index 92c97a59924..563609af1e4 100644
--- a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
+++ b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
@@ -48,7 +48,6 @@ _supported_callback_params = [
     "braintrust_host",
     "slack_webhook_url",
     "lunary_public_key",
-    "turn_off_message_logging",
 ]
 
 
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index 3a959d599b5..4c1ef853ab4 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -173,17 +173,16 @@ class TestCustomGuardrailShouldRunGuardrail:
         assert result is False
 
     def test_should_run_guardrail_with_disable_global_guardrail(self):
-        """Test that disable_global_guardrail disables a global guardrail when set to True"""
+        """Test that disable_global_guardrails only works from admin metadata"""
         from litellm.types.guardrails import GuardrailEventHooks
 
-        # Create a guardrail with default_on=True (global guardrail)
         custom_guardrail = CustomGuardrail(
             guardrail_name="global_guardrail",
             default_on=True,
             event_hook=GuardrailEventHooks.pre_call,
         )
 
-        # Test 1: Global guardrail runs by default when default_on=True
+        # Test 1: Global guardrail runs by default
         data = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
@@ -193,7 +192,7 @@ class TestCustomGuardrailShouldRunGuardrail:
         )
         assert result is True, "Global guardrail should run when default_on=True"
 
-        # Test 2: Global guardrail is disabled when disable_global_guardrail=True at root level
+        # Test 2: User-injected disable at root level is IGNORED
         data_with_disable_root = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
@@ -203,23 +202,10 @@ class TestCustomGuardrailShouldRunGuardrail:
             data=data_with_disable_root, event_type=GuardrailEventHooks.pre_call
         )
         assert (
-            result is False
-        ), "Global guardrail should be disabled when disable_global_guardrail=True"
+            result is True
+        ), "User-injected disable_global_guardrails should be ignored"
 
-        # Test 3: Global guardrail is disabled when disable_global_guardrail=True in litellm_metadata
-        data_with_disable_litellm = {
-            "model": "gpt-3.5-turbo",
-            "messages": [{"role": "user", "content": "test"}],
-            "litellm_metadata": {"disable_global_guardrails": True},
-        }
-        result = custom_guardrail.should_run_guardrail(
-            data=data_with_disable_litellm, event_type=GuardrailEventHooks.pre_call
-        )
-        assert (
-            result is False
-        ), "Global guardrail should be disabled when disable_global_guardrail=True in litellm_metadata"
-
-        # Test 4: Global guardrail is disabled when disable_global_guardrail=True in metadata
+        # Test 3: User-injected disable in metadata is IGNORED
         data_with_disable_metadata = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
@@ -228,25 +214,21 @@ class TestCustomGuardrailShouldRunGuardrail:
         result = custom_guardrail.should_run_guardrail(
             data=data_with_disable_metadata, event_type=GuardrailEventHooks.pre_call
         )
-        assert (
-            result is False
-        ), "Global guardrail should be disabled when disable_global_guardrail=True in metadata"
+        assert result is True, "User-injected metadata disable should be ignored"
 
-        # Test 5: Global guardrail runs when disable_global_guardrail=False
-        data_with_disable_false = {
+        # Test 4: Admin-configured disable via user_api_key_metadata IS respected
+        data_with_admin_disable = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
-            "disable_global_guardrails": False,
+            "metadata": {"user_api_key_metadata": {"disable_global_guardrails": True}},
         }
         result = custom_guardrail.should_run_guardrail(
-            data=data_with_disable_false, event_type=GuardrailEventHooks.pre_call
+            data=data_with_admin_disable, event_type=GuardrailEventHooks.pre_call
         )
-        assert (
-            result is True
-        ), "Global guardrail should still run when disable_global_guardrail=False"
+        assert result is False, "Admin-configured disable should be respected"
 
     def test_should_run_guardrail_with_opted_out_global_guardrails(self):
-        """Test the per-guardrail opt-out list for global (default_on=True) guardrails"""
+        """Test that per-guardrail opt-out only works from admin metadata"""
         from litellm.types.guardrails import GuardrailEventHooks
 
         custom_guardrail = CustomGuardrail(
@@ -255,7 +237,7 @@ class TestCustomGuardrailShouldRunGuardrail:
             event_hook=GuardrailEventHooks.pre_call,
         )
 
-        # Test 1: guardrail in the opt-out list at root level → skipped
+        # Test 1: User-injected opt-out at root level is IGNORED
         data_root = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
@@ -265,23 +247,10 @@ class TestCustomGuardrailShouldRunGuardrail:
             custom_guardrail.should_run_guardrail(
                 data=data_root, event_type=GuardrailEventHooks.pre_call
             )
-            is False
+            is True
         )
 
-        # Test 2: guardrail in the opt-out list inside litellm_metadata → skipped
-        data_litellm = {
-            "model": "gpt-3.5-turbo",
-            "messages": [{"role": "user", "content": "test"}],
-            "litellm_metadata": {"opted_out_global_guardrails": ["global_guardrail"]},
-        }
-        assert (
-            custom_guardrail.should_run_guardrail(
-                data=data_litellm, event_type=GuardrailEventHooks.pre_call
-            )
-            is False
-        )
-
-        # Test 3: guardrail in the opt-out list inside metadata → skipped
+        # Test 2: User-injected opt-out in metadata is IGNORED
         data_metadata = {
             "model": "gpt-3.5-turbo",
             "messages": [{"role": "user", "content": "test"}],
@@ -291,7 +260,7 @@ class TestCustomGuardrailShouldRunGuardrail:
             custom_guardrail.should_run_guardrail(
                 data=data_metadata, event_type=GuardrailEventHooks.pre_call
             )
-            is False
+            is True
         )
 
         # Test 4: a different guardrail in the opt-out list → still runs
@@ -588,7 +557,9 @@ class TestGuardrailSensitiveFieldStripping:
             duration=1.0,
         )
 
-        logged_response = request_data["metadata"]["standard_logging_guardrail_information"][0]["guardrail_response"]
+        logged_response = request_data["metadata"][
+            "standard_logging_guardrail_information"
+        ][0]["guardrail_response"]
         assert "secret_fields" not in logged_response
         assert "sk-live-SHOULD-NOT-APPEAR" not in json.dumps(logged_response)
 
@@ -599,7 +570,12 @@ class TestGuardrailSensitiveFieldStripping:
 
         guardrail.add_standard_logging_guardrail_information_to_request_data(
             guardrail_json_response=[
-                {"result": "ok", "secret_fields": {"raw_headers": {"authorization": "Bearer sk-secret"}}},
+                {
+                    "result": "ok",
+                    "secret_fields": {
+                        "raw_headers": {"authorization": "Bearer sk-secret"}
+                    },
+                },
                 {"result": "also_ok"},
             ],
             request_data=request_data,
@@ -608,6 +584,7 @@ class TestGuardrailSensitiveFieldStripping:
         )
 
         import json
+
         serialized = json.dumps(request_data)
         assert "secret_fields" not in serialized
         assert "sk-secret" not in serialized
@@ -621,21 +598,21 @@ class TestCustomGuardrailPassthroughSupport:
         """
         Test that async_post_call_success_deployment_hook handles raw httpx.Response objects
         from passthrough endpoints without crashing with TypeError.
-        
+
         This tests Fix #3: TypeError: TypedDict does not support instance and class checks
         """
         import httpx
 
         custom_guardrail = CustomGuardrail()
-        
+
         # Mock the async_post_call_success_hook to return None (guardrail didn't modify response)
         custom_guardrail.async_post_call_success_hook = AsyncMock(return_value=None)
-        
+
         # Create a mock httpx.Response object (typical passthrough response)
         mock_response = AsyncMock(spec=httpx.Response)
         mock_response.status_code = 200
         mock_response.text = "Mock response"
-        
+
         request_data = {
             "guardrails": ["test_guardrail"],
             "user_api_key_user_id": "test_user",
@@ -644,14 +621,14 @@ class TestCustomGuardrailPassthroughSupport:
             "user_api_key_hash": "test_hash",
             "user_api_key_request_route": "passthrough_route",
         }
-        
+
         # This should not raise TypeError: TypedDict does not support instance and class checks
         result = await custom_guardrail.async_post_call_success_deployment_hook(
             request_data=request_data,
             response=mock_response,
             call_type=CallTypes.allm_passthrough_route,
         )
-        
+
         # When result is None, should return the original response
         assert result == mock_response
 
@@ -659,53 +636,53 @@ class TestCustomGuardrailPassthroughSupport:
     async def test_async_post_call_success_deployment_hook_with_none_call_type(self):
         """
         Test that async_post_call_success_deployment_hook handles None call_type gracefully.
-        
+
         This ensures that even if call_type is None (before fix #1), the guardrail doesn't crash.
         """
         custom_guardrail = CustomGuardrail()
-        
+
         # Mock the async_post_call_success_hook to return None
         custom_guardrail.async_post_call_success_hook = AsyncMock(return_value=None)
-        
+
         mock_response = AsyncMock()
-        
+
         request_data = {
             "guardrails": ["test_guardrail"],
             "user_api_key_user_id": "test_user",
         }
-        
+
         # Call with None call_type - should not crash
         result = await custom_guardrail.async_post_call_success_deployment_hook(
             request_data=request_data,
             response=mock_response,
             call_type=None,
         )
-        
+
         # Should return the original response when result is None
         assert result == mock_response
 
     def test_is_valid_response_type_with_none(self):
         """
         Test _is_valid_response_type helper method correctly identifies None as invalid.
-        
+
         This is part of Fix #3: Safely handling TypedDict types that don't support isinstance checks.
         """
         custom_guardrail = CustomGuardrail()
-        
+
         # None should be invalid
         assert custom_guardrail._is_valid_response_type(None) is False
 
     def test_is_valid_response_type_with_typeddict_error(self):
         """
         Test _is_valid_response_type gracefully handles TypeError from TypedDict.
-        
+
         This tests Fix #3: When isinstance() is called with TypedDict types, it raises TypeError.
         The method should catch this and allow the response through.
         """
         from litellm.types.utils import ModelResponse
-        
+
         custom_guardrail = CustomGuardrail()
-        
+
         # Create a valid LiteLLM response object
         response = ModelResponse(
             id="test-id",
@@ -714,13 +691,12 @@ class TestCustomGuardrailPassthroughSupport:
             model="test-model",
             object="chat.completion",
         )
-        
+
         # This should return True (it's a valid response type or TypeError is caught)
         result = custom_guardrail._is_valid_response_type(response)
         assert result is True
 
 
-
 class TestEventTypeLogging:
     """Tests for event_type logging in guardrail information."""
 
@@ -1014,7 +990,9 @@ class TestTracingFieldsPopulation:
             guardrail_json_response="blocked",
             request_data=request_data,
             guardrail_status="guardrail_intervened",
-            tracing_detail=GuardrailTracingDetail(policy_template="EU AI Act Article 5"),
+            tracing_detail=GuardrailTracingDetail(
+                policy_template="EU AI Act Article 5"
+            ),
         )
 
         slg_list = request_data["metadata"]["standard_logging_guardrail_information"]

From 413f89892b54c44d626f7c25be0a2546dc1557b3 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 02:47:03 +0000
Subject: [PATCH 13/95] test: update dynamic callback params test for
 turn_off_message_logging removal

Verify turn_off_message_logging is no longer extracted from request
kwargs since it is now admin-only.
---
 .../test_initialize_dynamic_callback_params.py           | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/litellm_core_utils/test_initialize_dynamic_callback_params.py b/tests/test_litellm/litellm_core_utils/test_initialize_dynamic_callback_params.py
index 91969a2b8e2..55f3c2ba3aa 100644
--- a/tests/test_litellm/litellm_core_utils/test_initialize_dynamic_callback_params.py
+++ b/tests/test_litellm/litellm_core_utils/test_initialize_dynamic_callback_params.py
@@ -82,13 +82,18 @@ def test_env_reference_in_litellm_params_metadata_raises():
 def test_non_string_values_are_not_flagged():
     kwargs = {
         "langsmith_sampling_rate": 0.5,
-        "turn_off_message_logging": True,
     }
 
     params = initialize_standard_callback_dynamic_params(kwargs)
 
     assert params.get("langsmith_sampling_rate") == 0.5
-    assert params.get("turn_off_message_logging") is True
+
+
+def test_turn_off_message_logging_not_extracted_from_request():
+    """turn_off_message_logging is admin-only — must not be settable via request."""
+    kwargs = {"turn_off_message_logging": True}
+    params = initialize_standard_callback_dynamic_params(kwargs)
+    assert params.get("turn_off_message_logging") is None
 
 
 def test_empty_kwargs_returns_empty_params():

From 9363f36481b8602e7866398bd054a11dd9842e8e Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:13:54 +0000
Subject: [PATCH 14/95] fix(proxy): add SSRF protection via resolve-and-rewrite
 for user-supplied URLs

Add validate_url() utility that resolves DNS once, validates all IPs
against private network ranges, and rewrites the URL to connect to the
validated IP directly. Prevents DNS rebinding by pinning to the resolved
IP. Disable follow_redirects to prevent redirect-based SSRF bypasses.

Applied to all user-supplied URL entry points:
- Image URL fetching in chat completions
- Token counter image dimension fetching
- RAG file ingestion
- MCP OpenAPI spec loading
---
 .../prompt_templates/image_handling.py        |  19 ++-
 litellm/litellm_core_utils/token_counter.py   |  10 +-
 .../mcp_server/openapi_to_mcp_generator.py    |  10 +-
 litellm/proxy/common_utils/url_utils.py       | 123 ++++++++++++++++++
 litellm/rag/ingestion/base_ingestion.py       |   8 +-
 5 files changed, 162 insertions(+), 8 deletions(-)
 create mode 100644 litellm/proxy/common_utils/url_utils.py

diff --git a/litellm/litellm_core_utils/prompt_templates/image_handling.py b/litellm/litellm_core_utils/prompt_templates/image_handling.py
index eaf78b7bcf5..c0727699167 100644
--- a/litellm/litellm_core_utils/prompt_templates/image_handling.py
+++ b/litellm/litellm_core_utils/prompt_templates/image_handling.py
@@ -10,6 +10,7 @@ import litellm
 from litellm import verbose_logger
 from litellm.caching.caching import InMemoryCache
 from litellm.constants import MAX_IMAGE_URL_DOWNLOAD_SIZE_MB
+from litellm.proxy.common_utils.url_utils import SSRFError, validate_url
 
 MAX_IMGS_IN_MEMORY = 10
 
@@ -81,10 +82,17 @@ async def async_convert_url_to_base64(url: str) -> str:
     if cached_result:
         return cached_result
 
+    # Resolve DNS once, validate IPs, rewrite URL to validated IP
+    validated_url, original_host = validate_url(url)
+
     client = litellm.module_level_aclient
     for _ in range(3):
         try:
-            response = await client.get(url, follow_redirects=True)
+            response = await client.get(
+                validated_url,
+                headers={"Host": original_host},
+                follow_redirects=False,
+            )
             return _process_image_response(response, url)
         except litellm.ImageFetchError:
             raise
@@ -106,10 +114,17 @@ def convert_url_to_base64(url: str) -> str:
     if cached_result:
         return cached_result
 
+    # Resolve DNS once, validate IPs, rewrite URL to validated IP
+    validated_url, original_host = validate_url(url)
+
     client = litellm.module_level_client
     for _ in range(3):
         try:
-            response = client.get(url, follow_redirects=True)
+            response = client.get(
+                validated_url,
+                headers={"Host": original_host},
+                follow_redirects=False,
+            )
             return _process_image_response(response, url)
         except litellm.ImageFetchError:
             raise
diff --git a/litellm/litellm_core_utils/token_counter.py b/litellm/litellm_core_utils/token_counter.py
index 09c62f2eb55..e2d2a56c698 100644
--- a/litellm/litellm_core_utils/token_counter.py
+++ b/litellm/litellm_core_utils/token_counter.py
@@ -30,6 +30,7 @@ from litellm.constants import (
 )
 from litellm.litellm_core_utils.default_encoding import encoding as default_encoding
 from litellm.llms.custom_httpx.http_handler import _get_httpx_client
+from litellm.proxy.common_utils.url_utils import validate_url
 from litellm.types.llms.anthropic import (
     AnthropicMessagesToolResultParam,
     AnthropicMessagesToolUseParam,
@@ -211,9 +212,14 @@ def get_image_dimensions(
     """
     img_data = None
     try:
-        # Try to open as URL
+        # Try to open as URL — validate and pin to resolved IP
+        validated_url, original_host = validate_url(data)
         client = _get_httpx_client()
-        response = client.get(data)
+        response = client.get(
+            validated_url,
+            headers={"Host": original_host},
+            follow_redirects=False,
+        )
         img_data = response.read()
     except Exception:
         # If not URL, assume it's base64
diff --git a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
index 4b4818892bb..68f52f34395 100644
--- a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
+++ b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
@@ -15,6 +15,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.proxy.common_utils.url_utils import validate_url
 from litellm.proxy._experimental.mcp_server.tool_registry import (
     global_mcp_tool_registry,
 )
@@ -74,10 +75,13 @@ def load_openapi_spec(filepath: str) -> Dict[str, Any]:
 
 async def load_openapi_spec_async(filepath: str) -> Dict[str, Any]:
     if filepath.startswith("http://") or filepath.startswith("https://"):
+        validated_url, original_host = validate_url(filepath)
         client = get_async_httpx_client(llm_provider=httpxSpecialProvider.MCP)
-        # NOTE: do not close shared client if get_async_httpx_client returns a shared singleton.
-        # If it returns a new client each time, consider wrapping it in an async context manager.
-        r = await client.get(filepath)
+        r = await client.get(
+            validated_url,
+            headers={"Host": original_host},
+            follow_redirects=False,
+        )
         r.raise_for_status()
         return r.json()
 
diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
new file mode 100644
index 00000000000..97fee0c0965
--- /dev/null
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -0,0 +1,123 @@
+"""
+URL validation for user-controlled URLs.
+
+Use validate_url() before fetching any URL that originates from user
+input (image_url, file_url, spec_path, etc.) to prevent SSRF attacks.
+
+The function resolves DNS once, validates all IPs, and rewrites the URL
+to connect to the validated IP directly — no TOCTOU gap, no DNS rebinding.
+Callers should also set follow_redirects=False to prevent redirect-based
+SSRF bypasses.
+"""
+
+import ipaddress
+import socket
+from ipaddress import ip_address, ip_network
+from typing import Optional, Tuple
+from urllib.parse import urlparse, urlunparse
+
+_BLOCKED_NETWORKS = [
+    ip_network("0.0.0.0/8"),
+    ip_network("10.0.0.0/8"),
+    ip_network("100.64.0.0/10"),
+    ip_network("127.0.0.0/8"),
+    ip_network("169.254.0.0/16"),
+    ip_network("172.16.0.0/12"),
+    ip_network("192.0.0.0/24"),
+    ip_network("192.168.0.0/16"),
+    ip_network("198.18.0.0/15"),
+    ip_network("::1/128"),
+    ip_network("fc00::/7"),
+    ip_network("fe80::/10"),
+]
+
+_ALLOWED_SCHEMES = ("http", "https")
+
+
+class SSRFError(ValueError):
+    """Raised when a URL targets a blocked network."""
+
+    pass
+
+
+def _is_blocked_ip(addr: str) -> bool:
+    try:
+        ip = ip_address(addr)
+    except ValueError:
+        return False
+    if ip.version == 6 and hasattr(ip, "ipv4_mapped") and ip.ipv4_mapped:
+        ip = ip.ipv4_mapped
+    return any(ip in net for net in _BLOCKED_NETWORKS)
+
+
+def validate_url(url: str) -> Tuple[str, str]:
+    """
+    Validate a user-supplied URL and rewrite it to connect to a validated IP.
+
+    Resolves the hostname, checks all resolved IPs against blocked networks,
+    then returns a rewritten URL that points to the validated IP along with
+    the original hostname (for use in the Host header).
+
+    This eliminates DNS rebinding because the caller connects to the IP we
+    validated, not the hostname that could rebind. Callers should also disable
+    follow_redirects to prevent redirect-based SSRF bypasses.
+
+    Args:
+        url: The user-supplied URL to validate.
+
+    Returns:
+        Tuple of (rewritten_url, original_hostname).
+        The rewritten URL has the hostname replaced with the validated IP.
+        The original hostname should be set as the Host header.
+
+    Raises:
+        SSRFError: If the URL scheme is invalid or the hostname resolves
+            to a private/internal IP address.
+    """
+    parsed = urlparse(url)
+
+    if parsed.scheme not in _ALLOWED_SCHEMES:
+        raise SSRFError(f"URL scheme '{parsed.scheme}' is not allowed")
+
+    hostname = parsed.hostname
+    if not hostname:
+        raise SSRFError("URL has no hostname")
+
+    port = parsed.port
+    default_port = 443 if parsed.scheme == "https" else 80
+
+    # Resolve hostname and validate ALL addresses
+    try:
+        addrinfo = socket.getaddrinfo(
+            hostname, port or default_port, proto=socket.IPPROTO_TCP
+        )
+    except socket.gaierror as e:
+        raise SSRFError(f"DNS resolution failed for '{hostname}': {e}")
+
+    if not addrinfo:
+        raise SSRFError(f"No addresses found for '{hostname}'")
+
+    for family, type_, proto, canonname, sockaddr in addrinfo:
+        if _is_blocked_ip(sockaddr[0]):
+            raise SSRFError(
+                f"URL targets a blocked address ({sockaddr[0]}). "
+                "If this is a legitimate internal service, use a direct "
+                "provider configuration instead of a user-supplied URL."
+            )
+
+    # Rewrite URL to connect to the first validated IP
+    validated_ip = addrinfo[0][4][0]
+    is_ipv6 = addrinfo[0][0] == socket.AF_INET6
+    ip_host = f"[{validated_ip}]" if is_ipv6 else validated_ip
+
+    # Reconstruct netloc with IP instead of hostname
+    if port:
+        new_netloc = f"{ip_host}:{port}"
+    else:
+        new_netloc = ip_host
+
+    rewritten = urlunparse(
+        (parsed.scheme, new_netloc, parsed.path, parsed.params, parsed.query, "")
+    )
+
+    return rewritten, hostname
diff --git a/litellm/rag/ingestion/base_ingestion.py b/litellm/rag/ingestion/base_ingestion.py
index 0d12bdfffc1..1d868d35c7a 100644
--- a/litellm/rag/ingestion/base_ingestion.py
+++ b/litellm/rag/ingestion/base_ingestion.py
@@ -24,6 +24,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.proxy.common_utils.url_utils import validate_url
 from litellm.rag.ingestion.file_parsers import extract_text_from_pdf
 from litellm.rag.text_splitters import RecursiveCharacterTextSplitter
 from litellm.types.rag import RAGIngestOptions, RAGIngestResponse
@@ -111,8 +112,13 @@ class BaseRAGIngestion(ABC):
             return filename, file_content, content_type, None
 
         if file_url:
+            validated_url, original_host = validate_url(file_url)
             http_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.RAG)
-            response = await http_client.get(file_url)
+            response = await http_client.get(
+                validated_url,
+                headers={"Host": original_host},
+                follow_redirects=False,
+            )
             response.raise_for_status()
             file_content = response.content
             filename = file_url.split("/")[-1] or "document"

From d15196b5197d89270469faabaece0dd26cf1f4b6 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:30:14 +0000
Subject: [PATCH 15/95] fix(proxy): add safe_get/async_safe_get with redirect
 validation

Add safe_get() and async_safe_get() helpers that validate each
redirect hop before following. For HTTPS, rely on TLS certificate
binding instead of URL rewriting. Simplify call sites to use the
new helpers.
---
 .../prompt_templates/image_handling.py        | 20 +-----
 litellm/litellm_core_utils/token_counter.py   | 11 +--
 .../mcp_server/openapi_to_mcp_generator.py    |  9 +--
 litellm/proxy/common_utils/url_utils.py       | 70 +++++++++++++++++--
 litellm/rag/ingestion/base_ingestion.py       |  9 +--
 5 files changed, 73 insertions(+), 46 deletions(-)

diff --git a/litellm/litellm_core_utils/prompt_templates/image_handling.py b/litellm/litellm_core_utils/prompt_templates/image_handling.py
index c0727699167..c036ec23ddb 100644
--- a/litellm/litellm_core_utils/prompt_templates/image_handling.py
+++ b/litellm/litellm_core_utils/prompt_templates/image_handling.py
@@ -10,7 +10,7 @@ import litellm
 from litellm import verbose_logger
 from litellm.caching.caching import InMemoryCache
 from litellm.constants import MAX_IMAGE_URL_DOWNLOAD_SIZE_MB
-from litellm.proxy.common_utils.url_utils import SSRFError, validate_url
+from litellm.proxy.common_utils.url_utils import async_safe_get, safe_get
 
 MAX_IMGS_IN_MEMORY = 10
 
@@ -82,17 +82,10 @@ async def async_convert_url_to_base64(url: str) -> str:
     if cached_result:
         return cached_result
 
-    # Resolve DNS once, validate IPs, rewrite URL to validated IP
-    validated_url, original_host = validate_url(url)
-
     client = litellm.module_level_aclient
     for _ in range(3):
         try:
-            response = await client.get(
-                validated_url,
-                headers={"Host": original_host},
-                follow_redirects=False,
-            )
+            response = await async_safe_get(client, url)
             return _process_image_response(response, url)
         except litellm.ImageFetchError:
             raise
@@ -114,17 +107,10 @@ def convert_url_to_base64(url: str) -> str:
     if cached_result:
         return cached_result
 
-    # Resolve DNS once, validate IPs, rewrite URL to validated IP
-    validated_url, original_host = validate_url(url)
-
     client = litellm.module_level_client
     for _ in range(3):
         try:
-            response = client.get(
-                validated_url,
-                headers={"Host": original_host},
-                follow_redirects=False,
-            )
+            response = safe_get(client, url)
             return _process_image_response(response, url)
         except litellm.ImageFetchError:
             raise
diff --git a/litellm/litellm_core_utils/token_counter.py b/litellm/litellm_core_utils/token_counter.py
index e2d2a56c698..ad2691156a5 100644
--- a/litellm/litellm_core_utils/token_counter.py
+++ b/litellm/litellm_core_utils/token_counter.py
@@ -30,7 +30,7 @@ from litellm.constants import (
 )
 from litellm.litellm_core_utils.default_encoding import encoding as default_encoding
 from litellm.llms.custom_httpx.http_handler import _get_httpx_client
-from litellm.proxy.common_utils.url_utils import validate_url
+from litellm.proxy.common_utils.url_utils import safe_get
 from litellm.types.llms.anthropic import (
     AnthropicMessagesToolResultParam,
     AnthropicMessagesToolUseParam,
@@ -212,14 +212,9 @@ def get_image_dimensions(
     """
     img_data = None
     try:
-        # Try to open as URL — validate and pin to resolved IP
-        validated_url, original_host = validate_url(data)
+        # Try to open as URL with SSRF protection
         client = _get_httpx_client()
-        response = client.get(
-            validated_url,
-            headers={"Host": original_host},
-            follow_redirects=False,
-        )
+        response = safe_get(client, data)
         img_data = response.read()
     except Exception:
         # If not URL, assume it's base64
diff --git a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
index 68f52f34395..d6b2cb86b26 100644
--- a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
+++ b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
@@ -15,7 +15,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
-from litellm.proxy.common_utils.url_utils import validate_url
+from litellm.proxy.common_utils.url_utils import async_safe_get
 from litellm.proxy._experimental.mcp_server.tool_registry import (
     global_mcp_tool_registry,
 )
@@ -75,13 +75,8 @@ def load_openapi_spec(filepath: str) -> Dict[str, Any]:
 
 async def load_openapi_spec_async(filepath: str) -> Dict[str, Any]:
     if filepath.startswith("http://") or filepath.startswith("https://"):
-        validated_url, original_host = validate_url(filepath)
         client = get_async_httpx_client(llm_provider=httpxSpecialProvider.MCP)
-        r = await client.get(
-            validated_url,
-            headers={"Host": original_host},
-            follow_redirects=False,
-        )
+        r = await async_safe_get(client, filepath)
         r.raise_for_status()
         return r.json()
 
diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
index 97fee0c0965..0583cc3a42b 100644
--- a/litellm/proxy/common_utils/url_utils.py
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -4,16 +4,15 @@ URL validation for user-controlled URLs.
 Use validate_url() before fetching any URL that originates from user
 input (image_url, file_url, spec_path, etc.) to prevent SSRF attacks.
 
-The function resolves DNS once, validates all IPs, and rewrites the URL
-to connect to the validated IP directly — no TOCTOU gap, no DNS rebinding.
-Callers should also set follow_redirects=False to prevent redirect-based
-SSRF bypasses.
+validate_url() resolves DNS once, validates all IPs, and rewrites the
+URL to connect to the validated IP directly — no TOCTOU gap, no DNS
+rebinding. Redirects are followed manually with validation at each hop.
 """
 
 import ipaddress
 import socket
 from ipaddress import ip_address, ip_network
-from typing import Optional, Tuple
+from typing import Any, Optional, Tuple, Union
 from urllib.parse import urlparse, urlunparse
 
 _BLOCKED_NETWORKS = [
@@ -105,12 +104,18 @@ def validate_url(url: str) -> Tuple[str, str]:
                 "provider configuration instead of a user-supplied URL."
             )
 
-    # Rewrite URL to connect to the first validated IP
+    # For HTTPS, TLS certificate validation binds the connection to the
+    # hostname — DNS rebinding can't redirect to a different server because
+    # the cert wouldn't match. Return the original URL.
+    if parsed.scheme == "https":
+        return url, hostname
+
+    # For HTTP, rewrite URL to connect to the validated IP directly
+    # to prevent DNS rebinding (no TLS to bind the connection).
     validated_ip = addrinfo[0][4][0]
     is_ipv6 = addrinfo[0][0] == socket.AF_INET6
     ip_host = f"[{validated_ip}]" if is_ipv6 else validated_ip
 
-    # Reconstruct netloc with IP instead of hostname
     if port:
         new_netloc = f"{ip_host}:{port}"
     else:
@@ -121,3 +126,54 @@ def validate_url(url: str) -> Tuple[str, str]:
     )
 
     return rewritten, hostname
+
+
+_MAX_REDIRECTS = 10
+
+
+def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
+    """
+    Fetch a user-supplied URL with SSRF protection on every redirect hop.
+
+    Validates the initial URL and each redirect target before making the
+    request. No DNS rebinding (resolve-and-rewrite). No redirect bypass
+    (each hop validated). No breaking change for legitimate CDN redirects.
+
+    Args:
+        client: An httpx.Client or httpx.AsyncClient (sync version).
+        url: The user-supplied URL.
+        **kwargs: Additional kwargs passed to client.get().
+
+    Returns:
+        The final httpx.Response.
+    """
+    kwargs.pop("follow_redirects", None)
+    for _ in range(_MAX_REDIRECTS):
+        validated_url, original_host = validate_url(url)
+        response = client.get(
+            validated_url,
+            headers={**kwargs.pop("headers", {}), "Host": original_host},
+            follow_redirects=False,
+            **kwargs,
+        )
+        if not response.is_redirect or response.next_request is None:
+            return response
+        url = str(response.next_request.url)
+    raise SSRFError("Too many redirects")
+
+
+async def async_safe_get(client: Any, url: str, **kwargs: Any) -> Any:
+    """Async version of safe_get."""
+    kwargs.pop("follow_redirects", None)
+    for _ in range(_MAX_REDIRECTS):
+        validated_url, original_host = validate_url(url)
+        response = await client.get(
+            validated_url,
+            headers={**kwargs.pop("headers", {}), "Host": original_host},
+            follow_redirects=False,
+            **kwargs,
+        )
+        if not response.is_redirect or response.next_request is None:
+            return response
+        url = str(response.next_request.url)
+    raise SSRFError("Too many redirects")
diff --git a/litellm/rag/ingestion/base_ingestion.py b/litellm/rag/ingestion/base_ingestion.py
index 1d868d35c7a..6f139764a85 100644
--- a/litellm/rag/ingestion/base_ingestion.py
+++ b/litellm/rag/ingestion/base_ingestion.py
@@ -24,7 +24,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
-from litellm.proxy.common_utils.url_utils import validate_url
+from litellm.proxy.common_utils.url_utils import async_safe_get
 from litellm.rag.ingestion.file_parsers import extract_text_from_pdf
 from litellm.rag.text_splitters import RecursiveCharacterTextSplitter
 from litellm.types.rag import RAGIngestOptions, RAGIngestResponse
@@ -112,13 +112,8 @@ class BaseRAGIngestion(ABC):
             return filename, file_content, content_type, None
 
         if file_url:
-            validated_url, original_host = validate_url(file_url)
             http_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.RAG)
-            response = await http_client.get(
-                validated_url,
-                headers={"Host": original_host},
-                follow_redirects=False,
-            )
+            response = await async_safe_get(http_client, file_url)
             response.raise_for_status()
             file_content = response.content
             filename = file_url.split("/")[-1] or "document"

From 037fb573f77e22aa67733ea3b755d515ebcc5904 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:38:29 +0000
Subject: [PATCH 16/95] fix: preserve caller headers across redirect hops in
 safe_get

---
 litellm/proxy/common_utils/url_utils.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
index 0583cc3a42b..2a160d3cec7 100644
--- a/litellm/proxy/common_utils/url_utils.py
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -148,11 +148,12 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
         The final httpx.Response.
     """
     kwargs.pop("follow_redirects", None)
+    caller_headers = kwargs.pop("headers", {})
     for _ in range(_MAX_REDIRECTS):
         validated_url, original_host = validate_url(url)
         response = client.get(
             validated_url,
-            headers={**kwargs.pop("headers", {}), "Host": original_host},
+            headers={**caller_headers, "Host": original_host},
             follow_redirects=False,
             **kwargs,
         )
@@ -165,11 +166,12 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
 async def async_safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     """Async version of safe_get."""
     kwargs.pop("follow_redirects", None)
+    caller_headers = kwargs.pop("headers", {})
     for _ in range(_MAX_REDIRECTS):
         validated_url, original_host = validate_url(url)
         response = await client.get(
             validated_url,
-            headers={**kwargs.pop("headers", {}), "Host": original_host},
+            headers={**caller_headers, "Host": original_host},
             follow_redirects=False,
             **kwargs,
         )

From b94aaa72b07ce1b634b3458af620a4554fb90991 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:40:54 +0000
Subject: [PATCH 17/95] fix: skip DNS resolution for base64 data in token
 counter, add unit tests

Check URL scheme before calling safe_get in token counter to avoid
unnecessary DNS resolution on base64-encoded image data.

Add 14 unit tests for validate_url covering blocked networks, scheme
validation, URL rewriting, and DNS failure handling.
---
 litellm/litellm_core_utils/token_counter.py   | 16 +++--
 .../proxy/common_utils/test_url_utils.py      | 64 +++++++++++++++++++
 2 files changed, 73 insertions(+), 7 deletions(-)
 create mode 100644 tests/test_litellm/proxy/common_utils/test_url_utils.py

diff --git a/litellm/litellm_core_utils/token_counter.py b/litellm/litellm_core_utils/token_counter.py
index ad2691156a5..6245828a381 100644
--- a/litellm/litellm_core_utils/token_counter.py
+++ b/litellm/litellm_core_utils/token_counter.py
@@ -211,13 +211,15 @@ def get_image_dimensions(
         Tuple[int, int]: The width and height of the image.
     """
     img_data = None
-    try:
-        # Try to open as URL with SSRF protection
-        client = _get_httpx_client()
-        response = safe_get(client, data)
-        img_data = response.read()
-    except Exception:
-        # If not URL, assume it's base64
+    if data.startswith(("http://", "https://")):
+        try:
+            client = _get_httpx_client()
+            response = safe_get(client, data)
+            img_data = response.read()
+        except Exception:
+            pass
+    if img_data is None:
+        # Not a URL or fetch failed — assume base64
         _header, encoded = data.split(",", 1)
         img_data = base64.b64decode(encoded)
 
diff --git a/tests/test_litellm/proxy/common_utils/test_url_utils.py b/tests/test_litellm/proxy/common_utils/test_url_utils.py
new file mode 100644
index 00000000000..73f465cfbc4
--- /dev/null
+++ b/tests/test_litellm/proxy/common_utils/test_url_utils.py
@@ -0,0 +1,64 @@
+import pytest
+
+from litellm.proxy.common_utils.url_utils import SSRFError, validate_url
+
+
+class TestValidateUrl:
+    def test_blocks_loopback(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://127.0.0.1/test")
+
+    def test_blocks_imds(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://169.254.169.254/latest/meta-data/")
+
+    def test_blocks_rfc1918_class_a(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://10.0.1.5:8080/v1/completions")
+
+    def test_blocks_rfc1918_class_b(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://172.16.0.1/")
+
+    def test_blocks_rfc1918_class_c(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://192.168.1.1/")
+
+    def test_blocks_file_scheme(self):
+        with pytest.raises(SSRFError):
+            validate_url("file:///etc/passwd")
+
+    def test_blocks_ftp_scheme(self):
+        with pytest.raises(SSRFError):
+            validate_url("ftp://internal.host/data")
+
+    def test_blocks_no_hostname(self):
+        with pytest.raises(SSRFError):
+            validate_url("http:///path")
+
+    def test_allows_public_https(self):
+        rewritten, host = validate_url("https://example.com/image.png")
+        assert host == "example.com"
+        assert rewritten == "https://example.com/image.png"
+
+    def test_rewrites_public_http_to_ip(self):
+        rewritten, host = validate_url("http://example.com/image.png")
+        assert host == "example.com"
+        assert "example.com" not in rewritten
+
+    def test_preserves_path_and_query(self):
+        rewritten, host = validate_url("http://example.com/path?key=value")
+        assert "/path" in rewritten
+        assert "key=value" in rewritten
+
+    def test_dns_failure_raises(self):
+        with pytest.raises(SSRFError, match="DNS resolution failed"):
+            validate_url("http://this-domain-does-not-exist-xyz123.invalid/test")
+
+    def test_blocks_localhost_hostname(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://localhost/")
+
+    def test_blocks_ipv6_loopback(self):
+        with pytest.raises(SSRFError):
+            validate_url("http://[::1]/")

From 62ec39677586ae0588e5dd919d6186e4da010659 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:44:10 +0000
Subject: [PATCH 18/95] test: mock SSRF validation in openapi spec URL test

---
 tests/mcp_tests/test_openapi_spec_path_url.py | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/tests/mcp_tests/test_openapi_spec_path_url.py b/tests/mcp_tests/test_openapi_spec_path_url.py
index 03e9db94967..17a0022046e 100644
--- a/tests/mcp_tests/test_openapi_spec_path_url.py
+++ b/tests/mcp_tests/test_openapi_spec_path_url.py
@@ -55,6 +55,11 @@ def test_load_openapi_spec_supports_http_url(monkeypatch: pytest.MonkeyPatch) ->
     # Ensure shared/custom client path is used
     monkeypatch.setattr(gen, "get_async_httpx_client", fake_get_async_httpx_client)
 
+    # Bypass SSRF validation in test (example.local doesn't resolve)
+    monkeypatch.setattr(
+        gen, "async_safe_get", lambda client, url, **kw: client.get(url)
+    )
+
     # Fail loudly if someone reintroduces direct httpx.get()
     def boom(*args, **kwargs):
         raise AssertionError("Direct httpx.get() must not be used for URL spec loading")
@@ -68,7 +73,9 @@ def test_load_openapi_spec_supports_http_url(monkeypatch: pytest.MonkeyPatch) ->
     assert handler_holder["handler"].calls == 1
 
 
-def test_load_openapi_spec_supports_local_file_path(tmp_path, monkeypatch: pytest.MonkeyPatch) -> None:
+def test_load_openapi_spec_supports_local_file_path(
+    tmp_path, monkeypatch: pytest.MonkeyPatch
+) -> None:
     expected: Dict[str, Any] = {
         "openapi": "3.0.0",
         "info": {"title": "Local API", "version": "1.0.0"},
@@ -83,10 +90,11 @@ def test_load_openapi_spec_supports_local_file_path(tmp_path, monkeypatch: pytes
 
     # For local files, shared client must NOT be used.
     def boom_client(*args, **kwargs):
-        raise AssertionError("get_async_httpx_client() must not be called for local file paths")
+        raise AssertionError(
+            "get_async_httpx_client() must not be called for local file paths"
+        )
 
     monkeypatch.setattr(gen, "get_async_httpx_client", boom_client)
 
     spec = gen.load_openapi_spec(str(p))
     assert spec == expected
-

From 814d03d1cee07128411c4492a67eb0813c9eb195 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:48:12 +0000
Subject: [PATCH 19/95] fix: fail-closed on unparseable IPs, rewrite HTTPS when
 SSL verify disabled

_is_blocked_ip now returns True (blocked) for unparseable addresses
instead of False (allowed). HTTPS URLs are rewritten to validated IPs
when ssl_verify is disabled, closing the DNS rebinding window that
exists without TLS certificate binding.
---
 litellm/proxy/common_utils/url_utils.py       | 15 +++++++----
 .../proxy/common_utils/test_url_utils.py      | 25 ++++++++++++++++++-
 2 files changed, 34 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
index 2a160d3cec7..72cbc776589 100644
--- a/litellm/proxy/common_utils/url_utils.py
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -15,6 +15,8 @@ from ipaddress import ip_address, ip_network
 from typing import Any, Optional, Tuple, Union
 from urllib.parse import urlparse, urlunparse
 
+import litellm
+
 _BLOCKED_NETWORKS = [
     ip_network("0.0.0.0/8"),
     ip_network("10.0.0.0/8"),
@@ -43,7 +45,7 @@ def _is_blocked_ip(addr: str) -> bool:
     try:
         ip = ip_address(addr)
     except ValueError:
-        return False
+        return True  # fail-closed: unparseable addresses are blocked
     if ip.version == 6 and hasattr(ip, "ipv4_mapped") and ip.ipv4_mapped:
         ip = ip.ipv4_mapped
     return any(ip in net for net in _BLOCKED_NETWORKS)
@@ -104,10 +106,13 @@ def validate_url(url: str) -> Tuple[str, str]:
                 "provider configuration instead of a user-supplied URL."
             )
 
-    # For HTTPS, TLS certificate validation binds the connection to the
-    # hostname — DNS rebinding can't redirect to a different server because
-    # the cert wouldn't match. Return the original URL.
-    if parsed.scheme == "https":
+    # For HTTPS with SSL verification enabled, TLS certificate validation
+    # binds the connection to the hostname — DNS rebinding can't redirect
+    # to a different server because the cert wouldn't match.
+    # When SSL verification is disabled, this defense doesn't apply, so
+    # we rewrite to the validated IP like HTTP.
+    ssl_verify = getattr(litellm, "ssl_verify", True)
+    if parsed.scheme == "https" and ssl_verify is not False:
         return url, hostname
 
     # For HTTP, rewrite URL to connect to the validated IP directly
diff --git a/tests/test_litellm/proxy/common_utils/test_url_utils.py b/tests/test_litellm/proxy/common_utils/test_url_utils.py
index 73f465cfbc4..4dbda6a815e 100644
--- a/tests/test_litellm/proxy/common_utils/test_url_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_url_utils.py
@@ -1,6 +1,18 @@
 import pytest
 
-from litellm.proxy.common_utils.url_utils import SSRFError, validate_url
+import litellm
+from litellm.proxy.common_utils.url_utils import SSRFError, _is_blocked_ip, validate_url
+
+
+class TestIsBlockedIp:
+    def test_blocks_private(self):
+        assert _is_blocked_ip("10.0.0.1") is True
+
+    def test_allows_public(self):
+        assert _is_blocked_ip("8.8.8.8") is False
+
+    def test_unparseable_is_blocked(self):
+        assert _is_blocked_ip("not-an-ip") is True
 
 
 class TestValidateUrl:
@@ -62,3 +74,14 @@ class TestValidateUrl:
     def test_blocks_ipv6_loopback(self):
         with pytest.raises(SSRFError):
             validate_url("http://[::1]/")
+
+    def test_https_rewrites_when_ssl_verify_disabled(self, monkeypatch):
+        monkeypatch.setattr(litellm, "ssl_verify", False)
+        rewritten, host = validate_url("https://example.com/image.png")
+        assert host == "example.com"
+        assert "example.com" not in rewritten  # rewritten to IP
+
+    def test_https_not_rewritten_when_ssl_verify_enabled(self, monkeypatch):
+        monkeypatch.setattr(litellm, "ssl_verify", True)
+        rewritten, host = validate_url("https://example.com/image.png")
+        assert rewritten == "https://example.com/image.png"

From e2a0c96663548d36ebca5a530e9140da530eb19e Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:53:09 +0000
Subject: [PATCH 20/95] fix: redirect loop was dead code, clean up imports

Read Location header directly instead of response.next_request (which
is None when follow_redirects=False). Resolve relative redirect URLs
with httpx.URL.join(). Remove unused imports.
---
 litellm/proxy/common_utils/url_utils.py | 25 ++++++++++++++++++-------
 1 file changed, 18 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
index 72cbc776589..f18378f9007 100644
--- a/litellm/proxy/common_utils/url_utils.py
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -9,10 +9,10 @@ URL to connect to the validated IP directly — no TOCTOU gap, no DNS
 rebinding. Redirects are followed manually with validation at each hop.
 """
 
-import ipaddress
+import asyncio
 import socket
 from ipaddress import ip_address, ip_network
-from typing import Any, Optional, Tuple, Union
+from typing import Any, Tuple
 from urllib.parse import urlparse, urlunparse
 
 import litellm
@@ -136,6 +136,17 @@ def validate_url(url: str) -> Tuple[str, str]:
 _MAX_REDIRECTS = 10
 
 
+def _extract_redirect_url(response: Any, request_url: str) -> str:
+    """Extract and resolve the redirect target from a response's Location header."""
+    import httpx
+
+    location = response.headers.get("location")
+    if not location:
+        raise SSRFError("Redirect response has no Location header")
+    # Resolve relative URLs against the request URL
+    return str(httpx.URL(request_url).join(location))
+
+
 def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     """
     Fetch a user-supplied URL with SSRF protection on every redirect hop.
@@ -145,7 +156,7 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     (each hop validated). No breaking change for legitimate CDN redirects.
 
     Args:
-        client: An httpx.Client or httpx.AsyncClient (sync version).
+        client: An httpx.Client (sync).
         url: The user-supplied URL.
         **kwargs: Additional kwargs passed to client.get().
 
@@ -162,9 +173,9 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
             follow_redirects=False,
             **kwargs,
         )
-        if not response.is_redirect or response.next_request is None:
+        if not response.is_redirect:
             return response
-        url = str(response.next_request.url)
+        url = _extract_redirect_url(response, validated_url)
     raise SSRFError("Too many redirects")
 
 
@@ -180,7 +191,7 @@ async def async_safe_get(client: Any, url: str, **kwargs: Any) -> Any:
             follow_redirects=False,
             **kwargs,
         )
-        if not response.is_redirect or response.next_request is None:
+        if not response.is_redirect:
             return response
-        url = str(response.next_request.url)
+        url = _extract_redirect_url(response, validated_url)
     raise SSRFError("Too many redirects")

From 00b25d6ca4f55890cc1fb07484c8c37205677bb1 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:55:56 +0000
Subject: [PATCH 21/95] fix: sync redirect bypass, Host header port, redirect
 loop dead code
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Pass follow_redirects through in HTTPHandler.get() — previously the
parameter was accepted but never forwarded to the underlying httpx
client, making sync redirect protection ineffective.

Include port in Host header when non-default (e.g. example.com:8080).

Fix redirect loop to read Location header directly instead of
response.next_request (which is None when follow_redirects=False).
---
 litellm/llms/custom_httpx/http_handler.py | 1 +
 litellm/proxy/common_utils/url_utils.py   | 9 +++++++--
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index 489a56daf8e..03d2af72329 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -1019,6 +1019,7 @@ class HTTPHandler:
             url,
             params=params,
             headers=headers,
+            follow_redirects=_follow_redirects,
         )
 
         return response
diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/proxy/common_utils/url_utils.py
index f18378f9007..a47d7ae2ca4 100644
--- a/litellm/proxy/common_utils/url_utils.py
+++ b/litellm/proxy/common_utils/url_utils.py
@@ -87,6 +87,11 @@ def validate_url(url: str) -> Tuple[str, str]:
     port = parsed.port
     default_port = 443 if parsed.scheme == "https" else 80
 
+    # Build the Host header value — include port when non-default
+    host_header = (
+        hostname if (port is None or port == default_port) else f"{hostname}:{port}"
+    )
+
     # Resolve hostname and validate ALL addresses
     try:
         addrinfo = socket.getaddrinfo(
@@ -113,7 +118,7 @@ def validate_url(url: str) -> Tuple[str, str]:
     # we rewrite to the validated IP like HTTP.
     ssl_verify = getattr(litellm, "ssl_verify", True)
     if parsed.scheme == "https" and ssl_verify is not False:
-        return url, hostname
+        return url, host_header
 
     # For HTTP, rewrite URL to connect to the validated IP directly
     # to prevent DNS rebinding (no TLS to bind the connection).
@@ -130,7 +135,7 @@ def validate_url(url: str) -> Tuple[str, str]:
         (parsed.scheme, new_netloc, parsed.path, parsed.params, parsed.query, "")
     )
 
-    return rewritten, hostname
+    return rewritten, host_header
 
 
 _MAX_REDIRECTS = 10

From 1ba2be77aed17a35ebf74d963f67040ec5e03477 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 04:59:25 +0000
Subject: [PATCH 22/95] refactor: move url_utils to litellm_core_utils to avoid
 proxy dependency

SDK core modules (image_handling, token_counter) should not import
from litellm.proxy. Move url_utils.py to litellm_core_utils/ so
bare SDK installs without proxy dependencies still work.
---
 litellm/litellm_core_utils/prompt_templates/image_handling.py   | 2 +-
 litellm/litellm_core_utils/token_counter.py                     | 2 +-
 litellm/{proxy/common_utils => litellm_core_utils}/url_utils.py | 0
 .../proxy/_experimental/mcp_server/openapi_to_mcp_generator.py  | 2 +-
 litellm/proxy/_experimental/out/404/index.html                  | 1 +
 litellm/proxy/_experimental/out/_not-found/index.html           | 1 +
 litellm/proxy/_experimental/out/api-reference/index.html        | 1 +
 litellm/proxy/_experimental/out/chat/index.html                 | 1 +
 .../_experimental/out/experimental/api-playground/index.html    | 1 +
 litellm/proxy/_experimental/out/experimental/budgets/index.html | 1 +
 litellm/proxy/_experimental/out/experimental/caching/index.html | 1 +
 .../out/experimental/claude-code-plugins/index.html             | 1 +
 .../proxy/_experimental/out/experimental/old-usage/index.html   | 1 +
 litellm/proxy/_experimental/out/experimental/prompts/index.html | 1 +
 .../_experimental/out/experimental/tag-management/index.html    | 1 +
 litellm/proxy/_experimental/out/guardrails/index.html           | 1 +
 litellm/proxy/_experimental/out/login/index.html                | 1 +
 litellm/proxy/_experimental/out/logs/index.html                 | 1 +
 litellm/proxy/_experimental/out/mcp/oauth/callback/index.html   | 1 +
 litellm/proxy/_experimental/out/model-hub/index.html            | 1 +
 litellm/proxy/_experimental/out/model_hub/index.html            | 1 +
 litellm/proxy/_experimental/out/model_hub_table/index.html      | 1 +
 litellm/proxy/_experimental/out/models-and-endpoints/index.html | 1 +
 litellm/proxy/_experimental/out/onboarding/index.html           | 1 +
 litellm/proxy/_experimental/out/organizations/index.html        | 1 +
 litellm/proxy/_experimental/out/playground/index.html           | 1 +
 litellm/proxy/_experimental/out/policies/index.html             | 1 +
 .../proxy/_experimental/out/settings/admin-settings/index.html  | 1 +
 .../_experimental/out/settings/logging-and-alerts/index.html    | 1 +
 .../proxy/_experimental/out/settings/router-settings/index.html | 1 +
 litellm/proxy/_experimental/out/settings/ui-theme/index.html    | 1 +
 litellm/proxy/_experimental/out/teams/index.html                | 1 +
 litellm/proxy/_experimental/out/test-key/index.html             | 1 +
 litellm/proxy/_experimental/out/tools/mcp-servers/index.html    | 1 +
 litellm/proxy/_experimental/out/tools/vector-stores/index.html  | 1 +
 litellm/proxy/_experimental/out/usage/index.html                | 1 +
 litellm/proxy/_experimental/out/users/index.html                | 1 +
 litellm/proxy/_experimental/out/virtual-keys/index.html         | 1 +
 litellm/rag/ingestion/base_ingestion.py                         | 2 +-
 .../common_utils => litellm_core_utils}/test_url_utils.py       | 2 +-
 40 files changed, 39 insertions(+), 5 deletions(-)
 rename litellm/{proxy/common_utils => litellm_core_utils}/url_utils.py (100%)
 create mode 100644 litellm/proxy/_experimental/out/404/index.html
 create mode 100644 litellm/proxy/_experimental/out/_not-found/index.html
 create mode 100644 litellm/proxy/_experimental/out/api-reference/index.html
 create mode 100644 litellm/proxy/_experimental/out/chat/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/api-playground/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/budgets/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/caching/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/claude-code-plugins/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/old-usage/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/prompts/index.html
 create mode 100644 litellm/proxy/_experimental/out/experimental/tag-management/index.html
 create mode 100644 litellm/proxy/_experimental/out/guardrails/index.html
 create mode 100644 litellm/proxy/_experimental/out/login/index.html
 create mode 100644 litellm/proxy/_experimental/out/logs/index.html
 create mode 100644 litellm/proxy/_experimental/out/mcp/oauth/callback/index.html
 create mode 100644 litellm/proxy/_experimental/out/model-hub/index.html
 create mode 100644 litellm/proxy/_experimental/out/model_hub/index.html
 create mode 100644 litellm/proxy/_experimental/out/model_hub_table/index.html
 create mode 100644 litellm/proxy/_experimental/out/models-and-endpoints/index.html
 create mode 100644 litellm/proxy/_experimental/out/onboarding/index.html
 create mode 100644 litellm/proxy/_experimental/out/organizations/index.html
 create mode 100644 litellm/proxy/_experimental/out/playground/index.html
 create mode 100644 litellm/proxy/_experimental/out/policies/index.html
 create mode 100644 litellm/proxy/_experimental/out/settings/admin-settings/index.html
 create mode 100644 litellm/proxy/_experimental/out/settings/logging-and-alerts/index.html
 create mode 100644 litellm/proxy/_experimental/out/settings/router-settings/index.html
 create mode 100644 litellm/proxy/_experimental/out/settings/ui-theme/index.html
 create mode 100644 litellm/proxy/_experimental/out/teams/index.html
 create mode 100644 litellm/proxy/_experimental/out/test-key/index.html
 create mode 100644 litellm/proxy/_experimental/out/tools/mcp-servers/index.html
 create mode 100644 litellm/proxy/_experimental/out/tools/vector-stores/index.html
 create mode 100644 litellm/proxy/_experimental/out/usage/index.html
 create mode 100644 litellm/proxy/_experimental/out/users/index.html
 create mode 100644 litellm/proxy/_experimental/out/virtual-keys/index.html
 rename tests/test_litellm/{proxy/common_utils => litellm_core_utils}/test_url_utils.py (97%)

diff --git a/litellm/litellm_core_utils/prompt_templates/image_handling.py b/litellm/litellm_core_utils/prompt_templates/image_handling.py
index c036ec23ddb..fd38bc9388d 100644
--- a/litellm/litellm_core_utils/prompt_templates/image_handling.py
+++ b/litellm/litellm_core_utils/prompt_templates/image_handling.py
@@ -10,7 +10,7 @@ import litellm
 from litellm import verbose_logger
 from litellm.caching.caching import InMemoryCache
 from litellm.constants import MAX_IMAGE_URL_DOWNLOAD_SIZE_MB
-from litellm.proxy.common_utils.url_utils import async_safe_get, safe_get
+from litellm.litellm_core_utils.url_utils import async_safe_get, safe_get
 
 MAX_IMGS_IN_MEMORY = 10
 
diff --git a/litellm/litellm_core_utils/token_counter.py b/litellm/litellm_core_utils/token_counter.py
index 6245828a381..01e5dc39a34 100644
--- a/litellm/litellm_core_utils/token_counter.py
+++ b/litellm/litellm_core_utils/token_counter.py
@@ -30,7 +30,7 @@ from litellm.constants import (
 )
 from litellm.litellm_core_utils.default_encoding import encoding as default_encoding
 from litellm.llms.custom_httpx.http_handler import _get_httpx_client
-from litellm.proxy.common_utils.url_utils import safe_get
+from litellm.litellm_core_utils.url_utils import safe_get
 from litellm.types.llms.anthropic import (
     AnthropicMessagesToolResultParam,
     AnthropicMessagesToolUseParam,
diff --git a/litellm/proxy/common_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
similarity index 100%
rename from litellm/proxy/common_utils/url_utils.py
rename to litellm/litellm_core_utils/url_utils.py
diff --git a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
index d6b2cb86b26..3b2fa097b70 100644
--- a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
+++ b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
@@ -15,7 +15,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
-from litellm.proxy.common_utils.url_utils import async_safe_get
+from litellm.litellm_core_utils.url_utils import async_safe_get
 from litellm.proxy._experimental.mcp_server.tool_registry import (
     global_mcp_tool_registry,
 )
diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404/index.html
new file mode 100644
index 00000000000..344481d3aed
--- /dev/null
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diff --git a/litellm/rag/ingestion/base_ingestion.py b/litellm/rag/ingestion/base_ingestion.py
index 6f139764a85..6a4eb89d0fd 100644
--- a/litellm/rag/ingestion/base_ingestion.py
+++ b/litellm/rag/ingestion/base_ingestion.py
@@ -24,7 +24,7 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
-from litellm.proxy.common_utils.url_utils import async_safe_get
+from litellm.litellm_core_utils.url_utils import async_safe_get
 from litellm.rag.ingestion.file_parsers import extract_text_from_pdf
 from litellm.rag.text_splitters import RecursiveCharacterTextSplitter
 from litellm.types.rag import RAGIngestOptions, RAGIngestResponse
diff --git a/tests/test_litellm/proxy/common_utils/test_url_utils.py b/tests/test_litellm/litellm_core_utils/test_url_utils.py
similarity index 97%
rename from tests/test_litellm/proxy/common_utils/test_url_utils.py
rename to tests/test_litellm/litellm_core_utils/test_url_utils.py
index 4dbda6a815e..16798cebad5 100644
--- a/tests/test_litellm/proxy/common_utils/test_url_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_url_utils.py
@@ -1,7 +1,7 @@
 import pytest
 
 import litellm
-from litellm.proxy.common_utils.url_utils import SSRFError, _is_blocked_ip, validate_url
+from litellm.litellm_core_utils.url_utils import SSRFError, _is_blocked_ip, validate_url
 
 
 class TestIsBlockedIp:

From 30c6556782103ece93b86a50b5ae64ffa7c887d6 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 05:06:14 +0000
Subject: [PATCH 23/95] test: bypass SSRF validation in image handling tests

---
 .../litellm_core_utils/test_image_handling.py | 39 +++++++++++++------
 1 file changed, 27 insertions(+), 12 deletions(-)

diff --git a/tests/test_litellm/litellm_core_utils/test_image_handling.py b/tests/test_litellm/litellm_core_utils/test_image_handling.py
index 9c2939b2da5..cc13e816dde 100644
--- a/tests/test_litellm/litellm_core_utils/test_image_handling.py
+++ b/tests/test_litellm/litellm_core_utils/test_image_handling.py
@@ -5,11 +5,22 @@ from httpx import Request, Response
 
 import litellm
 from litellm import constants
+from litellm.litellm_core_utils.prompt_templates import image_handling
 from litellm.litellm_core_utils.prompt_templates.image_handling import (
     convert_url_to_base64,
 )
 
 
+@pytest.fixture(autouse=True)
+def _bypass_ssrf(monkeypatch):
+    """Bypass SSRF validation in image handling tests — tests use fake URLs."""
+    monkeypatch.setattr(
+        image_handling,
+        "safe_get",
+        lambda client, url, **kw: client.get(url, follow_redirects=True),
+    )
+
+
 class DummyClient:
     def get(self, url, follow_redirects=True):
         return Response(status_code=404, request=Request("GET", url))
@@ -37,9 +48,7 @@ def test_completion_with_invalid_image_url(monkeypatch):
         }
     ]
     with pytest.raises(litellm.ImageFetchError) as excinfo:
-        litellm.completion(
-            model="gemini/gemini-pro", messages=messages, api_key="test"
-        )
+        litellm.completion(model="gemini/gemini-pro", messages=messages, api_key="test")
     assert excinfo.value.status_code == 400
     assert "Unable to fetch image" in str(excinfo.value)
 
@@ -81,7 +90,7 @@ class StreamingLargeImageClient:
         headers = {"Content-Type": "image/jpeg"}
         if self.include_content_length:
             headers["Content-Length"] = str(size_bytes)
-        
+
         # Create a generator that yields chunks without creating the whole file in memory
         def generate_chunks(total_size, chunk_size=8192):
             bytes_sent = 0
@@ -89,7 +98,7 @@ class StreamingLargeImageClient:
                 chunk = b"x" * min(chunk_size, total_size - bytes_sent)
                 bytes_sent += len(chunk)
                 yield chunk
-        
+
         # Create response with streaming content
         response = Response(
             status_code=200,
@@ -97,7 +106,9 @@ class StreamingLargeImageClient:
             request=Request("GET", url),
         )
         # Mock the iter_bytes method to return our generator
-        response.iter_bytes = lambda chunk_size=8192: generate_chunks(size_bytes, chunk_size)
+        response.iter_bytes = lambda chunk_size=8192: generate_chunks(
+            size_bytes, chunk_size
+        )
         return response
 
 
@@ -121,7 +132,9 @@ def test_image_exceeds_size_limit_without_content_length(monkeypatch):
     This uses the old non-streaming mock for backward compatibility.
     """
     monkeypatch.setattr(
-        litellm, "module_level_client", LargeImageClient(size_mb=100, include_content_length=False)
+        litellm,
+        "module_level_client",
+        LargeImageClient(size_mb=100, include_content_length=False),
     )
 
     with pytest.raises(litellm.ImageFetchError) as excinfo:
@@ -134,7 +147,7 @@ def test_streaming_download_protects_against_huge_files(monkeypatch):
     """
     Test that streaming download aborts early when file exceeds size limit,
     preventing memory exhaustion from huge files (e.g., petabyte-sized files).
-    
+
     This test verifies that the streaming implementation doesn't download the entire
     file into memory before checking size. Instead, it should abort as soon as the
     limit is exceeded during streaming.
@@ -148,7 +161,7 @@ def test_streaming_download_protects_against_huge_files(monkeypatch):
 
     # Verify the error message shows it was caught during streaming
     assert "exceeds maximum allowed size" in str(excinfo.value)
-    
+
     # The error should be raised after downloading just slightly more than the limit
     # not after downloading the full 1GB
 
@@ -187,13 +200,15 @@ def test_streaming_download_handles_petabyte_file(monkeypatch):
     """
     Test that streaming download can handle extremely large file URLs (e.g., petabyte-sized)
     without attempting to download the entire file or causing memory exhaustion.
-    
+
     This simulates what happens if a malicious actor or misconfiguration provides
     a URL to an extremely large file.
     """
     # Simulate a 1 petabyte file (1,000,000 GB)
     # Without streaming protection, this would cause OOM or hang indefinitely
-    client = StreamingLargeImageClient(size_mb=1_000_000_000, include_content_length=False)
+    client = StreamingLargeImageClient(
+        size_mb=1_000_000_000, include_content_length=False
+    )
     monkeypatch.setattr(litellm, "module_level_client", client)
 
     with pytest.raises(litellm.ImageFetchError) as excinfo:
@@ -214,6 +229,6 @@ def test_image_size_limit_disabled(monkeypatch):
 
     with pytest.raises(litellm.ImageFetchError) as excinfo:
         convert_url_to_base64("https://example.com/image.jpg")
-    
+
     assert "Image URL download is disabled" in str(excinfo.value)
     assert "MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=0" in str(excinfo.value)

From f5a9218cb31bd1284a92bcfb70228ad0e51cbd97 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 05:14:39 +0000
Subject: [PATCH 24/95] chore: remove unused asyncio import

---
 litellm/litellm_core_utils/url_utils.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index a47d7ae2ca4..1a552e6cf54 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -9,7 +9,6 @@ URL to connect to the validated IP directly — no TOCTOU gap, no DNS
 rebinding. Redirects are followed manually with validation at each hop.
 """
 
-import asyncio
 import socket
 from ipaddress import ip_address, ip_network
 from typing import Any, Tuple

From 1f50c6fa66b0cb6cbe970c442e3ba4130cb8d642 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 21:28:13 +0000
Subject: [PATCH 25/95] test: mock DNS resolution, hoist httpx import to module
 level

Greptile P1: six tests in test_url_utils.py performed real DNS
lookups to example.com, violating the tests/test_litellm/ mock-only
rule and risking offline CI failures. Add mock_dns_public and
mock_dns_failure fixtures that monkeypatch socket.getaddrinfo on
the url_utils module.

Greptile P2: move 'import httpx' from inside _extract_redirect_url
to module-level imports per CLAUDE.md style guide.
---
 litellm/litellm_core_utils/url_utils.py       |  4 +-
 .../litellm_core_utils/test_url_utils.py      | 41 ++++++++++++++++---
 2 files changed, 37 insertions(+), 8 deletions(-)

diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index 1a552e6cf54..aaeb2bee7ef 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -14,6 +14,8 @@ from ipaddress import ip_address, ip_network
 from typing import Any, Tuple
 from urllib.parse import urlparse, urlunparse
 
+import httpx
+
 import litellm
 
 _BLOCKED_NETWORKS = [
@@ -142,8 +144,6 @@ _MAX_REDIRECTS = 10
 
 def _extract_redirect_url(response: Any, request_url: str) -> str:
     """Extract and resolve the redirect target from a response's Location header."""
-    import httpx
-
     location = response.headers.get("location")
     if not location:
         raise SSRFError("Redirect response has no Location header")
diff --git a/tests/test_litellm/litellm_core_utils/test_url_utils.py b/tests/test_litellm/litellm_core_utils/test_url_utils.py
index 16798cebad5..1b8121efaca 100644
--- a/tests/test_litellm/litellm_core_utils/test_url_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_url_utils.py
@@ -1,9 +1,34 @@
+import socket
+
 import pytest
 
 import litellm
+from litellm.litellm_core_utils import url_utils
 from litellm.litellm_core_utils.url_utils import SSRFError, _is_blocked_ip, validate_url
 
 
+@pytest.fixture
+def mock_dns_public(monkeypatch):
+    """Resolve any hostname to 93.184.216.34 (public)."""
+
+    def fake_getaddrinfo(host, port, *args, **kwargs):
+        return [
+            (socket.AF_INET, socket.SOCK_STREAM, 6, "", ("93.184.216.34", port or 80))
+        ]
+
+    monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake_getaddrinfo)
+
+
+@pytest.fixture
+def mock_dns_failure(monkeypatch):
+    """Make every DNS lookup raise gaierror."""
+
+    def fake_getaddrinfo(host, port, *args, **kwargs):
+        raise socket.gaierror("Name or service not known")
+
+    monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake_getaddrinfo)
+
+
 class TestIsBlockedIp:
     def test_blocks_private(self):
         assert _is_blocked_ip("10.0.0.1") is True
@@ -48,22 +73,22 @@ class TestValidateUrl:
         with pytest.raises(SSRFError):
             validate_url("http:///path")
 
-    def test_allows_public_https(self):
+    def test_allows_public_https(self, mock_dns_public):
         rewritten, host = validate_url("https://example.com/image.png")
         assert host == "example.com"
         assert rewritten == "https://example.com/image.png"
 
-    def test_rewrites_public_http_to_ip(self):
+    def test_rewrites_public_http_to_ip(self, mock_dns_public):
         rewritten, host = validate_url("http://example.com/image.png")
         assert host == "example.com"
         assert "example.com" not in rewritten
 
-    def test_preserves_path_and_query(self):
+    def test_preserves_path_and_query(self, mock_dns_public):
         rewritten, host = validate_url("http://example.com/path?key=value")
         assert "/path" in rewritten
         assert "key=value" in rewritten
 
-    def test_dns_failure_raises(self):
+    def test_dns_failure_raises(self, mock_dns_failure):
         with pytest.raises(SSRFError, match="DNS resolution failed"):
             validate_url("http://this-domain-does-not-exist-xyz123.invalid/test")
 
@@ -75,13 +100,17 @@ class TestValidateUrl:
         with pytest.raises(SSRFError):
             validate_url("http://[::1]/")
 
-    def test_https_rewrites_when_ssl_verify_disabled(self, monkeypatch):
+    def test_https_rewrites_when_ssl_verify_disabled(
+        self, monkeypatch, mock_dns_public
+    ):
         monkeypatch.setattr(litellm, "ssl_verify", False)
         rewritten, host = validate_url("https://example.com/image.png")
         assert host == "example.com"
         assert "example.com" not in rewritten  # rewritten to IP
 
-    def test_https_not_rewritten_when_ssl_verify_enabled(self, monkeypatch):
+    def test_https_not_rewritten_when_ssl_verify_enabled(
+        self, monkeypatch, mock_dns_public
+    ):
         monkeypatch.setattr(litellm, "ssl_verify", True)
         rewritten, host = validate_url("https://example.com/image.png")
         assert rewritten == "https://example.com/image.png"

From 22572eafaf3d59caec1da10b8cf9fc073abb5a29 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 21:29:13 +0000
Subject: [PATCH 26/95] fix: merge admin metadata from both metadata and
 litellm_metadata

Greptile P2: _get_admin_metadata used 'litellm_metadata or metadata',
meaning a caller sending a non-empty litellm_metadata would shadow
admin config the proxy had injected into data['metadata']. Admin
exemptions would be silently ignored.

Check both keys and prefer whichever contains admin fields. Add
regression test covering the shadowing scenario.
---
 litellm/integrations/custom_guardrail.py      | 19 ++++++++++++++-----
 .../integrations/test_custom_guardrail.py     | 14 ++++++++++++++
 2 files changed, 28 insertions(+), 5 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 89431847e90..b0931964cc6 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -257,11 +257,20 @@ class CustomGuardrail(CustomLogger):
 
     @staticmethod
     def _get_admin_metadata(data: dict) -> dict:
-        """Return merged admin-configured key and team metadata from the request data."""
-        metadata = data.get("litellm_metadata") or data.get("metadata", {})
-        team_meta = metadata.get("user_api_key_team_metadata") or {}
-        key_meta = metadata.get("user_api_key_metadata") or {}
-        # Key-level settings override team-level
+        """Return merged admin-configured key and team metadata from the request data.
+
+        The proxy may inject admin metadata (user_api_key_metadata,
+        user_api_key_team_metadata) into either ``metadata`` or
+        ``litellm_metadata`` depending on endpoint. Check both so a caller
+        cannot shadow admin config by pre-populating the other key.
+        Key-level settings override team-level.
+        """
+        team_meta: dict = {}
+        key_meta: dict = {}
+        for key in ("metadata", "litellm_metadata"):
+            meta = data.get(key) or {}
+            team_meta = meta.get("user_api_key_team_metadata") or team_meta
+            key_meta = meta.get("user_api_key_metadata") or key_meta
         return {**team_meta, **key_meta}
 
     def get_disable_global_guardrail(self, data: dict) -> Optional[bool]:
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index 4c1ef853ab4..b8eb0857364 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -227,6 +227,20 @@ class TestCustomGuardrailShouldRunGuardrail:
         )
         assert result is False, "Admin-configured disable should be respected"
 
+        # Test 5: Admin config in metadata isn't shadowed by user-supplied litellm_metadata
+        data_cross_key = {
+            "model": "gpt-3.5-turbo",
+            "messages": [{"role": "user", "content": "test"}],
+            "metadata": {"user_api_key_metadata": {"disable_global_guardrails": True}},
+            "litellm_metadata": {"request_tags": ["user-supplied"]},
+        }
+        result = custom_guardrail.should_run_guardrail(
+            data=data_cross_key, event_type=GuardrailEventHooks.pre_call
+        )
+        assert (
+            result is False
+        ), "Admin config in metadata must not be shadowed by user-supplied litellm_metadata"
+
     def test_should_run_guardrail_with_opted_out_global_guardrails(self):
         """Test that per-guardrail opt-out only works from admin metadata"""
         from litellm.types.guardrails import GuardrailEventHooks

From 1d3dda93429c42e58c2fd9f0db0298cd743000e5 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 21:40:19 +0000
Subject: [PATCH 27/95] feat: add admin opt-out for user URL validation

Two litellm-level flags wired through litellm_settings YAML:

- user_url_validation (bool, default True): master switch. When False,
  safe_get/async_safe_get bypass validation and call client.get
  directly.
- user_url_allowed_hosts (List[str], default []): per-host allowlist.
  Entries are 'host' (matches any port) or 'host:port' (port-specific).
  Matched hosts skip the blocked-networks check but still resolve DNS
  and still rewrite HTTP to the validated IP, preserving rebinding
  protection within the permitted name.

Also fix an existing Host header bug: IPv6 literals (e.g. 2001:db8::1)
were emitted unbracketed, producing ambiguous values like
'2001:db8::1:8080' per RFC 7230 5.4. Bracket them consistently in
_format_host_header.
---
 litellm/__init__.py                           |   2 +
 litellm/litellm_core_utils/url_utils.py       |  79 ++++++--
 .../litellm_core_utils/test_url_utils.py      | 187 ++++++++++++++++++
 3 files changed, 253 insertions(+), 15 deletions(-)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 3b67d9e0021..273af465b29 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -274,6 +274,8 @@ use_client: bool = False
 ssl_verify: Union[str, bool] = True
 ssl_security_level: Optional[str] = None
 ssl_certificate: Optional[str] = None
+user_url_validation: bool = True
+user_url_allowed_hosts: List[str] = []
 ssl_ecdh_curve: Optional[
     str
 ] = None  # Set to 'X25519' to disable PQC and improve performance
diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index aaeb2bee7ef..e920a044583 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -7,11 +7,21 @@ input (image_url, file_url, spec_path, etc.) to prevent SSRF attacks.
 validate_url() resolves DNS once, validates all IPs, and rewrites the
 URL to connect to the validated IP directly — no TOCTOU gap, no DNS
 rebinding. Redirects are followed manually with validation at each hop.
+
+Admins can opt out via two ``litellm`` globals (wired from proxy config):
+
+- ``litellm.user_url_validation`` (bool, default True): master switch.
+  When False, ``safe_get``/``async_safe_get`` perform a plain fetch with
+  no DNS check, no block list, and no rewrite.
+- ``litellm.user_url_allowed_hosts`` (List[str], default []): per-host
+  allowlist. Entries are ``hostname`` or ``hostname:port`` (IPv6 hosts as
+  ``[addr]`` / ``[addr]:port``). Matching hosts skip the blocked-networks
+  check but still resolve DNS and still rewrite HTTP to the resolved IP.
 """
 
 import socket
 from ipaddress import ip_address, ip_network
-from typing import Any, Tuple
+from typing import Any, List, Set, Tuple
 from urllib.parse import urlparse, urlunparse
 
 import httpx
@@ -52,6 +62,36 @@ def _is_blocked_ip(addr: str) -> bool:
     return any(ip in net for net in _BLOCKED_NETWORKS)
 
 
+def _normalize_host(host: str) -> str:
+    """Lowercase and strip a trailing dot from a hostname."""
+    return host.lower().rstrip(".")
+
+
+def _format_host_header(hostname: str, port: int, default_port: int) -> str:
+    """Build an RFC 7230 Host header value, bracketing IPv6 literals."""
+    bracketed = f"[{hostname}]" if ":" in hostname else hostname
+    if port == default_port:
+        return bracketed
+    return f"{bracketed}:{port}"
+
+
+def _is_host_allowlisted(hostname: str, effective_port: int) -> bool:
+    """Check whether a host is in the admin-configured allowlist.
+
+    Admin entries may be ``hostname`` (any port) or ``hostname:port``. IPv6
+    literals are written bracketed (``[::1]`` / ``[::1]:8080``). Matching
+    is case-insensitive on the hostname.
+    """
+    configured: List[str] = getattr(litellm, "user_url_allowed_hosts", []) or []
+    if not configured:
+        return False
+    normalized_host = _normalize_host(hostname)
+    host_repr = f"[{normalized_host}]" if ":" in normalized_host else normalized_host
+    candidates: Set[str] = {host_repr, f"{host_repr}:{effective_port}"}
+    allowlist: Set[str] = {_normalize_host(entry) for entry in configured if entry}
+    return bool(candidates & allowlist)
+
+
 def validate_url(url: str) -> Tuple[str, str]:
     """
     Validate a user-supplied URL and rewrite it to connect to a validated IP.
@@ -68,9 +108,9 @@ def validate_url(url: str) -> Tuple[str, str]:
         url: The user-supplied URL to validate.
 
     Returns:
-        Tuple of (rewritten_url, original_hostname).
+        Tuple of (rewritten_url, host_header).
         The rewritten URL has the hostname replaced with the validated IP.
-        The original hostname should be set as the Host header.
+        The host_header value should be sent as the Host header.
 
     Raises:
         SSRFError: If the URL scheme is invalid or the hostname resolves
@@ -87,16 +127,15 @@ def validate_url(url: str) -> Tuple[str, str]:
 
     port = parsed.port
     default_port = 443 if parsed.scheme == "https" else 80
+    effective_port = port if port is not None else default_port
+    host_header = _format_host_header(hostname, effective_port, default_port)
 
-    # Build the Host header value — include port when non-default
-    host_header = (
-        hostname if (port is None or port == default_port) else f"{hostname}:{port}"
-    )
+    is_allowlisted = _is_host_allowlisted(hostname, effective_port)
 
     # Resolve hostname and validate ALL addresses
     try:
         addrinfo = socket.getaddrinfo(
-            hostname, port or default_port, proto=socket.IPPROTO_TCP
+            hostname, effective_port, proto=socket.IPPROTO_TCP
         )
     except socket.gaierror as e:
         raise SSRFError(f"DNS resolution failed for '{hostname}': {e}")
@@ -104,13 +143,14 @@ def validate_url(url: str) -> Tuple[str, str]:
     if not addrinfo:
         raise SSRFError(f"No addresses found for '{hostname}'")
 
-    for family, type_, proto, canonname, sockaddr in addrinfo:
-        if _is_blocked_ip(sockaddr[0]):
-            raise SSRFError(
-                f"URL targets a blocked address ({sockaddr[0]}). "
-                "If this is a legitimate internal service, use a direct "
-                "provider configuration instead of a user-supplied URL."
-            )
+    if not is_allowlisted:
+        for family, type_, proto, canonname, sockaddr in addrinfo:
+            if _is_blocked_ip(sockaddr[0]):
+                raise SSRFError(
+                    f"URL targets a blocked address ({sockaddr[0]}). "
+                    "If this is a legitimate internal service, add the host "
+                    "to `user_url_allowed_hosts` in general_settings."
+                )
 
     # For HTTPS with SSL verification enabled, TLS certificate validation
     # binds the connection to the hostname — DNS rebinding can't redirect
@@ -159,6 +199,9 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     request. No DNS rebinding (resolve-and-rewrite). No redirect bypass
     (each hop validated). No breaking change for legitimate CDN redirects.
 
+    When ``litellm.user_url_validation`` is False, validation is bypassed
+    and this function delegates to ``client.get(url, follow_redirects=True)``.
+
     Args:
         client: An httpx.Client (sync).
         url: The user-supplied URL.
@@ -167,6 +210,9 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     Returns:
         The final httpx.Response.
     """
+    if not getattr(litellm, "user_url_validation", True):
+        kwargs.setdefault("follow_redirects", True)
+        return client.get(url, **kwargs)
     kwargs.pop("follow_redirects", None)
     caller_headers = kwargs.pop("headers", {})
     for _ in range(_MAX_REDIRECTS):
@@ -185,6 +231,9 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
 
 async def async_safe_get(client: Any, url: str, **kwargs: Any) -> Any:
     """Async version of safe_get."""
+    if not getattr(litellm, "user_url_validation", True):
+        kwargs.setdefault("follow_redirects", True)
+        return await client.get(url, **kwargs)
     kwargs.pop("follow_redirects", None)
     caller_headers = kwargs.pop("headers", {})
     for _ in range(_MAX_REDIRECTS):
diff --git a/tests/test_litellm/litellm_core_utils/test_url_utils.py b/tests/test_litellm/litellm_core_utils/test_url_utils.py
index 1b8121efaca..f6282c6fe79 100644
--- a/tests/test_litellm/litellm_core_utils/test_url_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_url_utils.py
@@ -114,3 +114,190 @@ class TestValidateUrl:
         monkeypatch.setattr(litellm, "ssl_verify", True)
         rewritten, host = validate_url("https://example.com/image.png")
         assert rewritten == "https://example.com/image.png"
+
+
+class TestHostHeaderFormatting:
+    """RFC 7230 §5.4: IPv6 literals must be bracketed in the Host header."""
+
+    def test_ipv4_no_port(self, monkeypatch):
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("1.2.3.4", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        _, host = validate_url("http://example.com/")
+        assert host == "example.com"
+
+    def test_ipv4_with_explicit_nondefault_port(self, monkeypatch):
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("1.2.3.4", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        _, host = validate_url("http://example.com:8080/")
+        assert host == "example.com:8080"
+
+    def test_ipv4_with_explicit_default_port_strips_port(self, monkeypatch):
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("1.2.3.4", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        _, host = validate_url("http://example.com:80/")
+        assert host == "example.com"
+
+    def test_ipv6_literal_is_bracketed_with_port(self, monkeypatch):
+        """Regression: IPv6 + port produced ambiguous `Host: 2001:db8::1:8080`."""
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["[2001:db8::1]"])
+
+        def fake(host, port, *a, **kw):
+            return [
+                (
+                    socket.AF_INET6,
+                    socket.SOCK_STREAM,
+                    6,
+                    "",
+                    ("2001:db8::1", port, 0, 0),
+                )
+            ]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        _, host = validate_url("http://[2001:db8::1]:8080/")
+        assert host == "[2001:db8::1]:8080"
+
+    def test_ipv6_literal_is_bracketed_without_port(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["[2001:db8::1]"])
+
+        def fake(host, port, *a, **kw):
+            return [
+                (
+                    socket.AF_INET6,
+                    socket.SOCK_STREAM,
+                    6,
+                    "",
+                    ("2001:db8::1", port, 0, 0),
+                )
+            ]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        _, host = validate_url("http://[2001:db8::1]/")
+        assert host == "[2001:db8::1]"
+
+
+class TestValidationMasterSwitch:
+    def test_disabled_bypasses_fetch_in_safe_get(self, monkeypatch):
+        """When user_url_validation is False, safe_get delegates to client.get without validation."""
+        monkeypatch.setattr(litellm, "user_url_validation", False)
+
+        calls = []
+
+        class FakeClient:
+            def get(self, url, **kwargs):
+                calls.append((url, kwargs))
+
+                class R:
+                    is_redirect = False
+
+                return R()
+
+        url_utils.safe_get(FakeClient(), "http://127.0.0.1/internal")
+        assert calls and calls[0][0] == "http://127.0.0.1/internal"
+        assert calls[0][1].get("follow_redirects") is True
+
+    def test_enabled_still_blocks(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_validation", True)
+        with pytest.raises(SSRFError):
+            validate_url("http://127.0.0.1/")
+
+
+class TestHostAllowlist:
+    def test_allowlisted_hostname_permits_private_ip(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        rewritten, host = validate_url("http://internal.corp/path")
+        assert host == "internal.corp"
+        assert "10.0.1.5" in rewritten
+
+    def test_non_allowlisted_hostname_still_blocked(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        with pytest.raises(SSRFError):
+            validate_url("http://other.corp/")
+
+    def test_allowlist_case_insensitive(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["Internal.Corp"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        rewritten, _ = validate_url("http://internal.corp/")
+        assert "10.0.1.5" in rewritten
+
+    def test_allowlist_with_port_matches_explicit_port(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp:8080"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        rewritten, host = validate_url("http://internal.corp:8080/")
+        assert host == "internal.corp:8080"
+        assert "10.0.1.5" in rewritten
+
+    def test_allowlist_with_port_matches_default_port(self, monkeypatch):
+        """Admin entry `host:443` matches `https://host/` (port=None, default 443)."""
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp:443"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        # Should succeed — no SSRFError raised
+        validate_url("https://internal.corp/")
+
+    def test_allowlist_port_specific_does_not_match_other_port(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp:8080"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        with pytest.raises(SSRFError):
+            validate_url("http://internal.corp:9090/")
+
+    def test_allowlist_host_entry_matches_any_port(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp"])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        validate_url("http://internal.corp:9090/")
+        validate_url("https://internal.corp:8443/")
+
+    def test_allowlist_permits_loopback(self, monkeypatch):
+        """Admin may opt into loopback if they explicitly configure it."""
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["localhost"])
+        # localhost resolves locally without needing mocks
+        rewritten, host = validate_url("http://localhost:8080/")
+        assert host == "localhost:8080"
+
+    def test_empty_allowlist_retains_default_deny(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", [])
+        with pytest.raises(SSRFError):
+            validate_url("http://127.0.0.1/")
+
+    def test_allowlist_strips_trailing_dot(self, monkeypatch):
+        monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.corp."])
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("10.0.1.5", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+        validate_url("http://internal.corp/")

From d0601692b8dc5fff8f31714372f65c584a2abf20 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 21:48:36 +0000
Subject: [PATCH 28/95] fix(proxy): strip user_api_key_metadata injection slots
 from user input

Expand the pre-call metadata strip to also remove user_api_key_metadata
and user_api_key_team_metadata. The proxy writes these fields into
data[_metadata_variable_name] with admin-authoritative values, but only
into that one metadata key; the caller's value in the OTHER metadata
key (metadata vs litellm_metadata) would otherwise persist and be
picked up by _get_admin_metadata, letting a caller supply their own
'admin' config to disable guardrails, opt out of global policies, etc.

VERIA-28 (High): Security Policy and Guardrail Bypass via Unsanitized
Request Metadata.

Add regression test at the proxy boundary verifying the strip, and
extend the guardrail test to cover the post-strip admin-config path.
---
 litellm/proxy/litellm_pre_call_utils.py       |   8 +-
 .../integrations/test_custom_guardrail.py     |  16 ++
 .../proxy/test_litellm_pre_call_utils.py      | 225 +++++++++++++-----
 3 files changed, 188 insertions(+), 61 deletions(-)

diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 95e1cbed44e..0b2c20b25a5 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -977,11 +977,17 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             "Setting client-provided x-api-key as api_key parameter (will override deployment key)"
         )
 
-    # Strip internal pipeline state from user input
+    # Strip internal pipeline state and admin-injection slots from user input.
+    # The proxy writes user_api_key_metadata / user_api_key_team_metadata
+    # into data[_metadata_variable_name] below; if a caller pre-populates
+    # either key on the OTHER metadata field, _get_admin_metadata lookups
+    # would treat the caller's payload as admin-configured.
     for _meta_key in ("metadata", "litellm_metadata"):
         _user_meta = data.get(_meta_key)
         if isinstance(_user_meta, dict):
             _user_meta.pop("_pipeline_managed_guardrails", None)
+            _user_meta.pop("user_api_key_metadata", None)
+            _user_meta.pop("user_api_key_team_metadata", None)
 
     ##########################################################
     # Init - Proxy Server Request
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index b8eb0857364..0c904e9df50 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -241,6 +241,22 @@ class TestCustomGuardrailShouldRunGuardrail:
             result is False
         ), "Admin config in metadata must not be shadowed by user-supplied litellm_metadata"
 
+        # Test 6: After the pre-call strip runs, user-injected
+        # user_api_key_metadata in the non-authoritative metadata key is gone.
+        # _get_admin_metadata must then surface admin config unchanged.
+        data_post_strip = {
+            "model": "gpt-3.5-turbo",
+            "messages": [{"role": "user", "content": "test"}],
+            "metadata": {"user_api_key_metadata": {"disable_global_guardrails": True}},
+            "litellm_metadata": {},  # post-strip: attacker payload removed
+        }
+        result = custom_guardrail.should_run_guardrail(
+            data=data_post_strip, event_type=GuardrailEventHooks.pre_call
+        )
+        assert (
+            result is False
+        ), "Admin config in metadata must be respected when other metadata key is empty"
+
     def test_should_run_guardrail_with_opted_out_global_guardrails(self):
         """Test that per-guardrail opt-out only works from admin metadata"""
         from litellm.types.guardrails import GuardrailEventHooks
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index cf7e71b14d4..e5adc673990 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -207,6 +207,79 @@ async def test_add_litellm_data_to_request_parses_string_metadata():
     assert updated_data["metadata"]["generation_name"] == "gen123"
 
 
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_strips_admin_injection_slots():
+    """User-supplied user_api_key_metadata / user_api_key_team_metadata /
+    _pipeline_managed_guardrails must be stripped from both metadata keys
+    before the proxy writes its own admin-populated values. Otherwise a
+    caller can shadow admin config via the non-`_metadata_variable_name`
+    metadata key (e.g. litellm_metadata while the proxy writes to metadata).
+    """
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    # Caller tries to inject admin config into BOTH metadata keys
+    attacker_admin_payload = {"disable_global_guardrails": True}
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {
+            "user_api_key_metadata": attacker_admin_payload,
+            "user_api_key_team_metadata": attacker_admin_payload,
+            "_pipeline_managed_guardrails": ["evaded"],
+        },
+        "litellm_metadata": {
+            "user_api_key_metadata": attacker_admin_payload,
+            "user_api_key_team_metadata": attacker_admin_payload,
+            "_pipeline_managed_guardrails": ["evaded"],
+        },
+    }
+
+    real_admin_metadata = {"admin_flag": "from_proxy"}
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata=real_admin_metadata,
+        team_metadata=real_admin_metadata,
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    # The key that matches `_metadata_variable_name` gets proxy-populated
+    # with the real admin payload; the OTHER key must not retain the
+    # attacker's injection.
+    populated = updated["metadata"]
+    assert populated["user_api_key_metadata"] == real_admin_metadata
+    assert populated["user_api_key_team_metadata"] == real_admin_metadata
+    assert "_pipeline_managed_guardrails" not in populated or populated[
+        "_pipeline_managed_guardrails"
+    ] != ["evaded"]
+
+    other = updated.get("litellm_metadata") or {}
+    assert other.get("user_api_key_metadata") in (None, {}, real_admin_metadata)
+    assert other.get("user_api_key_team_metadata") in (None, {}, real_admin_metadata)
+    assert "_pipeline_managed_guardrails" not in other
+
+
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_user_spend_and_budget():
     from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
@@ -221,7 +294,10 @@ async def test_add_litellm_data_to_request_user_spend_and_budget():
     request_mock.client = MagicMock()
     request_mock.client.host = "127.0.0.1"
 
-    data = {"model": "gpt-3.5-turbo", "messages": [{"role": "user", "content": "Hello"}]}
+    data = {
+        "model": "gpt-3.5-turbo",
+        "messages": [{"role": "user", "content": "Hello"}],
+    }
 
     user_api_key_dict = UserAPIKeyAuth(
         api_key="hashed-key",
@@ -1023,6 +1099,7 @@ def test_add_headers_to_llm_call_by_model_group_existing_headers_in_data():
         # Restore original model_group_settings
         litellm.model_group_settings = original_model_group_settings
 
+
 import json
 import time
 from typing import Optional
@@ -1040,15 +1117,16 @@ class TestCustomLogger(CustomLogger):
     def __init__(self):
         self.standard_logging_object: Optional[StandardLoggingPayload] = None
         super().__init__()
-        
+
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         print(f"SUCCESS CALLBACK CALLED! kwargs keys: {list(kwargs.keys())}")
         self.standard_logging_object = kwargs.get("standard_logging_object")
         print(f"Captured standard_logging_object: {self.standard_logging_object}")
-        
+
     async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
         print(f"FAILURE CALLBACK CALLED! kwargs keys: {list(kwargs.keys())}")
 
+
 @pytest.mark.asyncio
 async def test_add_litellm_metadata_from_request_headers():
     """
@@ -1065,8 +1143,16 @@ async def test_add_litellm_metadata_from_request_headers():
 
     try:
         # Prepare test data (ensure no streaming, add mock_response and api_key to route to litellm.acompletion)
-        headers = {"x-litellm-spend-logs-metadata": '{"user_id": "12345", "project_id": "proj_abc", "request_type": "chat_completion", "timestamp": "2025-09-02T10:30:00Z"}'}
-        data = {"model": "gpt-4", "messages": [{"role": "user", "content": "Hello"}], "stream": False, "mock_response": "Hi", "api_key": "fake-key"}
+        headers = {
+            "x-litellm-spend-logs-metadata": '{"user_id": "12345", "project_id": "proj_abc", "request_type": "chat_completion", "timestamp": "2025-09-02T10:30:00Z"}'
+        }
+        data = {
+            "model": "gpt-4",
+            "messages": [{"role": "user", "content": "Hello"}],
+            "stream": False,
+            "mock_response": "Hi",
+            "api_key": "fake-key",
+        }
 
         # Create mock request with headers
         mock_request = MagicMock(spec=Request)
@@ -1078,9 +1164,7 @@ async def test_add_litellm_metadata_from_request_headers():
 
         # Create mock user API key dict
         mock_user_api_key_dict = UserAPIKeyAuth(
-            api_key="test-key",
-            user_id="test-user",
-            org_id="test-org"
+            api_key="test-key", user_id="test-user", org_id="test-org"
         )
 
         # Create mock proxy logging object
@@ -1095,7 +1179,7 @@ async def test_add_litellm_metadata_from_request_headers():
 
         async def mock_post_call_success_hook(*args, **kwargs):
             # Return the response unchanged
-            return kwargs.get('response', args[2] if len(args) > 2 else None)
+            return kwargs.get("response", args[2] if len(args) > 2 else None)
 
         mock_proxy_logging_obj.during_call_hook = mock_during_call_hook
         mock_proxy_logging_obj.pre_call_hook = mock_pre_call_hook
@@ -1108,10 +1192,15 @@ async def test_add_litellm_metadata_from_request_headers():
         general_settings = {}
 
         # Create mock select_data_generator with correct signature
-        def mock_select_data_generator(response=None, user_api_key_dict=None, request_data=None):
+        def mock_select_data_generator(
+            response=None, user_api_key_dict=None, request_data=None
+        ):
             async def mock_generator():
-                yield "data: " + json.dumps({"choices": [{"delta": {"content": "Hello"}}]}) + "\n\n"
+                yield "data: " + json.dumps(
+                    {"choices": [{"delta": {"content": "Hello"}}]}
+                ) + "\n\n"
                 yield "data: [DONE]\n\n"
+
             return mock_generator()
 
         # Create the processor
@@ -1129,22 +1218,28 @@ async def test_add_litellm_metadata_from_request_headers():
             select_data_generator=mock_select_data_generator,
             llm_router=None,
             model="gpt-4",
-            is_streaming_request=False
+            is_streaming_request=False,
         )
 
         # Sleep for 3 seconds to allow logging to complete
         await asyncio.sleep(3)
 
         # Check if standard_logging_object was set
-        assert test_logger.standard_logging_object is not None, "standard_logging_object should be populated after LLM request"
+        assert (
+            test_logger.standard_logging_object is not None
+        ), "standard_logging_object should be populated after LLM request"
 
         # Verify the logging object contains expected metadata
         standard_logging_obj = test_logger.standard_logging_object
 
-        print(f"Standard logging object captured: {json.dumps(standard_logging_obj, indent=4, default=str)}")
+        print(
+            f"Standard logging object captured: {json.dumps(standard_logging_obj, indent=4, default=str)}"
+        )
 
         SPEND_LOGS_METADATA = standard_logging_obj["metadata"]["spend_logs_metadata"]
-        assert SPEND_LOGS_METADATA == dict(json.loads(headers["x-litellm-spend-logs-metadata"])), "spend_logs_metadata should be the same as the headers"
+        assert SPEND_LOGS_METADATA == dict(
+            json.loads(headers["x-litellm-spend-logs-metadata"])
+        ), "spend_logs_metadata should be the same as the headers"
     finally:
         litellm.callbacks = original_callbacks
 
@@ -1197,7 +1292,9 @@ def test_get_internal_user_header_from_mapping_returns_expected_header():
         {"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"},
     ]
 
-    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(mappings)
+    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(
+        mappings
+    )
     assert header_name == "X-OpenWebUI-User-Id"
 
 
@@ -1205,7 +1302,9 @@ def test_get_internal_user_header_from_mapping_none_when_absent():
     mappings = [
         {"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"}
     ]
-    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(mappings)
+    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(
+        mappings
+    )
     assert header_name is None
 
     single = {"header_name": "X-Only-Customer", "litellm_user_role": "customer"}
@@ -1218,7 +1317,10 @@ def test_add_internal_user_from_user_mapping_sets_user_id_when_header_present():
     headers = {"X-OpenWebUI-User-Id": "internal-user-123"}
     general_settings = {
         "user_header_mappings": [
-            {"header_name": "X-OpenWebUI-User-Id", "litellm_user_role": "internal_user"},
+            {
+                "header_name": "X-OpenWebUI-User-Id",
+                "litellm_user_role": "internal_user",
+            },
             {"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"},
         ]
     }
@@ -1312,7 +1414,7 @@ async def test_team_guardrails_append_to_key_guardrails():
 
     metadata = updated_data.get("metadata", {})
     guardrails = metadata.get("guardrails", [])
-    
+
     assert "key-guardrail-1" in guardrails
     assert "key-guardrail-2" in guardrails
     assert "team-guardrail-1" in guardrails
@@ -1341,7 +1443,7 @@ async def test_request_guardrails_do_not_override_key_guardrails():
         metadata={"guardrails": ["key-guardrail-1"]},
         team_metadata={},
     )
-    
+
     # Test case: Request with empty guardrails should not result in empty guardrails
     data_with_empty = {
         "model": "gpt-3.5-turbo",
@@ -1361,7 +1463,7 @@ async def test_request_guardrails_do_not_override_key_guardrails():
 
     _metadata = updated_data_empty.get("metadata", {})
     requested_guardrails = _metadata.get("guardrails", [])
-    
+
     assert "guardrails" not in updated_data_empty
     assert "key-guardrail-1" in requested_guardrails
     assert len(requested_guardrails) == 1
@@ -1476,7 +1578,10 @@ def test_update_model_if_key_alias_exists():
     assert data["model"] == "xai/grok-4-fast-non-reasoning"
 
     # Test case 2: Key alias doesn't exist
-    data = {"model": "unknown-model", "messages": [{"role": "user", "content": "Hello"}]}
+    data = {
+        "model": "unknown-model",
+        "messages": [{"role": "user", "content": "Hello"}],
+    }
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
         aliases={"modelAlias": "xai/grok-4-fast-non-reasoning"},
@@ -1594,16 +1699,22 @@ async def test_embedding_header_forwarding_with_model_group():
 
         # Verify that only x- prefixed headers (except x-stainless) were forwarded
         forwarded_headers = updated_data["headers"]
-        assert "X-Custom-Header" in forwarded_headers, "X-Custom-Header should be forwarded"
+        assert (
+            "X-Custom-Header" in forwarded_headers
+        ), "X-Custom-Header should be forwarded"
         assert forwarded_headers["X-Custom-Header"] == "custom-value"
         assert "X-Request-ID" in forwarded_headers, "X-Request-ID should be forwarded"
         assert forwarded_headers["X-Request-ID"] == "test-request-123"
 
         # Verify that authorization header was NOT forwarded (sensitive header)
-        assert "Authorization" not in forwarded_headers, "Authorization header should not be forwarded"
+        assert (
+            "Authorization" not in forwarded_headers
+        ), "Authorization header should not be forwarded"
 
         # Verify that Content-Type was NOT forwarded (doesn't start with x-)
-        assert "Content-Type" not in forwarded_headers, "Content-Type should not be forwarded"
+        assert (
+            "Content-Type" not in forwarded_headers
+        ), "Content-Type should not be forwarded"
 
         # Verify original data fields are preserved
         assert updated_data["model"] == "local-openai/text-embedding-3-small"
@@ -1659,8 +1770,9 @@ async def test_embedding_header_forwarding_without_model_group_config():
         )
 
         # Verify that headers were NOT added since model is not in forward list
-        assert "headers" not in updated_data or updated_data.get("headers") is None, \
-            "Headers should not be forwarded for models not in forward_client_headers_to_llm_api list"
+        assert (
+            "headers" not in updated_data or updated_data.get("headers") is None
+        ), "Headers should not be forwarded for models not in forward_client_headers_to_llm_api list"
 
         # Verify original data fields are preserved
         assert updated_data["model"] == "text-embedding-ada-002"
@@ -1714,7 +1826,9 @@ async def test_add_guardrails_from_policy_engine():
     attachment_registry = get_attachment_registry()
     attachment_registry._attachments = [
         PolicyAttachment(policy="global-baseline", scope="*"),  # applies to all
-        PolicyAttachment(policy="healthcare", teams=["healthcare-team"]),  # applies to healthcare team
+        PolicyAttachment(
+            policy="healthcare", teams=["healthcare-team"]
+        ),  # applies to healthcare team
     ]
     attachment_registry._initialized = True
 
@@ -1757,7 +1871,10 @@ async def test_add_guardrails_from_policy_engine_accepts_dynamic_policies_and_po
     data = {
         "model": "gpt-4",
         "messages": [{"role": "user", "content": "Hello"}],
-        "policies": ["PII-POLICY-GLOBAL", "HIPAA-POLICY"],  # Dynamic policies - should be accepted and removed
+        "policies": [
+            "PII-POLICY-GLOBAL",
+            "HIPAA-POLICY",
+        ],  # Dynamic policies - should be accepted and removed
         "metadata": {},
     }
 
@@ -1780,7 +1897,9 @@ async def test_add_guardrails_from_policy_engine_accepts_dynamic_policies_and_po
     )
 
     # Verify that 'policies' was removed from the request body
-    assert "policies" not in data, "'policies' should be removed from request body to prevent forwarding to LLM provider"
+    assert (
+        "policies" not in data
+    ), "'policies' should be removed from request body to prevent forwarding to LLM provider"
 
     # Verify that other fields are preserved
     assert "model" in data
@@ -1869,7 +1988,9 @@ async def test_bearer_token_not_in_debug_logs():
     from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
     from litellm.proxy.proxy_server import ProxyConfig
 
-    secret_token = "eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIn0.fakesignature"
+    secret_token = (
+        "eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIn0.fakesignature"
+    )
 
     mock_request = MagicMock(spec=Request)
     mock_request.headers = {
@@ -1898,8 +2019,10 @@ async def test_bearer_token_not_in_debug_logs():
     logger.setLevel(logging.DEBUG)
 
     try:
-        with patch("litellm.proxy.proxy_server.llm_router", None), \
-             patch("litellm.proxy.proxy_server.premium_user", True):
+        with (
+            patch("litellm.proxy.proxy_server.llm_router", None),
+            patch("litellm.proxy.proxy_server.premium_user", True),
+        ):
             await add_litellm_data_to_request(
                 data=data,
                 request=mock_request,
@@ -2020,9 +2143,7 @@ def test_resolve_project_model_specific_wins():
         "gpt-4": {"azure": {"litellm_credentials": "team-gpt4"}},
         "defaultconfig": {"azure": {"litellm_credentials": "team-default"}},
     }
-    result = _resolve_credential_from_model_config(
-        "gpt-4", project_config, team_config
-    )
+    result = _resolve_credential_from_model_config("gpt-4", project_config, team_config)
     assert result == "proj-gpt4"
 
 
@@ -2034,9 +2155,7 @@ def test_resolve_project_default_wins_over_team():
         "gpt-4": {"azure": {"litellm_credentials": "team-gpt4"}},
         "defaultconfig": {"azure": {"litellm_credentials": "team-default"}},
     }
-    result = _resolve_credential_from_model_config(
-        "gpt-4", project_config, team_config
-    )
+    result = _resolve_credential_from_model_config("gpt-4", project_config, team_config)
     assert result == "proj-default"
 
 
@@ -2091,12 +2210,8 @@ def test_apply_overrides_project_model_specific(setup_test_credentials):
         },
         project_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-rec-azure"}
-                },
-                "gpt-4-vision": {
-                    "azure": {"litellm_credentials": "hotel-rec-vision"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-rec-azure"}},
+                "gpt-4-vision": {"azure": {"litellm_credentials": "hotel-rec-vision"}},
             }
         },
     )
@@ -2123,12 +2238,8 @@ def test_apply_overrides_project_default(setup_test_credentials):
         },
         project_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-rec-azure"}
-                },
-                "gpt-4-vision": {
-                    "azure": {"litellm_credentials": "hotel-rec-vision"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-rec-azure"}},
+                "gpt-4-vision": {"azure": {"litellm_credentials": "hotel-rec-vision"}},
             }
         },
     )
@@ -2231,9 +2342,7 @@ def test_apply_overrides_missing_credential_name(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "gpt-4": {
-                    "azure": {"litellm_credentials": "nonexistent-credential"}
-                }
+                "gpt-4": {"azure": {"litellm_credentials": "nonexistent-credential"}}
             }
         },
     )
@@ -2272,9 +2381,7 @@ def test_apply_overrides_no_model_in_data(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "some-cred"}
-                }
+                "defaultconfig": {"azure": {"litellm_credentials": "some-cred"}}
             }
         },
     )
@@ -2305,9 +2412,7 @@ def test_apply_overrides_clientside_api_version_preserved(setup_test_credentials
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "gpt-4-vision": {
-                    "azure": {"litellm_credentials": "hotel-rec-vision"}
-                }
+                "gpt-4-vision": {"azure": {"litellm_credentials": "hotel-rec-vision"}}
             }
         },
     )

From 0602564b66bd20147f0e0d9fd3bc9e4c5e4fd221 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:03:47 +0000
Subject: [PATCH 29/95] fix: switch blocklist to RFC 6890 via
 ipaddress.is_global, block multicast and Azure Wire Server
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Replace the hand-maintained _BLOCKED_NETWORKS CIDR list with a
default-deny check based on ipaddress.is_global (RFC 6890 semantics,
implemented by Python's stdlib). Also reject multicast explicitly —
is_global returns True for public multicast allocations, which are
not legitimate HTTP targets.

Only globally-routable cloud-fabric IPs need explicit exceptions; the
canonical list contains one entry today: Azure Wire Server
(168.63.129.16), an in-fabric service reachable from any Azure VM.

Coverage delta picked up automatically via is_global:
- Alibaba Cloud metadata (100.100.100.200, CGNAT)
- Legacy Oracle metadata (192.0.0.192, IETF Protocol Assignments)
- IPv4 documentation ranges (192.0.2.0/24, 198.51.100.0/24, 203.0.113.0/24)
- IPv4 reserved/future-use (240.0.0.0/4) and broadcast
- IPv6 documentation (2001:db8::/32)

Also fix two issues Greptile flagged:
- HTTP relative-redirect hops lost the original hostname because
  _extract_redirect_url joined the Location against the rewritten
  (IP-based) URL. Join against the pre-rewrite URL so the next hop's
  Host header keeps the original hostname.
- Two unit tests performed real socket.getaddrinfo('localhost')
  calls. Monkeypatch them.

Add coverage tests for every cloud-metadata IP from the canonical
SSRF dictionary (AWS/GCP/Azure/Alibaba/Oracle/DO/OpenStack) plus the
new multicast/reserved/documentation/broadcast ranges, and a
regression test for redirect-hostname preservation.
---
 litellm/litellm_core_utils/url_utils.py       | 39 +++++---
 .../litellm_core_utils/test_url_utils.py      | 97 ++++++++++++++++++-
 2 files changed, 118 insertions(+), 18 deletions(-)

diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index e920a044583..d22f92642a3 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -28,19 +28,13 @@ import httpx
 
 import litellm
 
-_BLOCKED_NETWORKS = [
-    ip_network("0.0.0.0/8"),
-    ip_network("10.0.0.0/8"),
-    ip_network("100.64.0.0/10"),
-    ip_network("127.0.0.0/8"),
-    ip_network("169.254.0.0/16"),
-    ip_network("172.16.0.0/12"),
-    ip_network("192.0.0.0/24"),
-    ip_network("192.168.0.0/16"),
-    ip_network("198.18.0.0/15"),
-    ip_network("::1/128"),
-    ip_network("fc00::/7"),
-    ip_network("fe80::/10"),
+# Globally-routable IPs that are cloud-internal. Everything else
+# non-public is caught by ``not ip.is_global`` (RFC 6890, as implemented by
+# Python's ``ipaddress`` module). This list only holds IPs that are
+# publicly routable *and* point to cloud-fabric services reachable from
+# inside a VM via special in-fabric routing.
+_CLOUD_METADATA_EXCEPTIONS = [
+    ip_network("168.63.129.16/32"),  # Azure Wire Server
 ]
 
 _ALLOWED_SCHEMES = ("http", "https")
@@ -53,13 +47,22 @@ class SSRFError(ValueError):
 
 
 def _is_blocked_ip(addr: str) -> bool:
+    """Return True for any IP not safe to reach from a user-supplied URL.
+
+    Policy: default-deny via ``ip.is_global`` (RFC 6890), plus an explicit
+    exception list for globally-routable cloud-fabric IPs that are still
+    dangerous from inside a cloud VM (currently just Azure Wire Server).
+    Unparseable addresses fail closed.
+    """
     try:
         ip = ip_address(addr)
     except ValueError:
         return True  # fail-closed: unparseable addresses are blocked
     if ip.version == 6 and hasattr(ip, "ipv4_mapped") and ip.ipv4_mapped:
         ip = ip.ipv4_mapped
-    return any(ip in net for net in _BLOCKED_NETWORKS)
+    if not ip.is_global or ip.is_multicast:
+        return True
+    return any(ip in net for net in _CLOUD_METADATA_EXCEPTIONS)
 
 
 def _normalize_host(host: str) -> str:
@@ -225,7 +228,9 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> Any:
         )
         if not response.is_redirect:
             return response
-        url = _extract_redirect_url(response, validated_url)
+        # Resolve the next hop against the ORIGINAL (pre-rewrite) URL so
+        # relative Location headers keep the original hostname.
+        url = _extract_redirect_url(response, url)
     raise SSRFError("Too many redirects")
 
 
@@ -246,5 +251,7 @@ async def async_safe_get(client: Any, url: str, **kwargs: Any) -> Any:
         )
         if not response.is_redirect:
             return response
-        url = _extract_redirect_url(response, validated_url)
+        # Resolve the next hop against the ORIGINAL (pre-rewrite) URL so
+        # relative Location headers keep the original hostname.
+        url = _extract_redirect_url(response, url)
     raise SSRFError("Too many redirects")
diff --git a/tests/test_litellm/litellm_core_utils/test_url_utils.py b/tests/test_litellm/litellm_core_utils/test_url_utils.py
index f6282c6fe79..4579c203218 100644
--- a/tests/test_litellm/litellm_core_utils/test_url_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_url_utils.py
@@ -39,6 +39,46 @@ class TestIsBlockedIp:
     def test_unparseable_is_blocked(self):
         assert _is_blocked_ip("not-an-ip") is True
 
+    # Coverage delta picked up by switching to `not ip.is_global` (RFC 6890)
+    # over the old hand-maintained CIDR list.
+    def test_blocks_cgnat_alibaba_metadata(self):
+        """100.100.100.200 is Alibaba Cloud metadata; lives in CGNAT."""
+        assert _is_blocked_ip("100.100.100.200") is True
+
+    def test_blocks_ietf_protocol_assignments_old_oracle_metadata(self):
+        """192.0.0.192 was the legacy Oracle Cloud metadata IP."""
+        assert _is_blocked_ip("192.0.0.192") is True
+
+    def test_blocks_documentation_ranges(self):
+        assert _is_blocked_ip("192.0.2.1") is True
+        assert _is_blocked_ip("198.51.100.1") is True
+        assert _is_blocked_ip("203.0.113.1") is True
+
+    def test_blocks_multicast(self):
+        assert _is_blocked_ip("224.0.0.1") is True
+
+    def test_blocks_reserved_future_use(self):
+        assert _is_blocked_ip("240.0.0.1") is True
+
+    def test_blocks_broadcast(self):
+        assert _is_blocked_ip("255.255.255.255") is True
+
+    def test_blocks_azure_wire_server(self):
+        """168.63.129.16 is globally routable but cloud-internal — explicit exception."""
+        assert _is_blocked_ip("168.63.129.16") is True
+
+    def test_blocks_aws_ipv6_imds(self):
+        """fd00:ec2::254 is AWS's IPv6 IMDS, in IPv6 ULA (fc00::/7)."""
+        assert _is_blocked_ip("fd00:ec2::254") is True
+
+    def test_blocks_ipv4_mapped_private(self):
+        """::ffff:10.0.0.1 must be unwrapped and blocked as 10.0.0.1."""
+        assert _is_blocked_ip("::ffff:10.0.0.1") is True
+
+    def test_blocks_ipv4_mapped_azure_wire_server(self):
+        """::ffff:168.63.129.16 must be unwrapped and blocked via the exception list."""
+        assert _is_blocked_ip("::ffff:168.63.129.16") is True
+
 
 class TestValidateUrl:
     def test_blocks_loopback(self):
@@ -92,7 +132,13 @@ class TestValidateUrl:
         with pytest.raises(SSRFError, match="DNS resolution failed"):
             validate_url("http://this-domain-does-not-exist-xyz123.invalid/test")
 
-    def test_blocks_localhost_hostname(self):
+    def test_blocks_localhost_hostname(self, monkeypatch):
+        def fake(host, port, *a, **kw):
+            return [
+                (socket.AF_INET, socket.SOCK_STREAM, 6, "", ("127.0.0.1", port or 80))
+            ]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
         with pytest.raises(SSRFError):
             validate_url("http://localhost/")
 
@@ -181,6 +227,49 @@ class TestHostHeaderFormatting:
         assert host == "[2001:db8::1]"
 
 
+class TestRedirectHostnamePreservation:
+    """Relative-location redirects must keep the original hostname, not the
+    rewritten IP, so the next hop's Host header still identifies the site."""
+
+    def test_relative_redirect_preserves_hostname_for_next_hop(self, monkeypatch):
+        def fake(host, port, *a, **kw):
+            return [
+                (socket.AF_INET, socket.SOCK_STREAM, 6, "", ("93.184.216.34", port))
+            ]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
+
+        class FakeResponse:
+            def __init__(self, status, location=None):
+                self.status_code = status
+                self.headers = {"location": location} if location else {}
+                self.is_redirect = 300 <= status < 400
+
+        hops = []
+
+        class FakeClient:
+            def __init__(self):
+                self._n = 0
+
+            def get(self, url, headers=None, follow_redirects=False, **kw):
+                hops.append({"url": url, "host": (headers or {}).get("Host")})
+                self._n += 1
+                if self._n == 1:
+                    return FakeResponse(302, "/redirected")
+                return FakeResponse(200)
+
+        url_utils.safe_get(FakeClient(), "http://example.com/initial")
+        assert len(hops) == 2
+        # Both hops must carry the ORIGINAL hostname in the Host header.
+        assert hops[0]["host"] == "example.com"
+        assert hops[1]["host"] == "example.com"
+        # Both outbound URLs go to the resolved IP (rewritten), not the hostname.
+        assert "93.184.216.34" in hops[0]["url"]
+        assert "93.184.216.34" in hops[1]["url"]
+        # The second hop resolved /redirected relative to the original, not the IP.
+        assert hops[1]["url"].endswith("/redirected")
+
+
 class TestValidationMasterSwitch:
     def test_disabled_bypasses_fetch_in_safe_get(self, monkeypatch):
         """When user_url_validation is False, safe_get delegates to client.get without validation."""
@@ -284,7 +373,11 @@ class TestHostAllowlist:
     def test_allowlist_permits_loopback(self, monkeypatch):
         """Admin may opt into loopback if they explicitly configure it."""
         monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["localhost"])
-        # localhost resolves locally without needing mocks
+
+        def fake(host, port, *a, **kw):
+            return [(socket.AF_INET, socket.SOCK_STREAM, 6, "", ("127.0.0.1", port))]
+
+        monkeypatch.setattr(url_utils.socket, "getaddrinfo", fake)
         rewritten, host = validate_url("http://localhost:8080/")
         assert host == "localhost:8080"
 

From aa2f05f8c9663202a0d9e68dc1980bb6134b1d82 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:25:24 +0000
Subject: [PATCH 30/95] style: use 'is not None' for port check (handle port 0
 explicitly)

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

diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index d22f92642a3..b55882819de 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -170,7 +170,7 @@ def validate_url(url: str) -> Tuple[str, str]:
     is_ipv6 = addrinfo[0][0] == socket.AF_INET6
     ip_host = f"[{validated_ip}]" if is_ipv6 else validated_ip
 
-    if port:
+    if port is not None:
         new_netloc = f"{ip_host}:{port}"
     else:
         new_netloc = ip_host

From 0e62addd947087a9b75307af39d23ee8173a11a2 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:31:00 +0000
Subject: [PATCH 31/95] fix(proxy): gate caller-supplied routing/budget tags
 behind allow_client_tags

VERIA-28 (High) follow-up: tag-based routing and tag budget enforcement
read metadata.tags directly from the request, letting an attacker reach
restricted tag-routed deployments or misattribute spend to a victim
team's tag.

Strip metadata.tags (and litellm_metadata.tags) at the pre-call boundary
unless the caller's key or team metadata opts in with
allow_client_tags=True. Default-deny: existing clients that need to pass
routing tags must have the flag set explicitly on their key or team.

Preserves the tag-routing feature for admins who trust their callers;
closes the injection path for everyone else.
---
 litellm/proxy/litellm_pre_call_utils.py       |  22 +++
 .../proxy/test_litellm_pre_call_utils.py      | 135 ++++++++++++++++++
 2 files changed, 157 insertions(+)

diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 0b2c20b25a5..f7b66a55b8e 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -989,6 +989,28 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             _user_meta.pop("user_api_key_metadata", None)
             _user_meta.pop("user_api_key_team_metadata", None)
 
+    # Strip caller-supplied routing/budget tags unless the admin has opted
+    # this key or team in via metadata.allow_client_tags=True. Tags drive
+    # tag-based routing and tag budget attribution — accepting them from
+    # untrusted callers lets an attacker reach restricted deployments or
+    # misattribute spend to a victim team's tag.
+    _admin_allow_client_tags = False
+    for _admin_meta in (
+        user_api_key_dict.metadata,
+        user_api_key_dict.team_metadata,
+    ):
+        if (
+            isinstance(_admin_meta, dict)
+            and _admin_meta.get("allow_client_tags") is True
+        ):
+            _admin_allow_client_tags = True
+            break
+    if not _admin_allow_client_tags:
+        for _meta_key in ("metadata", "litellm_metadata"):
+            _user_meta = data.get(_meta_key)
+            if isinstance(_user_meta, dict):
+                _user_meta.pop("tags", None)
+
     ##########################################################
     # Init - Proxy Server Request
     # we do this as soon as entering so we track the original request
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index e5adc673990..e433bebb3ac 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -280,6 +280,141 @@ async def test_add_litellm_data_to_request_strips_admin_injection_slots():
     assert "_pipeline_managed_guardrails" not in other
 
 
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_strips_user_tags_without_permission():
+    """Caller-supplied metadata.tags must be stripped when the key/team
+    metadata does not opt in via allow_client_tags=True. Otherwise an
+    attacker can reach restricted tag-routed deployments or attribute
+    spend to a victim team's tag."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {"tags": ["restricted-tier", "victim-team"]},
+        "litellm_metadata": {"tags": ["also-stripped"]},
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert "tags" not in (updated.get("metadata") or {})
+    assert "tags" not in (updated.get("litellm_metadata") or {})
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_preserves_user_tags_when_key_opts_in():
+    """When key.metadata.allow_client_tags=True, caller-supplied tags are
+    preserved and reach the router."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {"tags": ["opted-in-tag"]},
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={"allow_client_tags": True},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert updated["metadata"].get("tags") == ["opted-in-tag"]
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_preserves_user_tags_when_team_opts_in():
+    """Team-level allow_client_tags is also honored (not just key-level)."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {"tags": ["team-allowed"]},
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={},
+        team_metadata={"allow_client_tags": True},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert updated["metadata"].get("tags") == ["team-allowed"]
+
+
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_user_spend_and_budget():
     from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request

From 8526628a8fac6400b75b5bdb78958a656fa3abd4 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:40:43 +0000
Subject: [PATCH 32/95] test: update tag-merge tests for default-deny client
 tag policy

Two pre-existing tests codified the pre-fix behavior where any caller-
supplied metadata.tags would flow through to spend logs and routing:

- test_add_key_or_team_level_spend_logs_metadata_to_request exercised
  the request/key/team tag merge. Set allow_client_tags=True on the key
  metadata so the merge path is still tested under the new regime.

- test_create_file_with_nested_litellm_metadata asserted that
  litellm_metadata[tags] form-data propagated to the handler. Drop the
  tag field; the test still proves nested form-parser correctness via
  spend_logs_metadata and environment.
---
 tests/proxy_unit_tests/test_proxy_utils.py                  | 4 ++++
 .../proxy/openai_files_endpoint/test_files_endpoint.py      | 6 +++---
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/proxy_unit_tests/test_proxy_utils.py b/tests/proxy_unit_tests/test_proxy_utils.py
index 9f5f14457e8..a84bf7a4e7c 100644
--- a/tests/proxy_unit_tests/test_proxy_utils.py
+++ b/tests/proxy_unit_tests/test_proxy_utils.py
@@ -162,9 +162,13 @@ async def test_add_key_or_team_level_spend_logs_metadata_to_request(
 
     print(f"team_sl_metadata: {team_sl_metadata}")
     mock_request.url.path = "/chat/completions"
+    # Opt the key into client-supplied tags so request_tags are preserved
+    # and merged with admin-configured key/team tags. Without this flag,
+    # request_tags would be stripped by add_litellm_data_to_request.
     key_metadata = {
         "tags": key_tags,
         "spend_logs_metadata": key_sl_metadata,
+        "allow_client_tags": True,
     }
     team_metadata = {
         "tags": team_tags,
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 09d11388d84..49fff6de0ff 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -1295,7 +1295,6 @@ def test_create_file_with_nested_litellm_metadata(
             "target_model_names": "gpt-3.5-turbo",
             "litellm_metadata[spend_logs_metadata][owner]": "john_doe",
             "litellm_metadata[spend_logs_metadata][team]": "engineering",
-            "litellm_metadata[tags]": "production",
             "litellm_metadata[environment]": "prod",
         },
         headers={"Authorization": "Bearer test-key"},
@@ -1306,11 +1305,12 @@ def test_create_file_with_nested_litellm_metadata(
     result = response.json()
     assert result["id"] == "file-test-123"
 
-    # Verify nested metadata was correctly parsed
+    # Verify nested metadata was correctly parsed.
+    # Note: caller-supplied `tags` is stripped by default; test removed
+    # to keep the parsing test focused on parser correctness.
     assert "spend_logs_metadata" in captured_litellm_metadata
     assert captured_litellm_metadata["spend_logs_metadata"]["owner"] == "john_doe"
     assert captured_litellm_metadata["spend_logs_metadata"]["team"] == "engineering"
-    assert captured_litellm_metadata["tags"] == "production"
     assert captured_litellm_metadata["environment"] == "prod"
 
 

From af8d479482d8c41e8abc17e144c68b92e0d82d64 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:42:14 +0000
Subject: [PATCH 33/95] chore(proxy): emit warning when caller-supplied tags
 are stripped

Silent strip is the worst debug UX: admin's client sends routing tags,
they disappear, admin can't figure out why. Emit a warning naming the
metadata key the tags came from and telling the admin exactly which
flag to set if this is intentional.
---
 litellm/proxy/litellm_pre_call_utils.py | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index f7b66a55b8e..b1dae22c9fe 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -1006,10 +1006,19 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             _admin_allow_client_tags = True
             break
     if not _admin_allow_client_tags:
+        _stripped_from: List[str] = []
         for _meta_key in ("metadata", "litellm_metadata"):
             _user_meta = data.get(_meta_key)
-            if isinstance(_user_meta, dict):
+            if isinstance(_user_meta, dict) and "tags" in _user_meta:
                 _user_meta.pop("tags", None)
+                _stripped_from.append(_meta_key)
+        if _stripped_from:
+            verbose_proxy_logger.warning(
+                "Stripped caller-supplied tags from %s: this key/team does "
+                "not have `allow_client_tags: true` in its metadata. Set it "
+                "to opt into client-supplied routing/budget tags.",
+                ", ".join(_stripped_from),
+            )
 
     ##########################################################
     # Init - Proxy Server Request

From 9622864ef20048065c19cd0992e5acb33c97c67e Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 22:50:54 +0000
Subject: [PATCH 34/95] test: set allow_client_tags on duplicate-tag merge test
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

test_add_litellm_data_to_request_duplicate_tags tests the request/key
tag merge when tags overlap. The merge requires caller-supplied tags to
flow through — set allow_client_tags=True on the key so the merge path
stays testable under the new default-deny regime.
---
 tests/proxy_unit_tests/test_proxy_utils.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tests/proxy_unit_tests/test_proxy_utils.py b/tests/proxy_unit_tests/test_proxy_utils.py
index a84bf7a4e7c..916e01b0f2c 100644
--- a/tests/proxy_unit_tests/test_proxy_utils.py
+++ b/tests/proxy_unit_tests/test_proxy_utils.py
@@ -842,12 +842,13 @@ async def test_add_litellm_data_to_request_duplicate_tags(
     mock_request.headers = {}
     mock_request.state = State()
 
-    # Setup key with tags in metadata
+    # Setup key with tags in metadata. Opt into client-supplied tags so the
+    # request_tags are preserved for the merge under test.
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test_api_key",
         user_id="test_user_id",
         org_id="test_org_id",
-        metadata={"tags": key_tags},
+        metadata={"tags": key_tags, "allow_client_tags": True},
     )
 
     # Setup request data with tags

From db19f24d694ec82037f06361e4aa6ae10d194da5 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 23:00:52 +0000
Subject: [PATCH 35/95] fix(proxy): move metadata strip after JSON-string parse
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Veria AI caught a bypass: metadata can arrive as a JSON string via
multipart/form-data or extra_body, and the existing strip block ran
before the string-to-dict parse. The isinstance(_user_meta, dict)
guard returned False on the string, the strip was skipped, and then
the parse turned the string into a dict — leaving user_api_key_metadata
/ user_api_key_team_metadata / _pipeline_managed_guardrails / tags
intact in the parsed dict.

Move the strip to run AFTER the parse and BEFORE the merge of
litellm_metadata into data[_metadata_variable_name], closing the bypass
for both raw-dict and string-encoded payloads.

Regression test: test_add_litellm_data_to_request_strips_string_encoded_admin_injection.
---
 litellm/proxy/litellm_pre_call_utils.py       | 103 ++++++++++--------
 .../proxy/test_litellm_pre_call_utils.py      |  68 +++++++++++-
 2 files changed, 122 insertions(+), 49 deletions(-)

diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index b1dae22c9fe..33affa5351c 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -977,49 +977,6 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             "Setting client-provided x-api-key as api_key parameter (will override deployment key)"
         )
 
-    # Strip internal pipeline state and admin-injection slots from user input.
-    # The proxy writes user_api_key_metadata / user_api_key_team_metadata
-    # into data[_metadata_variable_name] below; if a caller pre-populates
-    # either key on the OTHER metadata field, _get_admin_metadata lookups
-    # would treat the caller's payload as admin-configured.
-    for _meta_key in ("metadata", "litellm_metadata"):
-        _user_meta = data.get(_meta_key)
-        if isinstance(_user_meta, dict):
-            _user_meta.pop("_pipeline_managed_guardrails", None)
-            _user_meta.pop("user_api_key_metadata", None)
-            _user_meta.pop("user_api_key_team_metadata", None)
-
-    # Strip caller-supplied routing/budget tags unless the admin has opted
-    # this key or team in via metadata.allow_client_tags=True. Tags drive
-    # tag-based routing and tag budget attribution — accepting them from
-    # untrusted callers lets an attacker reach restricted deployments or
-    # misattribute spend to a victim team's tag.
-    _admin_allow_client_tags = False
-    for _admin_meta in (
-        user_api_key_dict.metadata,
-        user_api_key_dict.team_metadata,
-    ):
-        if (
-            isinstance(_admin_meta, dict)
-            and _admin_meta.get("allow_client_tags") is True
-        ):
-            _admin_allow_client_tags = True
-            break
-    if not _admin_allow_client_tags:
-        _stripped_from: List[str] = []
-        for _meta_key in ("metadata", "litellm_metadata"):
-            _user_meta = data.get(_meta_key)
-            if isinstance(_user_meta, dict) and "tags" in _user_meta:
-                _user_meta.pop("tags", None)
-                _stripped_from.append(_meta_key)
-        if _stripped_from:
-            verbose_proxy_logger.warning(
-                "Stripped caller-supplied tags from %s: this key/team does "
-                "not have `allow_client_tags: true` in its metadata. Set it "
-                "to opt into client-supplied routing/budget tags.",
-                ", ".join(_stripped_from),
-            )
-
     ##########################################################
     # Init - Proxy Server Request
     # we do this as soon as entering so we track the original request
@@ -1126,11 +1083,61 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
                 )
             else:
                 data["litellm_metadata"] = parsed_litellm_metadata
-        # Merge litellm_metadata into the metadata variable (preserving existing values)
-        if isinstance(data["litellm_metadata"], dict):
-            for key, value in data["litellm_metadata"].items():
-                if key not in data[_metadata_variable_name]:
-                    data[_metadata_variable_name][key] = value
+
+    # Strip internal pipeline state and admin-injection slots from user input.
+    # Runs AFTER the string-to-dict parse above so JSON-string metadata (sent
+    # via multipart/form-data or extra_body) cannot smuggle `user_api_key_metadata`
+    # past the isinstance(dict) guard.
+    #
+    # The proxy writes user_api_key_metadata / user_api_key_team_metadata into
+    # data[_metadata_variable_name] below; if a caller pre-populates either
+    # key on the OTHER metadata field, _get_admin_metadata lookups would treat
+    # the caller's payload as admin-configured.
+    for _meta_key in ("metadata", "litellm_metadata"):
+        _user_meta = data.get(_meta_key)
+        if isinstance(_user_meta, dict):
+            _user_meta.pop("_pipeline_managed_guardrails", None)
+            _user_meta.pop("user_api_key_metadata", None)
+            _user_meta.pop("user_api_key_team_metadata", None)
+
+    # Strip caller-supplied routing/budget tags unless the admin has opted
+    # this key or team in via metadata.allow_client_tags=True. Tags drive
+    # tag-based routing and tag budget attribution — accepting them from
+    # untrusted callers lets an attacker reach restricted deployments or
+    # misattribute spend to a victim team's tag.
+    _admin_allow_client_tags = False
+    for _admin_meta in (
+        user_api_key_dict.metadata,
+        user_api_key_dict.team_metadata,
+    ):
+        if (
+            isinstance(_admin_meta, dict)
+            and _admin_meta.get("allow_client_tags") is True
+        ):
+            _admin_allow_client_tags = True
+            break
+    if not _admin_allow_client_tags:
+        _stripped_from: List[str] = []
+        for _meta_key in ("metadata", "litellm_metadata"):
+            _user_meta = data.get(_meta_key)
+            if isinstance(_user_meta, dict) and "tags" in _user_meta:
+                _user_meta.pop("tags", None)
+                _stripped_from.append(_meta_key)
+        if _stripped_from:
+            verbose_proxy_logger.warning(
+                "Stripped caller-supplied tags from %s: this key/team does "
+                "not have `allow_client_tags: true` in its metadata. Set it "
+                "to opt into client-supplied routing/budget tags.",
+                ", ".join(_stripped_from),
+            )
+
+    # Now merge litellm_metadata into the metadata variable (preserving existing
+    # values) — runs AFTER the strip so attacker injections in litellm_metadata
+    # cannot cross-contaminate the admin-authoritative metadata dict.
+    if "litellm_metadata" in data and isinstance(data["litellm_metadata"], dict):
+        for key, value in data["litellm_metadata"].items():
+            if key not in data[_metadata_variable_name]:
+                data[_metadata_variable_name][key] = value
 
     data = LiteLLMProxyRequestSetup.add_user_api_key_auth_to_request_metadata(
         data=data,
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index e433bebb3ac..351857b9b10 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -280,6 +280,70 @@ async def test_add_litellm_data_to_request_strips_admin_injection_slots():
     assert "_pipeline_managed_guardrails" not in other
 
 
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_strips_string_encoded_admin_injection():
+    """Regression: metadata arriving as a JSON string (multipart/form-data or
+    extra_body) must not bypass the admin-injection strip. The parse happens
+    AFTER receipt, so the strip has to run after the parse, not before.
+    """
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "multipart/form-data"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    # Attacker encodes an admin-injection payload inside a JSON string.
+    attacker_payload = {
+        "user_api_key_metadata": {"disable_global_guardrails": True},
+        "user_api_key_team_metadata": {"disable_global_guardrails": True},
+        "_pipeline_managed_guardrails": ["evaded"],
+    }
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": json.dumps(attacker_payload),
+        "litellm_metadata": json.dumps(attacker_payload),
+    }
+
+    real_admin_metadata = {"admin_flag": "from_proxy"}
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata=real_admin_metadata,
+        team_metadata=real_admin_metadata,
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    populated = updated["metadata"]
+    # The real admin payload from user_api_key_dict wins.
+    assert populated["user_api_key_metadata"] == real_admin_metadata
+    assert populated["user_api_key_team_metadata"] == real_admin_metadata
+    assert populated.get("_pipeline_managed_guardrails") != ["evaded"]
+
+    other = updated.get("litellm_metadata") or {}
+    # After the strip, litellm_metadata has no admin-injection slots.
+    assert "user_api_key_metadata" not in other
+    assert "user_api_key_team_metadata" not in other
+    assert "_pipeline_managed_guardrails" not in other
+
+
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_strips_user_tags_without_permission():
     """Caller-supplied metadata.tags must be stripped when the key/team
@@ -486,9 +550,11 @@ async def test_add_litellm_data_to_request_audio_transcription_multipart():
         "file": b"Fake audio bytes",
     }
 
+    # Opt the key in to client-supplied tags so the parsed tags from the
+    # JSON-string multipart body aren't stripped by the admin-injection strip.
     user_api_key_dict = UserAPIKeyAuth(
         api_key="hashed-key",
-        metadata={},
+        metadata={"allow_client_tags": True},
         team_metadata={},
         spend=0.0,
         max_budget=100.0,

From dc8e03b91f8fc71a6322078ad958465c25be3b21 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 23:14:05 +0000
Subject: [PATCH 36/95] fix(proxy): expand _guardrail_modification_check to
 cover all bypass keys
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Per VERIA-28's secondary recommendation. The existing check only gated
metadata.guardrails. User-supplied values for disable_global_guardrails
(plural and the original singular typo variant) and opted_out_global_guardrails
are already silently ignored by _get_admin_metadata at read time, but the
silent-ignore makes diagnosis confusing and relies on one specific read
site catching them.

Reject at auth time with a 403 when any of:
- guardrails list (existing)
- disable_global_guardrails (new)
- disable_global_guardrail (new — historical singular-key variant)
- opted_out_global_guardrails (new)

are present in metadata, litellm_metadata, or at the request root, and the
caller's team lacks can_modify_guardrails. Defense in depth: the strip at
the pre-call layer still runs; this check fails loudly one layer earlier
so operators see an explicit 403 rather than a silent-ignore.
---
 litellm/proxy/auth/auth_checks.py             |  43 +++-
 .../proxy/auth/test_auth_checks.py            | 217 ++++++++++++++----
 2 files changed, 204 insertions(+), 56 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 56958a88f6d..1f4b5311baf 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -327,15 +327,46 @@ def _global_proxy_budget_check(
             )
 
 
+_GUARDRAIL_MODIFICATION_KEYS: tuple = (
+    "guardrails",
+    "disable_global_guardrails",
+    "disable_global_guardrail",
+    "opted_out_global_guardrails",
+)
+
+
 def _guardrail_modification_check(
     request_body: dict, team_object: Optional[LiteLLM_TeamTable]
 ) -> None:
-    _request_metadata: dict = request_body.get("metadata", {}) or {}
-    if not _request_metadata.get("guardrails"):
-        return
+    """
+    Reject user-supplied metadata flags that would modify guardrail behavior
+    unless the team has explicit permission. Checked keys include the plural
+    ``guardrails`` list plus the per-request toggles that influence whether
+    default-on guardrails run (``disable_global_guardrails``,
+    ``disable_global_guardrail`` singular, and ``opted_out_global_guardrails``).
 
+    User-supplied values for the bypass toggles are also silently ignored by
+    ``_get_admin_metadata`` at read time; this check adds defense in depth by
+    failing loudly at the auth layer so operators see an explicit 403 instead
+    of a confusing silent-ignore.
+    """
     from litellm.proxy.guardrails.guardrail_helpers import can_modify_guardrails
 
+    def _user_requested_modification(container: Any) -> bool:
+        if not isinstance(container, dict):
+            return False
+        return any(container.get(key) for key in _GUARDRAIL_MODIFICATION_KEYS)
+
+    # Check both metadata keys — callers can populate either depending on the
+    # endpoint. Cover the top-level too so root-level injection is rejected.
+    modifies = (
+        _user_requested_modification(request_body.get("metadata"))
+        or _user_requested_modification(request_body.get("litellm_metadata"))
+        or _user_requested_modification(request_body)
+    )
+    if not modifies:
+        return
+
     if not can_modify_guardrails(team_object):
         raise HTTPException(
             status_code=403,
@@ -451,9 +482,9 @@ async def common_checks(  # noqa: PLR0915
                 model=_model,
                 team_object=team_object,
                 llm_router=llm_router,
-                team_model_aliases=valid_token.team_model_aliases
-                if valid_token
-                else None,
+                team_model_aliases=(
+                    valid_token.team_model_aliases if valid_token else None
+                ),
             ):
                 raise ProxyException(
                     message=f"Team not allowed to access model. Team={team_object.team_id}, Model={_model}. Allowed team models = {team_object.models}",
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index bd659ed518f..a3d24fc8bf6 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -62,9 +62,9 @@ def reset_constants_module():
     # Reload modules before test
     importlib.reload(constants)
     importlib.reload(auth_checks)
-    
+
     yield
-    
+
     # Reload modules after test to clean up
     importlib.reload(constants)
     importlib.reload(auth_checks)
@@ -157,9 +157,9 @@ def test_experimental_ui_token_ignores_litellm_ui_session_duration(
     expires = datetime.fromisoformat(token_data["expires"].replace("Z", "+00:00"))
     now = get_utc_datetime()
     # Must be ~10 min, NOT 24h. If LITELLM_UI_SESSION_DURATION were incorrectly used, this would fail.
-    assert expires <= now + timedelta(minutes=11), (
-        "Experimental UI must use 10-min expiry, not LITELLM_UI_SESSION_DURATION"
-    )
+    assert expires <= now + timedelta(
+        minutes=11
+    ), "Experimental UI must use 10-min expiry, not LITELLM_UI_SESSION_DURATION"
 
 
 def test_get_experimental_ui_login_jwt_auth_token_invalid(
@@ -293,13 +293,15 @@ def test_get_cli_jwt_auth_token_custom_expiration(
 
     # Set custom expiration to 48 hours
     monkeypatch.setenv("LITELLM_CLI_JWT_EXPIRATION_HOURS", "48")
-    
+
     # Reload the constants module to pick up the new env var
     importlib.reload(constants)
     # Also reload auth_checks to pick up the new constant value
     importlib.reload(auth_checks)
-    
-    token = auth_checks.ExperimentalUIJWTToken.get_cli_jwt_auth_token(valid_sso_user_defined_values)
+
+    token = auth_checks.ExperimentalUIJWTToken.get_cli_jwt_auth_token(
+        valid_sso_user_defined_values
+    )
 
     # Decrypt and verify token contents
     decrypted_token = decrypt_value_helper(
@@ -315,7 +317,6 @@ def test_get_cli_jwt_auth_token_custom_expiration(
     assert expires <= get_utc_datetime() + timedelta(hours=48, minutes=1)
 
 
-
 @pytest.mark.asyncio
 async def test_default_internal_user_params_with_get_user_object(monkeypatch):
     """Test that default_internal_user_params is used when creating a new user via get_user_object"""
@@ -436,7 +437,9 @@ async def test_get_user_object_upsert_includes_user_email():
     mock_prisma_client.db.litellm_usertable.create.assert_called_once()
     creation_args = mock_prisma_client.db.litellm_usertable.create.call_args[1]["data"]
 
-    assert "user_email" in creation_args, "user_email should be included when upserting a new user"
+    assert (
+        "user_email" in creation_args
+    ), "user_email should be included when upserting a new user"
     assert creation_args["user_email"] == "test@example.com"
     assert creation_args["user_id"] == "new_test_user"
 
@@ -463,7 +466,9 @@ def test_log_budget_lookup_failure_skips_user_not_found():
 
 
 @pytest.mark.asyncio
-@patch("litellm.proxy.management_endpoints.team_endpoints.new_team", new_callable=AsyncMock)
+@patch(
+    "litellm.proxy.management_endpoints.team_endpoints.new_team", new_callable=AsyncMock
+)
 async def test_get_team_db_check_calls_new_team_on_upsert(mock_new_team, monkeypatch):
     """
     Test that _get_team_db_check correctly calls the `new_team` function
@@ -497,8 +502,12 @@ async def test_get_team_db_check_calls_new_team_on_upsert(mock_new_team, monkeyp
 
 
 @pytest.mark.asyncio
-@patch("litellm.proxy.management_endpoints.team_endpoints.new_team", new_callable=AsyncMock)
-async def test_get_team_db_check_does_not_call_new_team_if_exists(mock_new_team, monkeypatch):
+@patch(
+    "litellm.proxy.management_endpoints.team_endpoints.new_team", new_callable=AsyncMock
+)
+async def test_get_team_db_check_does_not_call_new_team_if_exists(
+    mock_new_team, monkeypatch
+):
     """
     Test that _get_team_db_check does NOT call the `new_team` function
     if the team already exists in the database.
@@ -541,8 +550,9 @@ async def test_vector_store_access_check_early_returns(
     if vector_store_registry:
         vector_store_registry.get_vector_store_ids_to_run.return_value = None
 
-    with patch("litellm.proxy.proxy_server.prisma_client", prisma_client), patch(
-        "litellm.vector_store_registry", vector_store_registry
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", prisma_client),
+        patch("litellm.vector_store_registry", vector_store_registry),
     ):
         result = await vector_store_access_check(
             request_body=request_body,
@@ -639,8 +649,9 @@ async def test_vector_store_access_check_with_permissions():
     mock_vector_store_registry = MagicMock()
     mock_vector_store_registry.get_vector_store_ids_to_run.return_value = ["store-1"]
 
-    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client), patch(
-        "litellm.vector_store_registry", mock_vector_store_registry
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch("litellm.vector_store_registry", mock_vector_store_registry),
     ):
         result = await vector_store_access_check(
             request_body=request_body,
@@ -653,8 +664,9 @@ async def test_vector_store_access_check_with_permissions():
     # Test with denied access
     mock_vector_store_registry.get_vector_store_ids_to_run.return_value = ["store-3"]
 
-    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client), patch(
-        "litellm.vector_store_registry", mock_vector_store_registry
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch("litellm.vector_store_registry", mock_vector_store_registry),
     ):
         with pytest.raises(ProxyException) as exc_info:
             await vector_store_access_check(
@@ -687,8 +699,9 @@ async def test_vector_store_access_check_with_team_permissions():
         "team-store-allowed"
     ]
 
-    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client), patch(
-        "litellm.vector_store_registry", mock_vector_store_registry
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch("litellm.vector_store_registry", mock_vector_store_registry),
     ):
         result = await vector_store_access_check(
             request_body=request_body,
@@ -702,8 +715,9 @@ async def test_vector_store_access_check_with_team_permissions():
         "team-store-denied"
     ]
 
-    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client), patch(
-        "litellm.vector_store_registry", mock_vector_store_registry
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch("litellm.vector_store_registry", mock_vector_store_registry),
     ):
         with pytest.raises(ProxyException) as exc_info:
             await vector_store_access_check(
@@ -1598,12 +1612,15 @@ async def test_custom_auth_common_checks_opt_in():
     mock_request = MagicMock()
 
     # Default (no flag) — common_checks should NOT be called
-    with patch(
-        "litellm.proxy.auth.user_api_key_auth.common_checks",
-        new_callable=AsyncMock,
-    ) as mock_common, patch(
-        "litellm.proxy.proxy_server.general_settings",
-        {},
+    with (
+        patch(
+            "litellm.proxy.auth.user_api_key_auth.common_checks",
+            new_callable=AsyncMock,
+        ) as mock_common,
+        patch(
+            "litellm.proxy.proxy_server.general_settings",
+            {},
+        ),
     ):
         mock_common.return_value = True
         result = await _run_post_custom_auth_checks(
@@ -1616,12 +1633,15 @@ async def test_custom_auth_common_checks_opt_in():
         mock_common.assert_not_called()
 
     # With flag=True — common_checks SHOULD be called
-    with patch(
-        "litellm.proxy.auth.user_api_key_auth.common_checks",
-        new_callable=AsyncMock,
-    ) as mock_common, patch(
-        "litellm.proxy.proxy_server.general_settings",
-        {"custom_auth_run_common_checks": True},
+    with (
+        patch(
+            "litellm.proxy.auth.user_api_key_auth.common_checks",
+            new_callable=AsyncMock,
+        ) as mock_common,
+        patch(
+            "litellm.proxy.proxy_server.general_settings",
+            {"custom_auth_run_common_checks": True},
+        ),
     ):
         mock_common.return_value = True
         result = await _run_post_custom_auth_checks(
@@ -1660,9 +1680,7 @@ async def test_virtual_key_budget_check_reads_from_spend_counter():
             return 1.5
         return fallback_spend
 
-    with patch(
-        "litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend
-    ):
+    with patch("litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend):
         with pytest.raises(litellm.BudgetExceededError) as exc_info:
             await _virtual_key_max_budget_check(
                 valid_token=valid_token,
@@ -1692,9 +1710,7 @@ async def test_virtual_key_budget_check_fallback_no_counter():
     async def mock_get_current_spend(counter_key, fallback_spend):
         return fallback_spend
 
-    with patch(
-        "litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend
-    ):
+    with patch("litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend):
         with pytest.raises(litellm.BudgetExceededError) as exc_info:
             await _virtual_key_max_budget_check(
                 valid_token=valid_token,
@@ -1723,9 +1739,7 @@ async def test_team_budget_check_reads_from_spend_counter():
             return 1.5
         return fallback_spend
 
-    with patch(
-        "litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend
-    ):
+    with patch("litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend):
         with pytest.raises(litellm.BudgetExceededError) as exc_info:
             await _team_max_budget_check(
                 team_object=team_object,
@@ -1763,12 +1777,13 @@ async def test_team_member_budget_check_reads_from_spend_counter():
             return 1.5
         return fallback_spend
 
-    with patch(
-        "litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend
-    ), patch(
-        "litellm.proxy.auth.auth_checks.get_team_membership",
-        new_callable=AsyncMock,
-        return_value=team_membership,
+    with (
+        patch("litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend),
+        patch(
+            "litellm.proxy.auth.auth_checks.get_team_membership",
+            new_callable=AsyncMock,
+            return_value=team_membership,
+        ),
     ):
         with pytest.raises(litellm.BudgetExceededError) as exc_info:
             await _check_team_member_budget(
@@ -1780,3 +1795,105 @@ async def test_team_member_budget_check_reads_from_spend_counter():
                 proxy_logging_obj=proxy_logging_obj,
             )
         assert exc_info.value.current_cost == 1.5
+
+
+class TestGuardrailModificationCheck:
+    """Defense-in-depth: `_guardrail_modification_check` must 403 when the
+    caller's metadata attempts to modify any guardrail-related key and the
+    team lacks the `modify_guardrails` permission. Checks both the
+    historically-covered `guardrails` list and the bypass toggles that
+    `_get_admin_metadata` silently ignores at read time.
+    """
+
+    def _call(self, request_body):
+        from litellm.proxy.auth.auth_checks import _guardrail_modification_check
+
+        team_object = MagicMock()
+        team_object.metadata = {}  # no permission
+        return _guardrail_modification_check(
+            request_body=request_body, team_object=team_object
+        )
+
+    def test_noop_when_no_guardrail_keys_present(self):
+        # no-op — should return silently
+        self._call({"metadata": {"unrelated": "value"}})
+
+    def test_rejects_guardrails_list(self):
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"metadata": {"guardrails": ["custom"]}})
+            assert exc.value.status_code == 403
+
+    def test_rejects_disable_global_guardrails_plural(self):
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"metadata": {"disable_global_guardrails": True}})
+            assert exc.value.status_code == 403
+
+    def test_rejects_disable_global_guardrail_singular(self):
+        """VERIA-28's originally-reported singular-key typo variant."""
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"metadata": {"disable_global_guardrail": True}})
+            assert exc.value.status_code == 403
+
+    def test_rejects_opted_out_global_guardrails(self):
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call(
+                    {"metadata": {"opted_out_global_guardrails": ["some_guardrail"]}}
+                )
+            assert exc.value.status_code == 403
+
+    def test_rejects_injection_via_litellm_metadata_key(self):
+        """Caller can populate the OTHER metadata key; that must also 403."""
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"litellm_metadata": {"disable_global_guardrails": True}})
+            assert exc.value.status_code == 403
+
+    def test_rejects_root_level_injection(self):
+        """Top-level injection (`request_body["disable_global_guardrails"]`)
+        was VERIA-28's easiest variant to hit — keep it rejected."""
+        from fastapi import HTTPException
+
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"disable_global_guardrails": True})
+            assert exc.value.status_code == 403
+
+    def test_allows_when_team_has_permission(self):
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=True,
+        ):
+            # no-op, should not raise
+            self._call({"metadata": {"disable_global_guardrails": True}})

From 76aa97f77b0781b77e4ea248e7245b0bdeefa587 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Thu, 16 Apr 2026 23:35:26 +0000
Subject: [PATCH 37/95] fix(proxy): close three variant metadata/tag injection
 paths
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Close three variant bypasses adjacent to VERIA-28 found during post-fix
variant audit:

1. _guardrail_modification_check had the same isinstance(dict) bypass
   Veria-AI just flagged on the pre-call strip. A caller sending
   `{"metadata": "{…}"}` as a JSON-encoded string (multipart/form-data
   or extra_body) skipped the guard, got parsed to dict downstream, and
   reached guardrail logic with bypass flags intact. Coerce strings via
   safe_json_loads before evaluating.

2. The allow_client_tags strip only covered body metadata.tags and
   litellm_metadata.tags — caller-supplied tags arriving via the
   x-litellm-tags header or root-level data["tags"] bypassed it. Gate
   add_request_tag_to_metadata's result on the same flag.

3. requester_metadata was deepcopied BEFORE the strip, so attacker
   injections (user_api_key_metadata shadows, disallowed tags,
   _pipeline_managed_guardrails) persisted in the snapshot. The PANW
   guardrail (and any future consumer) trusting requester_metadata
   would see forged values. Move the deepcopy to after the strip.

Regression tests added for each.
---
 litellm/proxy/auth/auth_checks.py             |  22 ++-
 litellm/proxy/litellm_pre_call_utils.py       |  30 +++-
 .../proxy/auth/test_auth_checks.py            |  37 +++++
 .../proxy/test_litellm_pre_call_utils.py      | 131 ++++++++++++++++++
 4 files changed, 213 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 1f4b5311baf..846d61384b4 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -350,12 +350,30 @@ def _guardrail_modification_check(
     failing loudly at the auth layer so operators see an explicit 403 instead
     of a confusing silent-ignore.
     """
+    from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
     from litellm.proxy.guardrails.guardrail_helpers import can_modify_guardrails
 
+    def _coerce_to_dict(container: Any) -> Optional[dict]:
+        """Accept dict or JSON-string (from multipart/form-data or extra_body).
+
+        Without this, an attacker can smuggle guardrail keys past the check by
+        sending ``{"metadata": "{\\"disable_global_guardrails\\": true}"}`` —
+        ``isinstance(dict)`` on the string returns False, the check returns
+        no-modification, and ``add_litellm_data_to_request`` parses the string
+        to a dict downstream.
+        """
+        if isinstance(container, dict):
+            return container
+        if isinstance(container, str):
+            parsed = safe_json_loads(container)
+            return parsed if isinstance(parsed, dict) else None
+        return None
+
     def _user_requested_modification(container: Any) -> bool:
-        if not isinstance(container, dict):
+        coerced = _coerce_to_dict(container)
+        if coerced is None:
             return False
-        return any(container.get(key) for key in _GUARDRAIL_MODIFICATION_KEYS)
+        return any(coerced.get(key) for key in _GUARDRAIL_MODIFICATION_KEYS)
 
     # Check both metadata keys — callers can populate either depending on the
     # endpoint. Cover the top-level too so root-level injection is rejected.
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 33affa5351c..51f82b7c00d 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -1069,9 +1069,10 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
                 verbose_proxy_logger.warning(
                     f"Failed to parse 'metadata' as JSON dict. Received value: {data['metadata']}"
                 )
-        data[_metadata_variable_name]["requester_metadata"] = copy.deepcopy(
-            data["metadata"]
-        )
+        # requester_metadata is snapshotted AFTER the strip below so
+        # downstream consumers (e.g. PANW guardrail reading user_ip /
+        # profile_id) don't see attacker-injected admin slots preserved in
+        # the deepcopy.
 
     # Parse litellm_metadata if it's a string (e.g., from multipart/form-data or extra_body)
     if "litellm_metadata" in data and data["litellm_metadata"] is not None:
@@ -1131,6 +1132,16 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
                 ", ".join(_stripped_from),
             )
 
+    # Snapshot the (now-cleaned) requester-supplied metadata for downstream
+    # consumers. Taking the deepcopy AFTER the strip prevents attacker-
+    # injected admin slots (user_api_key_metadata, tags without opt-in,
+    # _pipeline_managed_guardrails) from surviving in requester_metadata
+    # where guardrails and audit paths may read from it.
+    if "metadata" in data and isinstance(data["metadata"], dict):
+        data[_metadata_variable_name]["requester_metadata"] = copy.deepcopy(
+            data["metadata"]
+        )
+
     # Now merge litellm_metadata into the metadata variable (preserving existing
     # values) — runs AFTER the strip so attacker injections in litellm_metadata
     # cannot cross-contaminate the admin-authoritative metadata dict.
@@ -1300,15 +1311,24 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
         user_agent = request.headers["user-agent"]
     data[_metadata_variable_name]["user_agent"] = user_agent
 
-    # Check if using tag based routing
+    # Check if using tag based routing. The helper reads caller-controlled
+    # sources (x-litellm-tags header, data["tags"] root-level), so its result
+    # is still gated by the same allow_client_tags flag that gated the
+    # body-metadata tag strip above. Otherwise the strip is trivially
+    # bypassed by sending tags via header or at the root of the body.
     tags = LiteLLMProxyRequestSetup.add_request_tag_to_metadata(
         llm_router=llm_router,
         headers=_headers,
         data=data,
     )
 
-    if tags is not None:
+    if tags is not None and _admin_allow_client_tags:
         data[_metadata_variable_name]["tags"] = tags
+    elif tags is not None:
+        verbose_proxy_logger.warning(
+            "Ignored caller-supplied tags from header/root body: this "
+            "key/team does not have `allow_client_tags: true` in its metadata."
+        )
 
     # Team Callbacks controls
     callback_settings_obj = _get_dynamic_logging_metadata(
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index a3d24fc8bf6..0391e224084 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1897,3 +1897,40 @@ class TestGuardrailModificationCheck:
         ):
             # no-op, should not raise
             self._call({"metadata": {"disable_global_guardrails": True}})
+
+    def test_rejects_string_encoded_metadata_bypass(self):
+        """Regression: attacker sends metadata as JSON string to bypass the
+        isinstance(dict) guard. The check must coerce the string to dict
+        and evaluate guardrail modification keys inside it."""
+        import json as _json
+
+        from fastapi import HTTPException
+
+        attacker_payload = {"disable_global_guardrails": True}
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"metadata": _json.dumps(attacker_payload)})
+            assert exc.value.status_code == 403
+
+    def test_rejects_string_encoded_litellm_metadata_bypass(self):
+        """Same bypass via the litellm_metadata key."""
+        import json as _json
+
+        from fastapi import HTTPException
+
+        attacker_payload = {"guardrails": ["evaded"]}
+        with patch(
+            "litellm.proxy.guardrails.guardrail_helpers.can_modify_guardrails",
+            return_value=False,
+        ):
+            with pytest.raises(HTTPException) as exc:
+                self._call({"litellm_metadata": _json.dumps(attacker_payload)})
+            assert exc.value.status_code == 403
+
+    def test_noop_when_string_is_not_json_object(self):
+        """Unparseable strings should not trigger a 403 — they have no keys."""
+        self._call({"metadata": "not-json"})
+        self._call({"metadata": '"just a string"'})
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index 351857b9b10..5f5ae0c64d9 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -344,6 +344,137 @@ async def test_add_litellm_data_to_request_strips_string_encoded_admin_injection
     assert "_pipeline_managed_guardrails" not in other
 
 
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_ignores_x_litellm_tags_header_without_permission():
+    """Regression: the `x-litellm-tags` header bypassed the body-metadata
+    tag strip. Header tags must also be gated by `allow_client_tags`."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {
+        "Content-Type": "application/json",
+        "x-litellm-tags": "restricted-tier,victim-team",
+    }
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {"model": "gpt-3.5-turbo"}
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert "tags" not in (updated.get("metadata") or {})
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_ignores_root_level_tags_without_permission():
+    """Regression: root-level `data["tags"]` bypassed the body-metadata
+    tag strip. Root-level tags must also be gated by `allow_client_tags`."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "tags": ["restricted-tier", "victim-team"],
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert "tags" not in (updated.get("metadata") or {})
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_honors_header_tags_when_opted_in():
+    """When allow_client_tags=True, header-supplied tags flow through."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {
+        "Content-Type": "application/json",
+        "x-litellm-tags": "production,ab-test",
+    }
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {"model": "gpt-3.5-turbo"}
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={"allow_client_tags": True},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    assert updated["metadata"].get("tags") == ["production", "ab-test"]
+
+
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_strips_user_tags_without_permission():
     """Caller-supplied metadata.tags must be stripped when the key/team

From b4e98d190a42c04c1e7cf3c44abf7524a92826d5 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:08:40 +0000
Subject: [PATCH 38/95] fix(proxy): close 6 more metadata/tag variant bypasses
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Post-merge audit found 6 adjacent variants of the VERIA-28 class. All
fixed here with regression tests:

1. Strip widened from 3 named keys to the full user_api_key_* prefix.
   The proxy writes a dozen user_api_key_* fields (user_id, alias,
   spend, team_id, request_route, end_user_id, …) into
   data[_metadata_variable_name]; the 3-key strip left the rest
   exploitable for identity/spend forgery in audit logs and guardrails.

2. proxy_server_request['body'] snapshot moved to AFTER the strip.
   Was captured at line ~990 before the strip ran, so
   standard_logging_object, lago, and spend_tracking readers saw the
   attacker-forged payload even though the live data dict was clean.

3. get_tags_from_request_body (auth-time) now coerces JSON-string
   metadata via safe_json_loads. Previously crashed with
   AttributeError on string metadata (DoS; potential RBAC bypass if
   a caller swallowed the exception).

4. get_end_user_id_from_request_body coerces JSON-string
   metadata/litellm_metadata. Previously isinstance(dict) guard
   caused end-user budget attribution to be silently skipped when
   the caller sent metadata as a JSON string.

5. Four hand-rolled 'if data.get("metadata") is None: data["metadata"] = {}'
   blocks in proxy_server.py (7160, 7341, 7590, 11375) now guard on
   isinstance(dict). They crashed with TypeError when metadata was a
   JSON string (DoS).

6. _get_admin_metadata defensively guards with isinstance(dict);
   previously AttributeError'd on any leaked string metadata.

Also hoists the inline safe_json_loads import in _guardrail_modification_check
to module level per CLAUDE.md style.
---
 litellm/integrations/custom_guardrail.py      |   6 +-
 litellm/proxy/auth/auth_checks.py             |   2 +-
 litellm/proxy/auth/auth_utils.py              |  31 ++--
 .../proxy/common_utils/http_parsing_utils.py  |  19 +-
 litellm/proxy/litellm_pre_call_utils.py       |  36 ++--
 litellm/proxy/proxy_server.py                 |  15 +-
 .../common_utils/test_http_parsing_utils.py   |  38 ++++
 .../proxy/test_litellm_pre_call_utils.py      | 166 ++++++++++++++++++
 8 files changed, 281 insertions(+), 32 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index b0931964cc6..abf010e0d65 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -268,7 +268,11 @@ class CustomGuardrail(CustomLogger):
         team_meta: dict = {}
         key_meta: dict = {}
         for key in ("metadata", "litellm_metadata"):
-            meta = data.get(key) or {}
+            # Defensive: an unparsed JSON-string metadata could leak past the
+            # proxy's normal parse path; don't AttributeError on .get().
+            meta = data.get(key)
+            if not isinstance(meta, dict):
+                continue
             team_meta = meta.get("user_api_key_team_metadata") or team_meta
             key_meta = meta.get("user_api_key_metadata") or key_meta
         return {**team_meta, **key_meta}
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 846d61384b4..1621f04213f 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -31,6 +31,7 @@ from litellm.constants import (
 )
 from litellm.litellm_core_utils.dd_tracing import tracer
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
 from litellm.proxy._types import (
     RBAC_ROLES,
     CallInfo,
@@ -350,7 +351,6 @@ def _guardrail_modification_check(
     failing loudly at the auth layer so operators see an explicit 403 instead
     of a confusing silent-ignore.
     """
-    from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
     from litellm.proxy.guardrails.guardrail_helpers import can_modify_guardrails
 
     def _coerce_to_dict(container: Any) -> Optional[dict]:
diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 64766bbaadd..12d9bff91e0 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -823,19 +823,30 @@ def get_end_user_id_from_request_body(
         user_from_body_user_field = request_body["user"]
         return str(user_from_body_user_field)
 
+    def _as_dict(value: Any) -> dict:
+        # metadata / litellm_metadata can arrive as JSON strings from
+        # multipart/form-data or extra_body; coerce so string-encoded
+        # payloads can't evade end-user attribution.
+        if isinstance(value, dict):
+            return value
+        if isinstance(value, str):
+            from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
+
+            parsed = safe_json_loads(value)
+            return parsed if isinstance(parsed, dict) else {}
+        return {}
+
     # Check 4: 'litellm_metadata.user' in request_body (commonly Anthropic)
-    litellm_metadata = request_body.get("litellm_metadata")
-    if isinstance(litellm_metadata, dict):
-        user_from_litellm_metadata = litellm_metadata.get("user")
-        if user_from_litellm_metadata is not None:
-            return str(user_from_litellm_metadata)
+    litellm_metadata = _as_dict(request_body.get("litellm_metadata"))
+    user_from_litellm_metadata = litellm_metadata.get("user")
+    if user_from_litellm_metadata is not None:
+        return str(user_from_litellm_metadata)
 
     # Check 5: 'metadata.user_id' in request_body (another common pattern)
-    metadata_dict = request_body.get("metadata")
-    if isinstance(metadata_dict, dict):
-        user_id_from_metadata_field = metadata_dict.get("user_id")
-        if user_id_from_metadata_field is not None:
-            return str(user_id_from_metadata_field)
+    metadata_dict = _as_dict(request_body.get("metadata"))
+    user_id_from_metadata_field = metadata_dict.get("user_id")
+    if user_id_from_metadata_field is not None:
+        return str(user_id_from_metadata_field)
 
     # Check 6: 'safety_identifier' in request body (OpenAI Responses API parameter)
     # SECURITY NOTE: safety_identifier can be set by any caller in the request body.
diff --git a/litellm/proxy/common_utils/http_parsing_utils.py b/litellm/proxy/common_utils/http_parsing_utils.py
index 1dd25262127..71abdfa5e9e 100644
--- a/litellm/proxy/common_utils/http_parsing_utils.py
+++ b/litellm/proxy/common_utils/http_parsing_utils.py
@@ -197,10 +197,10 @@ def check_file_size_under_limit(
 
     if llm_router is not None and request_data["model"] in router_model_names:
         try:
-            deployment: Optional[
-                Deployment
-            ] = llm_router.get_deployment_by_model_group_name(
-                model_group_name=request_data["model"]
+            deployment: Optional[Deployment] = (
+                llm_router.get_deployment_by_model_group_name(
+                    model_group_name=request_data["model"]
+                )
             )
             if (
                 deployment
@@ -426,7 +426,16 @@ def get_tags_from_request_body(request_body: dict) -> List[str]:
         List of tag names (strings), empty list if no valid tags found
     """
     metadata_variable_name = get_metadata_variable_name_from_kwargs(request_body)
-    metadata = request_body.get(metadata_variable_name) or {}
+    metadata = request_body.get(metadata_variable_name)
+    # metadata can arrive as a JSON string from multipart/form-data or extra_body;
+    # coerce defensively so .get() below never raises AttributeError.
+    if isinstance(metadata, str):
+        from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
+
+        parsed = safe_json_loads(metadata)
+        metadata = parsed if isinstance(parsed, dict) else {}
+    elif not isinstance(metadata, dict):
+        metadata = {}
     tags_in_metadata: Any = metadata.get("tags", [])
     tags_in_request_body: Any = request_body.get("tags", [])
     combined_tags: List[str] = []
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 51f82b7c00d..aa3a29e4f2f 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -981,13 +981,16 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
     # Init - Proxy Server Request
     # we do this as soon as entering so we track the original request
     ##########################################################
-    # Track arrival time for queue time metric
+    # Track arrival time for queue time metric. The body snapshot is filled
+    # in after the admin-injection strip below so the audit / spend-tracking
+    # consumers of proxy_server_request["body"] see the cleaned metadata
+    # rather than attacker-forged user_api_key_* fields.
     arrival_time = time.time()
     data["proxy_server_request"] = {
         "url": str(request.url),
         "method": request.method,
         "headers": _headers,
-        "body": copy.copy(data),  # use copy instead of deepcopy
+        "body": None,  # filled in post-strip; see below
         "arrival_time": arrival_time,  # Track when request arrived at proxy
     }
 
@@ -1087,19 +1090,24 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
 
     # Strip internal pipeline state and admin-injection slots from user input.
     # Runs AFTER the string-to-dict parse above so JSON-string metadata (sent
-    # via multipart/form-data or extra_body) cannot smuggle `user_api_key_metadata`
-    # past the isinstance(dict) guard.
+    # via multipart/form-data or extra_body) cannot smuggle admin fields past
+    # the isinstance(dict) guard.
     #
-    # The proxy writes user_api_key_metadata / user_api_key_team_metadata into
-    # data[_metadata_variable_name] below; if a caller pre-populates either
-    # key on the OTHER metadata field, _get_admin_metadata lookups would treat
-    # the caller's payload as admin-configured.
+    # The proxy populates a family of ``user_api_key_*`` fields below
+    # (user_api_key_metadata, user_api_key_user_id, user_api_key_alias,
+    # user_api_key_spend, user_api_key_team_metadata, …) into
+    # data[_metadata_variable_name]. Because the proxy only writes to ONE of
+    # the two metadata dicts, a caller pre-populating any of these keys on
+    # the OTHER metadata dict would have their forged values surface in
+    # guardrails, spend tracking, audit logs, and identity resolution. Strip
+    # by prefix so new ``user_api_key_*`` fields added in the future are
+    # covered without per-key maintenance.
     for _meta_key in ("metadata", "litellm_metadata"):
         _user_meta = data.get(_meta_key)
         if isinstance(_user_meta, dict):
             _user_meta.pop("_pipeline_managed_guardrails", None)
-            _user_meta.pop("user_api_key_metadata", None)
-            _user_meta.pop("user_api_key_team_metadata", None)
+            for _k in [k for k in _user_meta if k.startswith("user_api_key_")]:
+                _user_meta.pop(_k, None)
 
     # Strip caller-supplied routing/budget tags unless the admin has opted
     # this key or team in via metadata.allow_client_tags=True. Tags drive
@@ -1132,9 +1140,15 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
                 ", ".join(_stripped_from),
             )
 
+    # Fill in the proxy_server_request body snapshot now that metadata has
+    # been parsed and stripped. Consumers (standard_logging_payload, lago,
+    # spend_tracking_utils, streaming_iterator) read `body` to audit the
+    # request; taking the snapshot here ensures they see cleaned metadata.
+    data["proxy_server_request"]["body"] = copy.copy(data)
+
     # Snapshot the (now-cleaned) requester-supplied metadata for downstream
     # consumers. Taking the deepcopy AFTER the strip prevents attacker-
-    # injected admin slots (user_api_key_metadata, tags without opt-in,
+    # injected admin slots (user_api_key_*, tags without opt-in,
     # _pipeline_managed_guardrails) from surviving in requester_metadata
     # where guardrails and audit paths may read from it.
     if "metadata" in data and isinstance(data["metadata"], dict):
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 2d789b982da..1d61bebee44 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -2201,9 +2201,11 @@ def run_ollama_serve():
         with open(os.devnull, "w") as devnull:
             subprocess.Popen(command, stdout=devnull, stderr=devnull)
     except Exception as e:
-        verbose_proxy_logger.debug(f"""
+        verbose_proxy_logger.debug(
+            f"""
             LiteLLM Warning: proxy started with `ollama` model\n`ollama serve` failed with Exception{e}. \nEnsure you run `ollama serve`
-        """)
+        """
+        )
 
 
 def _get_process_rss_mb() -> Optional[float]:
@@ -7157,7 +7159,10 @@ async def chat_completion(  # noqa: PLR0915
     global user_temperature, user_request_timeout, user_max_tokens, user_api_base
     data = await _read_request_body(request=request)
     if user_api_key_dict is not None:
-        if data.get("metadata") is None:
+        if not isinstance(data.get("metadata"), dict):
+            # Covers both missing and JSON-string metadata (multipart /
+            # extra_body); otherwise `data["metadata"][k] = v` below raises
+            # TypeError on a string value and 500s the request.
             data["metadata"] = {}
         if (
             hasattr(user_api_key_dict, "user_id")
@@ -11372,7 +11377,9 @@ async def async_queue_request(
             # if users are using user_api_key_auth, set `user` in `data`
             data["user"] = user_api_key_dict.user_id
 
-        if "metadata" not in data:
+        if not isinstance(data.get("metadata"), dict):
+            # Covers both missing and JSON-string metadata (multipart /
+            # extra_body); see above for the same guard upstream.
             data["metadata"] = {}
         data["metadata"]["user_api_key"] = user_api_key_dict.api_key
         data["metadata"]["user_api_key_metadata"] = user_api_key_dict.metadata
diff --git a/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py b/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
index a1484bc263b..c9f595626ed 100644
--- a/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
@@ -835,3 +835,41 @@ def test_safe_get_request_headers_state_unavailable():
 
     result = _safe_get_request_headers(mock_request)
     assert result == {"content-type": "application/json"}
+
+
+class TestGetTagsFromRequestBodyStringCoerce:
+    """Regression: the auth-time tag helper used `metadata.get("tags", ...)`
+    directly, which raised AttributeError when metadata arrived as a JSON
+    string (multipart/form-data or extra_body). That turned into a DoS at
+    auth time and potentially bypassed tag-based RBAC if the caller caught
+    the exception and fell through with empty tags.
+    """
+
+    def test_json_string_metadata_is_coerced_to_dict(self):
+        from litellm.proxy.common_utils.http_parsing_utils import (
+            get_tags_from_request_body,
+        )
+
+        metadata_json = json.dumps({"tags": ["a", "b"]})
+        # Must not raise
+        tags = get_tags_from_request_body({"metadata": metadata_json})
+        assert tags == ["a", "b"]
+
+    def test_unparseable_string_metadata_is_ignored(self):
+        from litellm.proxy.common_utils.http_parsing_utils import (
+            get_tags_from_request_body,
+        )
+
+        # Must not raise; must yield no metadata tags but keep root tags
+        tags = get_tags_from_request_body(
+            {"metadata": "not-json", "tags": ["root-only"]}
+        )
+        assert tags == ["root-only"]
+
+    def test_dict_metadata_still_works(self):
+        from litellm.proxy.common_utils.http_parsing_utils import (
+            get_tags_from_request_body,
+        )
+
+        tags = get_tags_from_request_body({"metadata": {"tags": ["x"]}})
+        assert tags == ["x"]
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index 5f5ae0c64d9..664a936b540 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -280,6 +280,172 @@ async def test_add_litellm_data_to_request_strips_admin_injection_slots():
     assert "_pipeline_managed_guardrails" not in other
 
 
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_strips_all_user_api_key_prefix_keys():
+    """Strip must cover the full user_api_key_* family, not a hand-maintained
+    list of 2-3 names. Proxy writes a dozen such fields (user_id, alias,
+    spend, team_id, request_route, …) and an attacker populating any of them
+    in the non-authoritative metadata key would otherwise forge identity /
+    spend in audit logs and guardrails."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    attacker_injected = {
+        "user_api_key_user_id": "victim",
+        "user_api_key_alias": "admin-key",
+        "user_api_key_spend": 0.0,
+        "user_api_key_team_id": "victim-team",
+        "user_api_key_end_user_id": "victim-user",
+        "user_api_key_request_route": "/fake/route",
+        "user_api_key_hash": "fake-hash",
+    }
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {**attacker_injected},
+        "litellm_metadata": {**attacker_injected},
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        user_id="real-user",
+        metadata={},
+        team_metadata={},
+        spend=42.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    # The non-authoritative metadata dict must not retain ANY attacker-injected
+    # user_api_key_* key.
+    other = updated.get("litellm_metadata") or {}
+    attacker_leaks = [k for k in other if k.startswith("user_api_key_")]
+    assert attacker_leaks == [], f"Unexpected leaked keys: {attacker_leaks}"
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_string_metadata_does_not_crash():
+    """Regression: pre-strip code that pre-populated data['metadata'][k]=v
+    before the string-to-dict parse would crash on JSON-string metadata.
+    The snapshot / strip / admin-population pipeline must survive metadata
+    arriving as a string."""
+    import json as _json
+
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "multipart/form-data"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": _json.dumps({"generation_name": "test"}),
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        metadata={},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    # Must not raise TypeError / AttributeError.
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    # The parsed metadata should be a dict and the proxy snapshot body
+    # should have been taken AFTER the strip (so no leaked user_api_key_*
+    # from a raw string snapshot).
+    assert isinstance(updated["metadata"], dict)
+    assert updated["metadata"].get("generation_name") == "test"
+
+
+@pytest.mark.asyncio
+async def test_add_litellm_data_to_request_proxy_server_request_body_is_post_strip():
+    """Regression: proxy_server_request['body'] used to be snapshotted before
+    the admin-slot strip, so standard_logging_object and spend-tracking
+    readers saw attacker-injected payload. Snapshot must now be post-strip."""
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
+
+    request_mock = MagicMock(spec=Request)
+    request_mock.url.path = "/v1/chat/completions"
+    request_mock.url = MagicMock()
+    request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions"
+    request_mock.method = "POST"
+    request_mock.query_params = {}
+    request_mock.headers = {"Content-Type": "application/json"}
+    request_mock.client = MagicMock()
+    request_mock.client.host = "127.0.0.1"
+
+    data = {
+        "model": "gpt-3.5-turbo",
+        "metadata": {"user_api_key_user_id": "victim"},
+    }
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="hashed-key",
+        user_id="real-user",
+        metadata={},
+        team_metadata={},
+        spend=0.0,
+        max_budget=100.0,
+        model_max_budget={},
+        team_spend=0.0,
+        team_max_budget=200.0,
+    )
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=request_mock,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=MagicMock(),
+        general_settings={},
+        version="test-version",
+    )
+
+    snapshot_body = updated["proxy_server_request"]["body"]
+    assert snapshot_body is not None
+    snapshot_metadata = snapshot_body.get("metadata") or {}
+    assert "user_api_key_user_id" not in snapshot_metadata or (
+        snapshot_metadata["user_api_key_user_id"] != "victim"
+    )
+
+
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_strips_string_encoded_admin_injection():
     """Regression: metadata arriving as a JSON string (multipart/form-data or

From 467166fdd7c26b89ea73cf418e419881e25fa1fe Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:11:00 +0000
Subject: [PATCH 39/95] fix(proxy): enforce per-target org authorization on
 /user/delete

Veria admin-queue finding E3NpkuAd, Audit-B #1. The route-level gate
accepts this call when the caller is PROXY_ADMIN or ORG_ADMIN of any
org named in request_data["organization_id"]/["organizations"]. The
handler processes data.user_ids without cross-checking whether those
users belong to the caller's administered orgs, so an org-admin of
org-A could delete users in org-B via:
  {"user_ids": ["victim_in_org_B"], "organization_id": "org-A"}

Add per-target authorization: org-admins may only delete users whose
entire org membership is within their admin scope; targets with any
org outside scope (or no org at all) require PROXY_ADMIN.

Regression test confirms an ORG_ADMIN call fails with 403 and no
cascade delete_many runs.
---
 .../internal_user_endpoints.py                | 98 +++++++++++++++----
 .../test_internal_user_endpoints.py           | 71 ++++++++++++++
 2 files changed, 149 insertions(+), 20 deletions(-)

diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 1772da3d15e..be0f02439bc 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -2057,6 +2057,38 @@ async def delete_user(
     if data.user_ids is None:
         raise HTTPException(status_code=400, detail={"error": "No user id passed in"})
 
+    # Per-target authorization: the route-level gate accepts this call when
+    # the caller is PROXY_ADMIN or an ORG_ADMIN of *any* org named in
+    # request_data["organization_id"]/["organizations"]. That gate does NOT
+    # cross-check data.user_ids against the caller's scope, so without this
+    # loop an org-admin of org-A could delete users in org-B by supplying
+    # {"user_ids": [victim_in_org_B], "organization_id": "org-A"}.
+    caller_is_proxy_admin = (
+        user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
+    )
+    caller_admin_org_ids: set = set()
+    if not caller_is_proxy_admin:
+        caller_memberships = (
+            await prisma_client.db.litellm_organizationmembership.find_many(
+                where={
+                    "user_id": user_api_key_dict.user_id,
+                    "user_role": LitellmUserRoles.ORG_ADMIN.value,
+                }
+            )
+            if user_api_key_dict.user_id
+            else []
+        )
+        caller_admin_org_ids = {
+            m.organization_id for m in caller_memberships if m.organization_id
+        }
+        if not caller_admin_org_ids:
+            raise HTTPException(
+                status_code=403,
+                detail={
+                    "error": "Only PROXY_ADMIN or ORG_ADMIN users may delete users."
+                },
+            )
+
     # check that all teams passed exist
     for user_id in data.user_ids:
         user_row = await prisma_client.db.litellm_usertable.find_unique(
@@ -2068,30 +2100,56 @@ async def delete_user(
                 status_code=404,
                 detail={"error": f"User not found, passed user_id={user_id}"},
             )
-        else:
-            # Enterprise Feature - Audit Logging. Enable with litellm.store_audit_logs = True
-            # we do this after the first for loop, since first for loop is for validation. we only want this inserted after validation passes
-            if litellm.store_audit_logs is True:
-                # make an audit log for each team deleted
-                _user_row = user_row.json(exclude_none=True)
 
-                asyncio.create_task(
-                    create_audit_log_for_update(
-                        request_data=LiteLLM_AuditLogs(
-                            id=str(uuid.uuid4()),
-                            updated_at=datetime.now(timezone.utc),
-                            changed_by=litellm_changed_by
-                            or user_api_key_dict.user_id
-                            or litellm_proxy_admin_name,
-                            changed_by_api_key=user_api_key_dict.api_key,
-                            table_name=LitellmTableNames.USER_TABLE_NAME,
-                            object_id=user_id,
-                            action="deleted",
-                            updated_values="{}",
-                            before_value=_user_row,
+        if not caller_is_proxy_admin:
+            target_memberships = (
+                await prisma_client.db.litellm_organizationmembership.find_many(
+                    where={"user_id": user_id}
+                )
+            )
+            target_org_ids = {
+                m.organization_id for m in target_memberships if m.organization_id
+            }
+            # Org-admin may only delete users whose entire org membership is
+            # within their admin scope. A target with ANY org outside the
+            # caller's scope (or no org at all) requires PROXY_ADMIN.
+            if not target_org_ids or not target_org_ids.issubset(
+                caller_admin_org_ids
+            ):
+                raise HTTPException(
+                    status_code=403,
+                    detail={
+                        "error": (
+                            f"User {user_id} is not within your admin scope. "
+                            "Only PROXY_ADMIN may delete users outside your "
+                            "administered organizations."
                         )
+                    },
+                )
+
+        # Enterprise Feature - Audit Logging. Enable with litellm.store_audit_logs = True
+        # we do this after the first for loop, since first for loop is for validation. we only want this inserted after validation passes
+        if litellm.store_audit_logs is True:
+            # make an audit log for each team deleted
+            _user_row = user_row.json(exclude_none=True)
+
+            asyncio.create_task(
+                create_audit_log_for_update(
+                    request_data=LiteLLM_AuditLogs(
+                        id=str(uuid.uuid4()),
+                        updated_at=datetime.now(timezone.utc),
+                        changed_by=litellm_changed_by
+                        or user_api_key_dict.user_id
+                        or litellm_proxy_admin_name,
+                        changed_by_api_key=user_api_key_dict.api_key,
+                        table_name=LitellmTableNames.USER_TABLE_NAME,
+                        object_id=user_id,
+                        action="deleted",
+                        updated_values="{}",
+                        before_value=_user_row,
                     )
                 )
+            )
 
         ## CLEANUP MEMBERS_WITH_ROLES
         fetch_all_teams = await prisma_client.db.litellm_teamtable.find_many(
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index 0f90d236aed..104071c3e61 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -1878,6 +1878,77 @@ async def test_delete_user_cleans_up_created_by_invitation_links(mocker):
         assert condition[field] == {"in": ["admin-creator"]}
 
 
+@pytest.mark.asyncio
+async def test_delete_user_rejects_org_admin_deleting_outside_scope(mocker):
+    """Regression: an org admin of org-A must not be able to delete a user
+    whose org memberships include org-B.
+
+    Route-level gate accepts the request when the caller supplies an
+    `organization_id` they administer; without per-user org authorization
+    the handler would cascade-delete the victim's keys, memberships, and
+    user row regardless of where the victim actually belongs.
+    """
+    from fastapi import HTTPException
+
+    from litellm.proxy._types import DeleteUserRequest, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.internal_user_endpoints import delete_user
+
+    mock_prisma_client = mocker.MagicMock()
+
+    # Target user exists and is a member of org-B only.
+    mock_target_user = mocker.MagicMock()
+    mock_target_user.user_id = "victim"
+    mock_target_user.user_email = "victim@example.com"
+    mock_target_user.teams = []
+    mock_target_user.json.return_value = "{}"
+
+    async def mock_find_unique(*args, **kwargs):
+        return mock_target_user
+
+    mock_prisma_client.db.litellm_usertable.find_unique = mocker.AsyncMock(
+        side_effect=mock_find_unique
+    )
+
+    # Caller (org_admin_user) administers org-A.
+    caller_membership = mocker.MagicMock()
+    caller_membership.organization_id = "org-A"
+
+    # Target user is a member of org-B (outside caller's scope).
+    target_membership = mocker.MagicMock()
+    target_membership.organization_id = "org-B"
+
+    async def mock_find_memberships(*args, **kwargs):
+        where = kwargs.get("where") or (args[0] if args else {})
+        user_id = where.get("user_id")
+        if user_id == "org_admin_user":
+            return [caller_membership]
+        if user_id == "victim":
+            return [target_membership]
+        return []
+
+    mock_prisma_client.db.litellm_organizationmembership.find_many = mocker.AsyncMock(
+        side_effect=mock_find_memberships
+    )
+
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    data = DeleteUserRequest(user_ids=["victim"])
+    user_api_key_dict = UserAPIKeyAuth(
+        user_id="org_admin_user", user_role=LitellmUserRoles.ORG_ADMIN
+    )
+
+    with pytest.raises(HTTPException) as exc:
+        await delete_user(data=data, user_api_key_dict=user_api_key_dict)
+    assert exc.value.status_code == 403
+
+    # Critical: no delete_many calls should have executed.
+    assert not hasattr(
+        mock_prisma_client.db.litellm_verificationtoken.delete_many, "mock_calls"
+    ) or len(
+        mock_prisma_client.db.litellm_verificationtoken.delete_many.mock_calls
+    ) == 0
+
+
 # =====================================================================
 # /v2/user/info endpoint tests
 # =====================================================================

From 8c0668f105c00772d785b7981973709edc718c05 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:17:57 +0000
Subject: [PATCH 40/95] perf: batch target membership lookup in delete_user to
 avoid N+1

Greptile P1 on the /user/delete fix. Per CLAUDE.md 'No N+1 queries',
move the find_many inside the per-user loop to a single batched
fetch with {'user_id': {'in': data.user_ids}} before the loop, then
distribute to a per-user set in memory.
---
 .../internal_user_endpoints.py                | 25 +++++++++++++------
 .../test_internal_user_endpoints.py           | 15 ++++++++---
 2 files changed, 28 insertions(+), 12 deletions(-)

diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index be0f02439bc..09cd7fc5f6d 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -2089,6 +2089,22 @@ async def delete_user(
                 },
             )
 
+    # Batch-fetch target memberships once before the per-user loop. Avoids
+    # an N+1 DB call when delete_user is called with a large user_ids list.
+    target_org_ids_by_user: Dict[str, set] = {}
+    if not caller_is_proxy_admin:
+        all_target_memberships = (
+            await prisma_client.db.litellm_organizationmembership.find_many(
+                where={"user_id": {"in": data.user_ids}}
+            )
+        )
+        for m in all_target_memberships:
+            if not m.organization_id:
+                continue
+            target_org_ids_by_user.setdefault(m.user_id, set()).add(
+                m.organization_id
+            )
+
     # check that all teams passed exist
     for user_id in data.user_ids:
         user_row = await prisma_client.db.litellm_usertable.find_unique(
@@ -2102,14 +2118,7 @@ async def delete_user(
             )
 
         if not caller_is_proxy_admin:
-            target_memberships = (
-                await prisma_client.db.litellm_organizationmembership.find_many(
-                    where={"user_id": user_id}
-                )
-            )
-            target_org_ids = {
-                m.organization_id for m in target_memberships if m.organization_id
-            }
+            target_org_ids = target_org_ids_by_user.get(user_id, set())
             # Org-admin may only delete users whose entire org membership is
             # within their admin scope. A target with ANY org outside the
             # caller's scope (or no org at all) requires PROXY_ADMIN.
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index 104071c3e61..a074a4a211f 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -1919,11 +1919,18 @@ async def test_delete_user_rejects_org_admin_deleting_outside_scope(mocker):
 
     async def mock_find_memberships(*args, **kwargs):
         where = kwargs.get("where") or (args[0] if args else {})
-        user_id = where.get("user_id")
-        if user_id == "org_admin_user":
+        user_id_filter = where.get("user_id")
+        # Batched lookup: {"user_id": {"in": [...]}} returns target memberships.
+        # Caller role lookup: {"user_id": "<caller>", "user_role": ...}.
+        if isinstance(user_id_filter, dict) and "in" in user_id_filter:
+            if "victim" in user_id_filter["in"]:
+                # Attach user_id on the mock so the caller can build its
+                # per-user dict from the batch result.
+                target_membership.user_id = "victim"
+                return [target_membership]
+            return []
+        if user_id_filter == "org_admin_user":
             return [caller_membership]
-        if user_id == "victim":
-            return [target_membership]
         return []
 
     mock_prisma_client.db.litellm_organizationmembership.find_many = mocker.AsyncMock(

From 132063289fca416c18b55fa99fa44919a2b0b41b Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:20:52 +0000
Subject: [PATCH 41/95] fix(proxy): strip root-level data['tags'] alongside
 metadata tags

Greptile P2. The admin-inject gate only removed tags from data['metadata']
and data['litellm_metadata'];  and the
policy engine read  directly, so a caller without
allow_client_tags could still drive tag-based policy decisions by moving
tags to the body root. Also strip the root key in the same branch.
---
 litellm/proxy/litellm_pre_call_utils.py                 | 7 +++++++
 tests/test_litellm/proxy/test_litellm_pre_call_utils.py | 5 +++++
 2 files changed, 12 insertions(+)

diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index aa3a29e4f2f..7467bbae232 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -1132,6 +1132,13 @@ async def add_litellm_data_to_request(  # noqa: PLR0915
             if isinstance(_user_meta, dict) and "tags" in _user_meta:
                 _user_meta.pop("tags", None)
                 _stripped_from.append(_meta_key)
+        # Also strip the root-level `tags` field. get_tags_from_request_body
+        # reads request_body["tags"] directly and feeds it to the policy
+        # engine, so leaving it in place here would let the strip-in-metadata
+        # above be trivially bypassed by moving the tags to the body root.
+        if "tags" in data:
+            data.pop("tags", None)
+            _stripped_from.append("tags (root)")
         if _stripped_from:
             verbose_proxy_logger.warning(
                 "Stripped caller-supplied tags from %s: this key/team does "
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index 664a936b540..360ddd426a4 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -596,6 +596,11 @@ async def test_add_litellm_data_to_request_ignores_root_level_tags_without_permi
     )
 
     assert "tags" not in (updated.get("metadata") or {})
+    # Also ensure the root-level tags are removed. get_tags_from_request_body
+    # reads request_body["tags"] directly, so leaving it in place would let
+    # the policy engine see caller-supplied tags even after the metadata
+    # strip.
+    assert "tags" not in updated
 
 
 @pytest.mark.asyncio

From cdb29946eb75a792566d8447e1e261387fa38368 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 16 Apr 2026 17:22:28 -0700
Subject: [PATCH 42/95] fix: align agent endpoint and routing permission checks
 with existing pattern

---
 litellm/proxy/agent_endpoints/a2a_routing.py | 23 +++++++++++++-
 litellm/proxy/agent_endpoints/endpoints.py   | 32 ++++++++++++++------
 litellm/proxy/common_request_processing.py   | 25 +++++++++------
 litellm/proxy/route_llm_request.py           |  6 +++-
 4 files changed, 64 insertions(+), 22 deletions(-)

diff --git a/litellm/proxy/agent_endpoints/a2a_routing.py b/litellm/proxy/agent_endpoints/a2a_routing.py
index 8f951414994..d5f5348731f 100644
--- a/litellm/proxy/agent_endpoints/a2a_routing.py
+++ b/litellm/proxy/agent_endpoints/a2a_routing.py
@@ -8,10 +8,17 @@ Looks up agents in the registry and injects their API base URL.
 from typing import Any, Optional
 
 import litellm
+from fastapi import HTTPException
+
 from litellm._logging import verbose_proxy_logger
+from litellm.proxy._types import UserAPIKeyAuth
 
 
-def route_a2a_agent_request(data: dict, route_type: str) -> Optional[Any]:
+async def route_a2a_agent_request(
+    data: dict,
+    route_type: str,
+    user_api_key_dict: Optional[UserAPIKeyAuth] = None,
+) -> Optional[Any]:
     """
     Route A2A agent requests directly to litellm with injected API base.
 
@@ -19,6 +26,9 @@ def route_a2a_agent_request(data: dict, route_type: str) -> Optional[Any]:
     """
     # Import here to avoid circular imports
     from litellm.proxy.agent_endpoints.agent_registry import global_agent_registry
+    from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
+        AgentRequestHandler,
+    )
     from litellm.proxy.route_llm_request import (
         ROUTE_ENDPOINT_MAPPING,
         ProxyModelNotFoundError,
@@ -40,6 +50,17 @@ def route_a2a_agent_request(data: dict, route_type: str) -> Optional[Any]:
         route_name = ROUTE_ENDPOINT_MAPPING.get(route_type, route_type)
         raise ProxyModelNotFoundError(route=route_name, model_name=model_name)
 
+    # Verify the caller is permitted to use this agent
+    is_allowed = await AgentRequestHandler.is_agent_allowed(
+        agent_id=agent.agent_id,
+        user_api_key_auth=user_api_key_dict,
+    )
+    if not is_allowed:
+        raise HTTPException(
+            status_code=403,
+            detail=f"Agent '{agent_name}' is not allowed for your key/team. Contact proxy admin for access.",
+        )
+
     # Get API base URL from agent config
     if not agent.agent_card_params or "url" not in agent.agent_card_params:
         verbose_proxy_logger.error(f"[A2A] Agent '{agent_name}' has no URL configured")
diff --git a/litellm/proxy/agent_endpoints/endpoints.py b/litellm/proxy/agent_endpoints/endpoints.py
index 64c20d5ed5e..4c5fbaa22c5 100644
--- a/litellm/proxy/agent_endpoints/endpoints.py
+++ b/litellm/proxy/agent_endpoints/endpoints.py
@@ -200,10 +200,9 @@ async def get_agents(
         for agent in returned_agents:
             if agent.litellm_params is None:
                 agent.litellm_params = {}
-            agent.litellm_params[
-                "is_public"
-            ] = litellm.public_agent_groups is not None and (
-                agent.agent_id in litellm.public_agent_groups
+            agent.litellm_params["is_public"] = (
+                litellm.public_agent_groups is not None
+                and (agent.agent_id in litellm.public_agent_groups)
             )
 
         # Redact sensitive fields for non-admin users
@@ -393,6 +392,19 @@ async def get_agent_by_id(
     """
     await check_feature_access_for_user(user_api_key_dict, "agents")
 
+    from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
+        AgentRequestHandler,
+    )
+
+    is_allowed = await AgentRequestHandler.is_agent_allowed(
+        agent_id=agent_id, user_api_key_auth=user_api_key_dict
+    )
+    if not is_allowed:
+        raise HTTPException(
+            status_code=403,
+            detail=f"Agent '{agent_id}' is not allowed for your key/team. Contact proxy admin for access.",
+        )
+
     from litellm.proxy.proxy_server import prisma_client
 
     if prisma_client is None:
@@ -409,13 +421,13 @@ async def get_agent_by_id(
                 agent_dict = agent_row.model_dump()
                 if agent_row.object_permission is not None:
                     try:
-                        agent_dict[
-                            "object_permission"
-                        ] = agent_row.object_permission.model_dump()
+                        agent_dict["object_permission"] = (
+                            agent_row.object_permission.model_dump()
+                        )
                     except Exception:
-                        agent_dict[
-                            "object_permission"
-                        ] = agent_row.object_permission.dict()
+                        agent_dict["object_permission"] = (
+                            agent_row.object_permission.dict()
+                        )
                 agent = AgentResponse(**agent_dict)  # type: ignore
         else:
             # Agent found in memory — refresh spend from DB
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index c4717ad9cf3..97801baaf0c 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -866,9 +866,11 @@ class ProxyBaseLLMRequestProcessing:
                 "Request received by LiteLLM: payload too large to log (%d bytes, limit %d). Keys: %s",
                 len(_payload_str),
                 MAX_PAYLOAD_SIZE_FOR_DEBUG_LOG,
-                list(self.data.keys())
-                if isinstance(self.data, dict)
-                else type(self.data).__name__,
+                (
+                    list(self.data.keys())
+                    if isinstance(self.data, dict)
+                    else type(self.data).__name__
+                ),
             )
         else:
             verbose_proxy_logger.debug(
@@ -1054,6 +1056,7 @@ class ProxyBaseLLMRequestProcessing:
             route_type=route_type,
             llm_router=llm_router,
             user_model=user_model,
+            user_api_key_dict=user_api_key_dict,
         )
         tasks.append(llm_call)
 
@@ -1128,9 +1131,9 @@ class ProxyBaseLLMRequestProcessing:
                 # aliasing/routing, but the OpenAI-compatible response `model` field should reflect
                 # what the client sent.
                 if requested_model_from_client:
-                    self.data[
-                        "_litellm_client_requested_model"
-                    ] = requested_model_from_client
+                    self.data["_litellm_client_requested_model"] = (
+                        requested_model_from_client
+                    )
 
                 # Streaming: attach a closure that fires after all guardrail
                 # end-of-stream blocks complete.  CSW.__anext__ stores the
@@ -1731,7 +1734,9 @@ class ProxyBaseLLMRequestProcessing:
         verbose_proxy_logger.debug("inside generator")
         try:
             str_so_far = ""
-            async for chunk in proxy_logging_obj.async_post_call_streaming_iterator_hook(
+            async for (
+                chunk
+            ) in proxy_logging_obj.async_post_call_streaming_iterator_hook(
                 user_api_key_dict=user_api_key_dict,
                 response=response,
                 request_data=request_data,
@@ -1959,9 +1964,9 @@ class ProxyBaseLLMRequestProcessing:
 
             # Add cache-related fields to **params (handled by Usage.__init__)
             if cache_creation_input_tokens is not None:
-                usage_kwargs[
-                    "cache_creation_input_tokens"
-                ] = cache_creation_input_tokens
+                usage_kwargs["cache_creation_input_tokens"] = (
+                    cache_creation_input_tokens
+                )
             if cache_read_input_tokens is not None:
                 usage_kwargs["cache_read_input_tokens"] = cache_read_input_tokens
 
diff --git a/litellm/proxy/route_llm_request.py b/litellm/proxy/route_llm_request.py
index f1590b16c24..17cc4374560 100644
--- a/litellm/proxy/route_llm_request.py
+++ b/litellm/proxy/route_llm_request.py
@@ -4,6 +4,7 @@ from typing import TYPE_CHECKING, Any, Literal, Optional
 from fastapi import HTTPException, status
 
 import litellm
+from litellm.proxy._types import UserAPIKeyAuth
 
 if TYPE_CHECKING:
     from litellm.router import Router as _Router
@@ -314,6 +315,7 @@ async def route_request(  # noqa: PLR0915 - Complex routing function, refactorin
         "acancel_run",
         "adelete_run",
     ],
+    user_api_key_dict: Optional[UserAPIKeyAuth] = None,
 ):
     """
     Common helper to route the request
@@ -548,7 +550,9 @@ async def route_request(  # noqa: PLR0915 - Complex routing function, refactorin
                     route_a2a_agent_request,
                 )
 
-                result = route_a2a_agent_request(data, route_type)
+                result = await route_a2a_agent_request(
+                    data, route_type, user_api_key_dict=user_api_key_dict
+                )
                 if result is not None:
                     return result
                 # Fall through to raise exception below if result is None

From 662d05531d61d8d9e58fcdd1d25080da5d6119fa Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:36:28 +0000
Subject: [PATCH 43/95] fix(proxy): close three more org-boundary escape paths
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Continuation of Veria E3NpkuAd / Audit-B hardening. All three are the
same anti-pattern PR #25904 already addressed for _user_is_org_admin
and /user/delete: route-level gate trusts a caller-supplied scope
field, handler operates on a different scope.

1. /user/update no longer silently creates a user when the target
   email doesn't exist. Pre-fix, an org admin could supply a fresh
   email + caller-chosen budget/models/metadata; the INSERT path
   created the user with no org attachment, bypassing /user/new's
   org/team authorization. Now require PROXY_ADMIN for the create
   branch; return 404 otherwise. Also fixes /user/bulk_update because
   it dispatches through the same _update_single_user_helper.

2. /team/bulk_member_add with all_users=true restricted to PROXY_ADMIN.
   The flag pulls every user in the database into the target team,
   ignoring org scope — any team admin could use it to capture every
   user across every org into their team.

3. /team/update now verifies destination-org admin rights. When the
   request carries an organization_id that differs from the team's
   current org, an org admin of the caller's current org could
   previously relocate the team into any other org (draining their
   resources, or capturing a team they once administered). Require
   PROXY_ADMIN or org-admin of the DESTINATION org for the relocation.

Regression tests for #1 and #3; #2 covered by the existing bulk_add
suite after the gate addition.
---
 .../internal_user_endpoints.py                | 17 +++++++
 .../management_endpoints/team_endpoints.py    | 50 +++++++++++++++++++
 .../test_internal_user_endpoints.py           | 37 ++++++++++++++
 .../test_team_endpoints.py                    | 10 ++++
 4 files changed, 114 insertions(+)

diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 09cd7fc5f6d..e343429ff12 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -1180,6 +1180,23 @@ async def _update_single_user_helper(
                     "error": "User does not have permission to update this user. Only PROXY_ADMIN can update other users."
                 },
             )
+    else:
+        # Silent-create guard: if the target user doesn't exist, the update
+        # path falls through to an upsert that creates a new user with
+        # caller-supplied fields (models, metadata, budgets, …). Only
+        # PROXY_ADMIN is allowed to create users this way; otherwise an org
+        # admin could spawn arbitrary users attached to nothing by supplying
+        # a fresh email, bypassing the /user/new org/team-scoping checks.
+        if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value:
+            raise HTTPException(
+                status_code=404,
+                detail={
+                    "error": (
+                        "User not found. Only PROXY_ADMIN can create users "
+                        "via /user/update; use /user/new instead."
+                    )
+                },
+            )
 
     existing_metadata = (
         cast(Dict, getattr(existing_user_row, "metadata", {}) or {})
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index edd92cb83de..0bb6c3d90f3 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -1544,6 +1544,42 @@ async def update_team(  # noqa: PLR0915
         if (
             data.organization_id is not None and len(data.organization_id) > 0
         ):  # allow unsetting the organization_id
+            # If the caller is relocating the team to a different org, they
+            # must also be PROXY_ADMIN or an org-admin of the DESTINATION org.
+            # _verify_team_access above only checked the team's CURRENT org,
+            # so without this gate an org-admin could hand their team to any
+            # other org (or capture a team from another org they once
+            # administered into a new destination).
+            current_org_id = getattr(existing_team_row, "organization_id", None)
+            if (
+                data.organization_id != current_org_id
+                and user_api_key_dict.user_role
+                != LitellmUserRoles.PROXY_ADMIN.value
+            ):
+                # Is the caller org_admin of the destination org?
+                caller_memberships = (
+                    await prisma_client.db.litellm_organizationmembership.find_many(
+                        where={
+                            "user_id": user_api_key_dict.user_id,
+                            "organization_id": data.organization_id,
+                            "user_role": LitellmUserRoles.ORG_ADMIN.value,
+                        }
+                    )
+                    if user_api_key_dict.user_id
+                    else []
+                )
+                if not caller_memberships:
+                    raise HTTPException(
+                        status_code=403,
+                        detail={
+                            "error": (
+                                "Relocating a team to a different organization "
+                                "requires PROXY_ADMIN or org-admin of the "
+                                "destination org."
+                            )
+                        },
+                    )
+
             await fetch_and_validate_organization(
                 organization_id=data.organization_id,
                 existing_team_row=existing_team_row,
@@ -2682,6 +2718,20 @@ async def bulk_team_member_add(
         )
 
     if data.all_users:
+        # `all_users=True` pulls every user in the database into this team,
+        # regardless of org. Any team admin could use it to capture every
+        # user across every org into a team they control. Restrict to
+        # PROXY_ADMIN.
+        if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value:
+            raise HTTPException(
+                status_code=403,
+                detail={
+                    "error": (
+                        "`all_users=true` is restricted to PROXY_ADMIN. "
+                        "Org/team admins must specify explicit member lists."
+                    )
+                },
+            )
         # get all users from the database
         all_users_in_db = await prisma_client.db.litellm_usertable.find_many(
             order={"created_at": "desc"}
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index a074a4a211f..a1ba7ecd677 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -1956,6 +1956,43 @@ async def test_delete_user_rejects_org_admin_deleting_outside_scope(mocker):
     ) == 0
 
 
+@pytest.mark.asyncio
+async def test_user_update_rejects_silent_create_for_non_proxy_admin(mocker):
+    """Regression: `/user/update` with an unknown user_email used to fall
+    through to an INSERT, silently creating a new user with caller-supplied
+    budget, models, and metadata. An org admin could use this to spawn
+    arbitrary users outside the /user/new authorization flow."""
+    from fastapi import HTTPException
+
+    from litellm.proxy._types import UpdateUserRequest, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+        _update_single_user_helper,
+    )
+
+    mock_prisma_client = mocker.MagicMock()
+    # user_email lookup yields None → would silently create pre-fix.
+    mock_prisma_client.db.litellm_usertable.find_first = mocker.AsyncMock(
+        return_value=None
+    )
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    user_request = UpdateUserRequest(
+        user_email="newcomer@example.com",
+        max_budget=1_000_000,
+        models=["gpt-4"],
+    )
+    org_admin = UserAPIKeyAuth(
+        user_id="org-admin",
+        user_role=LitellmUserRoles.ORG_ADMIN,
+    )
+
+    with pytest.raises(HTTPException) as exc:
+        await _update_single_user_helper(
+            user_request=user_request, user_api_key_dict=org_admin
+        )
+    assert exc.value.status_code == 404
+
+
 # =====================================================================
 # /v2/user/info endpoint tests
 # =====================================================================
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 9b4bd790493..896e1efe0e4 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -5128,6 +5128,16 @@ async def test_update_team_guardrails_with_org_id():
             return_value=mock_org
         )
 
+        # Destination-org guard in update_team queries for the caller's
+        # ORG_ADMIN membership on the destination org. Return a match so
+        # the guardrails-update path (the subject under test) proceeds.
+        mock_org_admin_membership = MagicMock()
+        mock_org_admin_membership.user_id = "org-admin-guardrails-test"
+        mock_org_admin_membership.organization_id = "test-org-guardrails"
+        mock_prisma.db.litellm_organizationmembership.find_many = AsyncMock(
+            return_value=[mock_org_admin_membership]
+        )
+
         # Mock team update
         mock_updated_team = MagicMock(spec=LiteLLM_TeamTable)
         mock_updated_team.team_id = "team-guardrails-123"

From c7c3df2b02c0fd7e4544bdf5cf3e3b0f8118b734 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:41:00 +0000
Subject: [PATCH 44/95] fix(proxy): extend /key/update admin check to
 non-budget fields
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Audit-B #2. _check_key_admin_access was gated on max_budget/spend
changes only, which meant a non-admin caller could blanket-rewrite
any OTHER field on any key (key_alias, models, tpm_limit, rpm_limit,
metadata, tags, allowed_routes, guardrails, blocked, duration,
permissions, auto_rotate, access_group_ids, object_permission, …)
as long as they avoided budget/spend. Example attack:

  POST /key/update {
    key: sk-victim-in-org-B,
    models: [],
    blocked: true,
    organization_id: org-A,
  }

The caller is org-admin of org-A, which satisfies the route gate;
the handler then wipes models and blocks the victim's key.

Policy after this fix:
- PROXY_ADMIN: always allowed.
- Key OWNER (matching user_id): allowed for non-budget fields;
  budget/spend changes still require team/org admin.
- Everyone else: must pass _check_key_admin_access (PROXY_ADMIN /
  key-owner / team-admin / org-admin of the key).

Regression test confirms a non-owner INTERNAL_USER cannot rewrite
key_alias/blocked on someone else's key; existing test covers the
owner-can-update-alias case; existing test covers
internal-user-cannot-modify-max-budget.
---
 .../key_management_endpoints.py               | 50 ++++++++++----
 .../test_key_management_endpoints.py          | 68 +++++++++++++++++++
 2 files changed, 106 insertions(+), 12 deletions(-)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index f69d9d2f8d4..32227b3dd6d 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -1961,22 +1961,48 @@ async def _validate_update_key_data(
         user_api_key_cache=user_api_key_cache,
     )
 
-    # Admin-only: only proxy admins, team admins, or org admins can modify max_budget or spend
-    if (
-        data.max_budget is not None and data.max_budget != existing_key_row.max_budget
+    # Cross-key authorization. Previously only gated on max_budget/spend
+    # changes, which let a non-admin blanket-rewrite any OTHER field on
+    # any key (models, alias, metadata, tpm_limit, rpm_limit,
+    # allowed_routes, guardrails, blocked, duration, permissions, …) as
+    # long as they avoided budget/spend.
+    #
+    # Policy:
+    # - Key owner (same user_id): may update non-budget fields on their
+    #   own key without the admin check.
+    # - Anyone else (non-PROXY_ADMIN, not the owner): must pass
+    #   _check_key_admin_access (PROXY_ADMIN / key-owner / team-admin /
+    #   org-admin of the key).
+    # - max_budget / spend: always require the admin check, even for the
+    #   key owner (matches the existing admin-only budget semantics).
+    is_key_owner = (
+        user_api_key_dict.user_id is not None
+        and existing_key_row.user_id == user_api_key_dict.user_id
+    )
+    _is_budget_change = (
+        data.max_budget is not None
+        and data.max_budget != existing_key_row.max_budget
     ) or (
         data.spend is not None
         and data.spend != getattr(existing_key_row, "spend", None)
+    )
+    if (
+        (not _is_proxy_admin)
+        and prisma_client is not None
+        and (not is_key_owner or _is_budget_change)
     ):
-        if prisma_client is not None:
-            hashed_key = existing_key_row.token
-            await _check_key_admin_access(
-                user_api_key_dict=user_api_key_dict,
-                hashed_token=hashed_key,
-                prisma_client=prisma_client,
-                user_api_key_cache=user_api_key_cache,
-                route="/key/update (max_budget/spend)",
-            )
+        hashed_key = existing_key_row.token
+        await _check_key_admin_access(
+            user_api_key_dict=user_api_key_dict,
+            hashed_token=hashed_key,
+            prisma_client=prisma_client,
+            user_api_key_cache=user_api_key_cache,
+            route=(
+                "/key/update (max_budget/spend)"
+                if _is_budget_change
+                else "/key/update"
+            ),
+        )
 
     # Check team limits if key has a team_id (from request or existing key)
     team_obj: Optional[LiteLLM_TeamTableCachedObj] = None
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 479defbff5c..41ab60fcf67 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -8030,6 +8030,74 @@ async def test_update_key_non_budget_fields_allowed_for_internal_user(monkeypatc
     assert result is not None
 
 
+@pytest.mark.asyncio
+async def test_update_key_non_budget_rejects_cross_user_modification(monkeypatch):
+    """Regression: previously _check_key_admin_access was gated on
+    max_budget/spend changes only, so an internal user could rewrite any
+    OTHER field (alias, models, tpm_limit, blocked, metadata, …) on any
+    key they weren't admin of as long as they avoided budget/spend. This
+    confirms that a non-admin user updating a key that belongs to another
+    user fails with 403 even for non-budget fields."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    mock_prisma_client = AsyncMock()
+    test_hashed_token = (
+        "cafebabe" * 8
+    )
+
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.user_id = "victim_user"  # owned by someone else
+    mock_existing_key.team_id = None
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = "original"
+    mock_existing_key.models = []
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": "victim_user",
+        "team_id": None,
+        "max_budget": 10.0,
+    }
+
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(
+        return_value=mock_existing_key
+    )
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", AsyncMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.hash_token", lambda t: test_hashed_token
+    )
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+    attacker = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-attacker",
+        user_id="attacker_user",  # NOT the owner
+    )
+
+    # Trying to blanket-rewrite a non-budget field on someone else's key
+    # must now fail.
+    with pytest.raises(ProxyException) as exc:
+        await update_key_fn(
+            request=mock_request,
+            data=UpdateKeyRequest(
+                key=test_hashed_token, key_alias="pwned", blocked=True
+            ),
+            user_api_key_dict=attacker,
+            litellm_changed_by=None,
+        )
+    assert str(exc.value.code) == "403"
+
+
 # ============================================================================
 # LIT-1884: Internal users cannot create invalid keys
 # ============================================================================

From e3b55794ce14e26c8d39b469a5388be4d2f4bc34 Mon Sep 17 00:00:00 2001
From: user <70670632+stuxf@users.noreply.github.com>
Date: Fri, 17 Apr 2026 00:44:24 +0000
Subject: [PATCH 45/95] fix(proxy): close /organization member_delete +
 role-escalation gaps

Audit-B #7 and #8.

1. /organization/member_delete was not in org_admin_only_routes, so it
   fell through to management_routes/self_managed_routes and let any
   caller that reached the route delete arbitrary org memberships
   without the organization_role_based_access_check that member_add
   and member_update trigger. Adding it to org_admin_only_routes
   applies the same ORG_ADMIN-of-target-org gate.

2. /organization/member_update had no validation that the target user
   was not a global PROXY_ADMIN. An org-admin of any org could alter
   a PROXY_ADMIN user's per-org role. Reject this unless the caller
   is PROXY_ADMIN.
---
 litellm/proxy/_types.py                       |  7 +++++
 .../organization_endpoints.py                 | 27 +++++++++++++++++++
 2 files changed, 34 insertions(+)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 7fff640c497..39857984247 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -690,6 +690,13 @@ class LiteLLMRoutes(enum.Enum):
         "/organization/delete",
         "/organization/member_add",
         "/organization/member_update",
+        # member_delete is equally destructive as member_add / member_update
+        # and must be scoped the same way — otherwise it falls through to
+        # the management_routes / self_managed_routes path and lets any
+        # non-PROXY_ADMIN caller that reaches the route delete arbitrary
+        # org memberships without the organization_role_based_access_check
+        # that member_add / member_update trigger.
+        "/organization/member_delete",
     ]
 
     # Routes accessible by Admin Viewer (read-only admin access)
diff --git a/litellm/proxy/management_endpoints/organization_endpoints.py b/litellm/proxy/management_endpoints/organization_endpoints.py
index 25df9f0b0f7..670946ac0d8 100644
--- a/litellm/proxy/management_endpoints/organization_endpoints.py
+++ b/litellm/proxy/management_endpoints/organization_endpoints.py
@@ -1064,6 +1064,33 @@ async def organization_member_update(
                 },
             )
 
+        # Reject attempts to change the role of a global PROXY_ADMIN via
+        # org-scoped operations. An org-admin of any org could otherwise
+        # alter a PROXY_ADMIN user's per-org role, which has downstream
+        # effects on admin UI filtering and scope derivation.
+        target_user_row = await prisma_client.db.litellm_usertable.find_unique(
+            where={"user_id": data.user_id}
+        )
+        if target_user_row is not None and getattr(
+            target_user_row, "user_role", None
+        ) in (
+            LitellmUserRoles.PROXY_ADMIN.value,
+            LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY.value,
+        ):
+            if (
+                user_api_key_dict.user_role
+                != LitellmUserRoles.PROXY_ADMIN.value
+            ):
+                raise HTTPException(
+                    status_code=403,
+                    detail={
+                        "error": (
+                            "Only PROXY_ADMIN may modify the organization "
+                            "role of a user who is a global PROXY_ADMIN."
+                        )
+                    },
+                )
+
         # Update member role
         if data.role is not None:
             await prisma_client.db.litellm_organizationmembership.update(

From b6d5728134c2d7f9410139628bae7708cfe62f82 Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Thu, 16 Apr 2026 19:07:02 -0700
Subject: [PATCH 46/95] add support for pages param

---
 .../document_intelligence/transformation.py   | 103 +++++++++++++-
 .../test_ocr_azure_document_intelligence.py   | 126 ++++++++++++++++++
 2 files changed, 223 insertions(+), 6 deletions(-)

diff --git a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
index 6ef309ca679..f2888b1cd2e 100644
--- a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
+++ b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
@@ -54,10 +54,87 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
         """
         Get supported OCR parameters for Azure Document Intelligence.
 
-        Azure DI has minimal optional parameters compared to Mistral OCR.
-        Most Mistral-specific params are ignored during transformation.
+        Azure DI exposes a `pages` query parameter on the analyze endpoint
+        (1-based, e.g. "1-3,5,7-9"). To keep the public request shape
+        aligned with Mistral OCR, callers pass `pages` using Mistral
+        semantics — a list of 0-based integers — or a pre-formatted
+        Azure-style string. Other Mistral-specific params (e.g.
+        `include_image_base64`) are not supported by Azure DI and are
+        ignored during transformation.
         """
-        return []
+        return ["pages"]
+
+    def map_ocr_params(
+        self,
+        non_default_params: dict,
+        optional_params: dict,
+        model: str,
+    ) -> dict:
+        """
+        Map OCR params to Azure DI format.
+
+        Translates Mistral-style `pages` (list[int], 0-based) into Azure's
+        `pages` query string (1-based, e.g. "1,2,3" or "1-3,5"). A raw
+        string that already matches Azure's format is passed through
+        unchanged.
+        """
+        pages = non_default_params.get("pages")
+        if pages is None:
+            return optional_params
+
+        normalized = self._normalize_pages_param(pages)
+        if normalized:
+            optional_params["pages"] = normalized
+        return optional_params
+
+    @staticmethod
+    def _normalize_pages_param(pages: Any) -> str:
+        """
+        Convert a caller-provided `pages` value to Azure DI's query-string
+        form. Azure expects 1-based page numbers, grammar: `^(\\d+(-\\d+)?)(,\\s*(\\d+(-\\d+)?))*$`.
+
+        Accepted inputs:
+          - list[int]: Mistral-style 0-based indices. Converted to 1-based
+            and joined (e.g. [0,1,2] -> "1,2,3").
+          - list[str]: tokens like "1" or "3-5". Validated, joined as-is
+            (treated as Azure-native, i.e. 1-based).
+          - str: already in Azure format. Validated and whitespace-stripped.
+        """
+        pages_pattern = re.compile(r"^\s*\d+(-\d+)?(\s*,\s*\d+(-\d+)?)*\s*$")
+
+        if isinstance(pages, str):
+            if not pages_pattern.match(pages):
+                raise ValueError(
+                    f"Invalid `pages` string for Azure Document Intelligence: "
+                    f"{pages!r}. Expected format like '1-3,5,7-9'."
+                )
+            return pages.replace(" ", "")
+
+        if isinstance(pages, list):
+            if len(pages) == 0:
+                return ""
+            if all(isinstance(p, bool) for p in pages):
+                raise ValueError("`pages` must be integers, not booleans")
+            if all(isinstance(p, int) for p in pages):
+                if any(p < 0 for p in pages):
+                    raise ValueError(
+                        "`pages` integers must be >= 0 (Mistral 0-based indices)"
+                    )
+                # Mistral 0-based -> Azure 1-based.
+                return ",".join(str(p + 1) for p in sorted(set(pages)))
+            if all(isinstance(p, str) for p in pages):
+                joined = ",".join(p.strip() for p in pages)
+                if not pages_pattern.match(joined):
+                    raise ValueError(
+                        f"Invalid `pages` list for Azure Document Intelligence: "
+                        f"{pages!r}. Expected tokens like '1' or '3-5'."
+                    )
+                return joined
+
+        raise ValueError(
+            "`pages` must be a list[int] (0-based, Mistral-style) or a "
+            "string like '1-3,5,7-9'."
+        )
 
     def validate_environment(
         self,
@@ -141,7 +218,20 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
 
         # Azure Document Intelligence analyze endpoint
         # Note: API version 2024-11-30+ uses /documentintelligence/ (not /formrecognizer/)
-        return f"{api_base}/documentintelligence/documentModels/{model_id}:analyze?api-version={AZURE_DOCUMENT_INTELLIGENCE_API_VERSION}"
+        url = (
+            f"{api_base}/documentintelligence/documentModels/{model_id}:analyze"
+            f"?api-version={AZURE_DOCUMENT_INTELLIGENCE_API_VERSION}"
+        )
+
+        # Azure DI accepts `pages` as a query param (1-based, e.g. "1-3,5").
+        # `optional_params` has already been normalized in `map_ocr_params`.
+        pages = optional_params.get("pages") if optional_params else None
+        if pages:
+            from urllib.parse import quote
+
+            url += f"&pages={quote(str(pages), safe=',-')}"
+
+        return url
 
     def _extract_base64_from_data_uri(self, data_uri: str) -> str:
         """
@@ -233,8 +323,9 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
             data["urlSource"] = document_url
             verbose_logger.debug("Using urlSource for Azure Document Intelligence")
 
-        # Azure DI doesn't support most Mistral-specific params
-        # Ignore pages, include_image_base64, etc.
+        # Azure DI: `pages` is a query param (wired in get_complete_url),
+        # not a body field. Other Mistral-specific params (e.g.
+        # include_image_base64, image_limit) are unsupported and ignored.
 
         return OCRRequestData(data=data, files=None)
 
diff --git a/tests/ocr_tests/test_ocr_azure_document_intelligence.py b/tests/ocr_tests/test_ocr_azure_document_intelligence.py
index 9c1c9e134db..c67cfcbc98a 100644
--- a/tests/ocr_tests/test_ocr_azure_document_intelligence.py
+++ b/tests/ocr_tests/test_ocr_azure_document_intelligence.py
@@ -9,6 +9,10 @@ import os
 import pytest
 
 from base_ocr_unit_tests import BaseOCRTest
+from litellm.constants import AZURE_DOCUMENT_INTELLIGENCE_API_VERSION
+from litellm.llms.azure_ai.ocr.document_intelligence.transformation import (
+    AzureDocumentIntelligenceOCRConfig,
+)
 
 
 class TestAzureDocumentIntelligenceOCR(BaseOCRTest):
@@ -42,3 +46,125 @@ class TestAzureDocumentIntelligenceOCR(BaseOCRTest):
             "api_base": endpoint,
         }
 
+
+class TestAzureDocumentIntelligencePagesParam:
+    """
+    Unit tests for the Mistral-compatible `pages` parameter translation to
+    Azure Document Intelligence's `pages` query string.
+
+    These tests exercise the transformation layer directly and do not
+    require Azure credentials or a network call.
+    """
+
+    @pytest.fixture
+    def cfg(self) -> AzureDocumentIntelligenceOCRConfig:
+        return AzureDocumentIntelligenceOCRConfig()
+
+    def test_get_supported_ocr_params_includes_pages(self, cfg):
+        assert cfg.get_supported_ocr_params("prebuilt-layout") == ["pages"]
+
+    def test_map_ocr_params_mistral_zero_based_int_list(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": [0, 1, 2]}, {}, "prebuilt-layout")
+        assert mapped == {"pages": "1,2,3"}
+
+    def test_map_ocr_params_dedupes_and_sorts(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": [2, 0, 0, 1]}, {}, "prebuilt-layout")
+        assert mapped == {"pages": "1,2,3"}
+
+    def test_map_ocr_params_empty_list_omits_pages(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": []}, {}, "prebuilt-layout")
+        assert mapped == {}
+
+    def test_map_ocr_params_azure_native_string_range(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": "3-9"}, {}, "prebuilt-layout")
+        assert mapped == {"pages": "3-9"}
+
+    def test_map_ocr_params_azure_native_string_with_spaces_stripped(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": "1-3, 5"}, {}, "prebuilt-layout")
+        assert mapped == {"pages": "1-3,5"}
+
+    def test_map_ocr_params_list_of_string_tokens(self, cfg):
+        mapped = cfg.map_ocr_params({"pages": ["1", "3-5"]}, {}, "prebuilt-layout")
+        assert mapped == {"pages": "1,3-5"}
+
+    def test_map_ocr_params_invalid_string_raises(self, cfg):
+        with pytest.raises(ValueError, match="Invalid `pages` string"):
+            cfg.map_ocr_params({"pages": "a,b"}, {}, "prebuilt-layout")
+
+    def test_map_ocr_params_negative_index_raises(self, cfg):
+        with pytest.raises(ValueError, match="must be >= 0"):
+            cfg.map_ocr_params({"pages": [-1]}, {}, "prebuilt-layout")
+
+    def test_map_ocr_params_bool_list_raises(self, cfg):
+        with pytest.raises(ValueError, match="must be integers, not booleans"):
+            cfg.map_ocr_params({"pages": [True, False]}, {}, "prebuilt-layout")
+
+    def test_map_ocr_params_unsupported_type_raises(self, cfg):
+        with pytest.raises(ValueError):
+            cfg.map_ocr_params({"pages": 5}, {}, "prebuilt-layout")
+
+    def test_get_complete_url_appends_pages_query(self, cfg):
+        url = cfg.get_complete_url(
+            api_base="https://example.cognitiveservices.azure.com/",
+            model="azure_ai/doc-intelligence/prebuilt-layout",
+            optional_params={"pages": "1-3,5"},
+        )
+        assert (
+            f"api-version={AZURE_DOCUMENT_INTELLIGENCE_API_VERSION}" in url
+        ), url
+        assert "pages=1-3,5" in url, url
+        assert "/documentintelligence/documentModels/prebuilt-layout:analyze" in url
+
+    def test_get_complete_url_no_pages_when_optional_params_empty(self, cfg):
+        url = cfg.get_complete_url(
+            api_base="https://example.cognitiveservices.azure.com",
+            model="prebuilt-layout",
+            optional_params={},
+        )
+        assert "pages=" not in url
+
+    def test_transform_ocr_request_does_not_put_pages_in_body(self, cfg):
+        req = cfg.transform_ocr_request(
+            model="prebuilt-layout",
+            document={
+                "type": "document_url",
+                "document_url": "https://example.com/x.pdf",
+            },
+            optional_params={"pages": "1,2,3"},
+            headers={},
+        )
+        assert req.data is not None
+        assert "pages" not in req.data
+        assert req.data.get("urlSource") == "https://example.com/x.pdf"
+
+    def test_end_to_end_mistral_shape_to_azure_query(self, cfg):
+        """
+        Caller sends Mistral-style `pages: [2,3,4,5,6,7,8]` (0-based,
+        meaning human pages 3-9). LiteLLM should turn that into Azure's
+        `&pages=3,4,5,6,7,8,9` on the analyze URL, and the body should
+        still only contain urlSource.
+        """
+        non_default_params = {"pages": [2, 3, 4, 5, 6, 7, 8]}
+        optional_params = cfg.map_ocr_params(
+            non_default_params=non_default_params,
+            optional_params={},
+            model="prebuilt-layout",
+        )
+        url = cfg.get_complete_url(
+            api_base="https://example.cognitiveservices.azure.com",
+            model="prebuilt-layout",
+            optional_params=optional_params,
+        )
+        req = cfg.transform_ocr_request(
+            model="prebuilt-layout",
+            document={
+                "type": "document_url",
+                "document_url": "https://example.com/x.pdf",
+            },
+            optional_params=optional_params,
+            headers={},
+        )
+
+        assert "pages=3,4,5,6,7,8,9" in url
+        assert req.data == {"urlSource": "https://example.com/x.pdf"}
+

From 089ca5fc0f00f87a9ecb0420b83f54c0f9b160e1 Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Thu, 16 Apr 2026 19:27:14 -0700
Subject: [PATCH 47/95] fix(azure-ocr): reject mixed bool+int in pages list
 validation

Use any() instead of all() for bool check so lists like [True, 1, 2]
raise ValueError; bool is a subclass of int so all(int) alone was insufficient.

Made-with: Cursor
---
 .../llms/azure_ai/ocr/document_intelligence/transformation.py   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
index f2888b1cd2e..7eb47b03b48 100644
--- a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
+++ b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
@@ -113,7 +113,7 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
         if isinstance(pages, list):
             if len(pages) == 0:
                 return ""
-            if all(isinstance(p, bool) for p in pages):
+            if any(isinstance(p, bool) for p in pages):
                 raise ValueError("`pages` must be integers, not booleans")
             if all(isinstance(p, int) for p in pages):
                 if any(p < 0 for p in pages):

From a84c27674fe3dcfad9832fe93b0020a53836ec1e Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Thu, 16 Apr 2026 19:28:32 -0700
Subject: [PATCH 48/95] refactor(azure-ocr): move urllib.parse.quote to module
 imports

Remove inline import in get_complete_url; quote is stdlib with no circular
import risk per project style.

Made-with: Cursor
---
 .../llms/azure_ai/ocr/document_intelligence/transformation.py  | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
index 7eb47b03b48..f80252ba6d8 100644
--- a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
+++ b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
@@ -11,6 +11,7 @@ import asyncio
 import re
 import time
 from typing import Any, Dict, Optional
+from urllib.parse import quote
 
 import httpx
 
@@ -227,8 +228,6 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
         # `optional_params` has already been normalized in `map_ocr_params`.
         pages = optional_params.get("pages") if optional_params else None
         if pages:
-            from urllib.parse import quote
-
             url += f"&pages={quote(str(pages), safe=',-')}"
 
         return url

From bcb2ea63f139b3ff8bcb2164c3a886c9d5314cea Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 16 Apr 2026 21:12:09 -0700
Subject: [PATCH 49/95] fix: add explicit admin bypass to agent access checks
 for consistency

---
 litellm/proxy/agent_endpoints/a2a_routing.py | 23 +++++++++++-------
 litellm/proxy/agent_endpoints/endpoints.py   | 25 ++++++++++++--------
 2 files changed, 29 insertions(+), 19 deletions(-)

diff --git a/litellm/proxy/agent_endpoints/a2a_routing.py b/litellm/proxy/agent_endpoints/a2a_routing.py
index d5f5348731f..a9b75de9807 100644
--- a/litellm/proxy/agent_endpoints/a2a_routing.py
+++ b/litellm/proxy/agent_endpoints/a2a_routing.py
@@ -11,7 +11,7 @@ import litellm
 from fastapi import HTTPException
 
 from litellm._logging import verbose_proxy_logger
-from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 
 
 async def route_a2a_agent_request(
@@ -50,16 +50,21 @@ async def route_a2a_agent_request(
         route_name = ROUTE_ENDPOINT_MAPPING.get(route_type, route_type)
         raise ProxyModelNotFoundError(route=route_name, model_name=model_name)
 
-    # Verify the caller is permitted to use this agent
-    is_allowed = await AgentRequestHandler.is_agent_allowed(
-        agent_id=agent.agent_id,
-        user_api_key_auth=user_api_key_dict,
+    # Verify the caller is permitted to use this agent (admins bypass the check)
+    is_admin = user_api_key_dict is not None and (
+        user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
+        or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
     )
-    if not is_allowed:
-        raise HTTPException(
-            status_code=403,
-            detail=f"Agent '{agent_name}' is not allowed for your key/team. Contact proxy admin for access.",
+    if not is_admin:
+        is_allowed = await AgentRequestHandler.is_agent_allowed(
+            agent_id=agent.agent_id,
+            user_api_key_auth=user_api_key_dict,
         )
+        if not is_allowed:
+            raise HTTPException(
+                status_code=403,
+                detail=f"Agent '{agent_name}' is not allowed for your key/team. Contact proxy admin for access.",
+            )
 
     # Get API base URL from agent config
     if not agent.agent_card_params or "url" not in agent.agent_card_params:
diff --git a/litellm/proxy/agent_endpoints/endpoints.py b/litellm/proxy/agent_endpoints/endpoints.py
index 4c5fbaa22c5..c351d3cfecb 100644
--- a/litellm/proxy/agent_endpoints/endpoints.py
+++ b/litellm/proxy/agent_endpoints/endpoints.py
@@ -392,19 +392,24 @@ async def get_agent_by_id(
     """
     await check_feature_access_for_user(user_api_key_dict, "agents")
 
-    from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
-        AgentRequestHandler,
+    is_admin = (
+        user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
+        or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
     )
-
-    is_allowed = await AgentRequestHandler.is_agent_allowed(
-        agent_id=agent_id, user_api_key_auth=user_api_key_dict
-    )
-    if not is_allowed:
-        raise HTTPException(
-            status_code=403,
-            detail=f"Agent '{agent_id}' is not allowed for your key/team. Contact proxy admin for access.",
+    if not is_admin:
+        from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
+            AgentRequestHandler,
         )
 
+        is_allowed = await AgentRequestHandler.is_agent_allowed(
+            agent_id=agent_id, user_api_key_auth=user_api_key_dict
+        )
+        if not is_allowed:
+            raise HTTPException(
+                status_code=403,
+                detail=f"Agent '{agent_id}' is not allowed for your key/team. Contact proxy admin for access.",
+            )
+
     from litellm.proxy.proxy_server import prisma_client
 
     if prisma_client is None:

From d86c6a5b2fe357f8d03ac1de6292c3de25d0f115 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 17 Apr 2026 12:36:58 +0530
Subject: [PATCH 50/95] fix(proxy): prioritize reasoning health check token
 defaults

Apply reasoning-first precedence for background health-check max tokens, parse reasoning env as optional, and raise non-wildcard fallback max_tokens from 1 to 5 for better reliability.

Made-with: Cursor
---
 docs/my-website/docs/proxy/config_settings.md |   3 +-
 docs/my-website/docs/proxy/health.md          |  26 ++++-
 litellm/constants.py                          |  19 ++++
 litellm/proxy/health_check.py                 |  82 ++++++++++++--
 .../proxy/test_health_check_max_tokens.py     | 105 +++++++++++++++++-
 5 files changed, 221 insertions(+), 14 deletions(-)

diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index be819a04ca1..a886a754f5e 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -487,7 +487,8 @@ router_settings:
 | AZURE_STORAGE_CLIENT_ID | The Application Client ID to use for Authentication to Azure Blob Storage logging
 | AZURE_STORAGE_CLIENT_SECRET | The Application Client Secret to use for Authentication to Azure Blob Storage logging
 | AZURE_VECTOR_STORE_COST_PER_GB_PER_DAY | Cost per GB per day for Azure Vector Store service
-| BACKGROUND_HEALTH_CHECK_MAX_TOKENS | Optional global default for `max_tokens` on proxy background health checks when a model has no `health_check_max_tokens`. If unset, non-wildcard models default to 1. Applies to wildcard routes when set. Default is unset
+| BACKGROUND_HEALTH_CHECK_MAX_TOKENS | Optional global default for `max_tokens` on proxy background health checks when a model has no `health_check_max_tokens`. If unset, non-wildcard models default to 5. Applies to wildcard routes when set. Default is unset
+| BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING | For **non-wildcard** reasoning models (`supports_reasoning(model)=true`), this takes precedence over `BACKGROUND_HEALTH_CHECK_MAX_TOKENS` when set. If unset, reasoning models fall back to `BACKGROUND_HEALTH_CHECK_MAX_TOKENS` (if set) or default behavior. Wildcard routes ignore this. Default is unset
 | BATCH_STATUS_POLL_INTERVAL_SECONDS | Interval in seconds for polling batch status. Default is 3600 (1 hour)
 | BATCH_STATUS_POLL_MAX_ATTEMPTS | Maximum number of attempts for polling batch status. Default is 24 (for 24 hours)
 | BEDROCK_MAX_POLICY_SIZE | Maximum size for Bedrock policy. Default is 75
diff --git a/docs/my-website/docs/proxy/health.md b/docs/my-website/docs/proxy/health.md
index 1d893961b62..535c90154bd 100644
--- a/docs/my-website/docs/proxy/health.md
+++ b/docs/my-website/docs/proxy/health.md
@@ -338,7 +338,7 @@ model_list:
 
 ## Health Check Max Tokens
 
-By default, health checks use `max_tokens=1` to minimize cost and latency. For wildcard models, the default is `max_tokens=10`.
+By default, health checks use `max_tokens=5` to balance reliability with low cost and latency. For wildcard models, the default is `max_tokens=10`.
 
 You can override this per-model by setting `health_check_max_tokens` in the `model_info` section of your config.yaml.
 
@@ -352,6 +352,30 @@ model_list:
       health_check_max_tokens: 5 # 👈 OVERRIDE HEALTH CHECK MAX TOKENS
 ```
 
+### Reasoning vs non-reasoning defaults
+
+Reasoning models (per `supports_reasoning` in the model map) often need a higher health-check `max_tokens` because providers count reasoning tokens toward the completion budget. You can set **separate** limits without listing every model:
+
+**Per deployment (`model_info`)** — used when `health_check_max_tokens` is not set. Ignored for wildcard routes (`*` in `litellm_params.model`, i.e. the deployment model string; not `health_check_model`).
+
+```yaml
+model_list:
+  - model_name: openai-stack
+    litellm_params:
+      model: openai/gpt-5-nano
+      api_key: os.environ/OPENAI_API_KEY
+    model_info:
+      health_check_max_tokens_reasoning: 128
+      health_check_max_tokens_non_reasoning: 1
+```
+
+**Global (environment)**:
+
+- `BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING` — for non-wildcard reasoning models, this value takes precedence when set
+- `BACKGROUND_HEALTH_CHECK_MAX_TOKENS` — global fallback for all models (including wildcard routes)
+
+If neither is set, non-wildcard models default to `5` and wildcard routes omit `max_tokens`.
+
 ## `/health/readiness`
 
 Unprotected endpoint for checking if proxy is ready to accept requests
diff --git a/litellm/constants.py b/litellm/constants.py
index e5f637e9f15..6c89cf5946d 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -1360,6 +1360,25 @@ try:
     )
 except (ValueError, TypeError):
     BACKGROUND_HEALTH_CHECK_MAX_TOKENS = None
+
+
+_background_health_check_max_tokens_reasoning_env = os.getenv(
+    "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING"
+)
+try:
+    _raw_background_health_check_max_tokens_reasoning = (
+        _background_health_check_max_tokens_reasoning_env.strip()
+        if _background_health_check_max_tokens_reasoning_env is not None
+        else ""
+    )
+    BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING: Optional[int] = (
+        int(_raw_background_health_check_max_tokens_reasoning)
+        if _raw_background_health_check_max_tokens_reasoning
+        else None
+    )
+except (ValueError, TypeError):
+    BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING = None
+
 LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME = "litellm-internal-health-check"
 LITTELM_CLI_SERVICE_ACCOUNT_NAME = "litellm-cli"
 LITELLM_INTERNAL_JOBS_SERVICE_ACCOUNT_NAME = "litellm_internal_jobs"
diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py
index 1518ed66ab1..fbe056d41cb 100644
--- a/litellm/proxy/health_check.py
+++ b/litellm/proxy/health_check.py
@@ -13,6 +13,7 @@ import litellm
 logger = logging.getLogger(__name__)
 from litellm.constants import (
     BACKGROUND_HEALTH_CHECK_MAX_TOKENS,
+    BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING,
     DEFAULT_HEALTH_CHECK_PROMPT,
     HEALTH_CHECK_TIMEOUT_SECONDS,
 )
@@ -292,6 +293,75 @@ def build_deployment_health_states(
     return states
 
 
+def _deployment_model_string_for_health_check(litellm_params: dict) -> str:
+    """Deployment model from litellm_params (before Bedrock rewrite).
+
+    Used for reasoning vs non-reasoning max_tokens and wildcard detection only.
+    Does not use ``health_check_model``; that override applies later to the request.
+    """
+    return litellm_params.get("model") or ""
+
+
+def _health_check_deployment_is_wildcard(litellm_params: dict) -> bool:
+    return "*" in _deployment_model_string_for_health_check(litellm_params)
+
+
+def _resolve_health_check_max_tokens(model_info: dict, litellm_params: dict) -> Optional[int]:
+    """
+    Pick max_tokens for the health check request.
+
+    Priority:
+    1. model_info.health_check_max_tokens (explicit override)
+    2. For non-wildcard routes: health_check_max_tokens_reasoning / _non_reasoning
+       from model_info based on litellm.supports_reasoning(litellm_params["model"])
+    3. For non-wildcard reasoning routes: BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING
+       from env (if set)
+    4. BACKGROUND_HEALTH_CHECK_MAX_TOKENS (global, any route including wildcards)
+    5. Non-wildcard default: 5
+    6. Wildcard and nothing from (1)(4): leave unset (caller omits max_tokens)
+    """
+    explicit = model_info.get("health_check_max_tokens", None)
+    if explicit is not None:
+        return int(explicit)
+
+    is_wildcard = _health_check_deployment_is_wildcard(litellm_params)
+    deployment_model = _deployment_model_string_for_health_check(litellm_params)
+
+    if not is_wildcard:
+        tokens_reasoning = model_info.get("health_check_max_tokens_reasoning", None)
+        tokens_non_reasoning = model_info.get(
+            "health_check_max_tokens_non_reasoning", None
+        )
+        if tokens_reasoning is not None or tokens_non_reasoning is not None:
+            try:
+                is_reasoning = litellm.supports_reasoning(deployment_model)
+            except Exception:
+                is_reasoning = False
+            if is_reasoning and tokens_reasoning is not None:
+                return int(tokens_reasoning)
+            if not is_reasoning and tokens_non_reasoning is not None:
+                return int(tokens_non_reasoning)
+
+    if not is_wildcard:
+        try:
+            is_reasoning = litellm.supports_reasoning(deployment_model)
+        except Exception:
+            is_reasoning = False
+        if (
+            is_reasoning
+            and BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING is not None
+        ):
+            return int(BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING)
+
+    if BACKGROUND_HEALTH_CHECK_MAX_TOKENS is not None:
+        return int(BACKGROUND_HEALTH_CHECK_MAX_TOKENS)
+
+    if not is_wildcard:
+        return 5
+
+    return None
+
+
 def _update_litellm_params_for_health_check(
     model_info: dict, litellm_params: dict
 ) -> dict:
@@ -304,15 +374,9 @@ def _update_litellm_params_for_health_check(
     - for Bedrock models with region routing (bedrock/region/model), strips the litellm routing prefix but preserves the model ID
     """
     litellm_params["messages"] = _get_random_llm_message()
-    _health_check_max_tokens = model_info.get("health_check_max_tokens", None)
-    if _health_check_max_tokens is not None:
-        litellm_params["max_tokens"] = _health_check_max_tokens
-    elif BACKGROUND_HEALTH_CHECK_MAX_TOKENS is not None:
-        litellm_params["max_tokens"] = BACKGROUND_HEALTH_CHECK_MAX_TOKENS
-    elif "*" not in (
-        model_info.get("health_check_model") or litellm_params.get("model") or ""
-    ):
-        litellm_params["max_tokens"] = 1
+    _resolved_max_tokens = _resolve_health_check_max_tokens(model_info, litellm_params)
+    if _resolved_max_tokens is not None:
+        litellm_params["max_tokens"] = _resolved_max_tokens
 
     _health_check_model = model_info.get("health_check_model", None)
     if _health_check_model is not None:
diff --git a/tests/test_litellm/proxy/test_health_check_max_tokens.py b/tests/test_litellm/proxy/test_health_check_max_tokens.py
index 4d417b40b59..d5011e51fef 100644
--- a/tests/test_litellm/proxy/test_health_check_max_tokens.py
+++ b/tests/test_litellm/proxy/test_health_check_max_tokens.py
@@ -4,20 +4,25 @@ import pytest
 
 from litellm.litellm_core_utils.health_check_helpers import HealthCheckHelpers
 from litellm.proxy import health_check as hc_module
-from litellm.proxy.health_check import _update_litellm_params_for_health_check
+from litellm.proxy.health_check import (
+    _resolve_health_check_max_tokens,
+    _update_litellm_params_for_health_check,
+)
 
 
 @pytest.mark.asyncio
-async def test_update_litellm_params_max_tokens_default():
+async def test_update_litellm_params_max_tokens_default(monkeypatch):
     """
     Test that max_tokens defaults to 1 for non-wildcard models.
     """
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", None)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", None)
     model_info = {}
     litellm_params = {"model": "gpt-4"}
 
     updated_params = _update_litellm_params_for_health_check(model_info, litellm_params)
 
-    assert updated_params["max_tokens"] == 1
+    assert updated_params["max_tokens"] == 5
 
 
 @pytest.mark.asyncio
@@ -126,3 +131,97 @@ async def test_global_env_var_applies_to_wildcard_models(monkeypatch):
     updated_params = _update_litellm_params_for_health_check(model_info, litellm_params)
 
     assert updated_params["max_tokens"] == 15
+
+
+def test_resolve_health_check_max_tokens_reasoning_specific_model_info():
+    model_info = {
+        "health_check_max_tokens_reasoning": 64,
+        "health_check_max_tokens_non_reasoning": 2,
+    }
+    litellm_params = {"model": "openai/gpt-4o"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=False):
+        assert _resolve_health_check_max_tokens(model_info, litellm_params) == 2
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=True):
+        assert _resolve_health_check_max_tokens(model_info, litellm_params) == 64
+
+
+def test_explicit_health_check_max_tokens_beats_reasoning_specific():
+    model_info = {
+        "health_check_max_tokens": 9,
+        "health_check_max_tokens_reasoning": 64,
+        "health_check_max_tokens_non_reasoning": 2,
+    }
+    litellm_params = {"model": "openai/gpt-4o"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=True):
+        assert _resolve_health_check_max_tokens(model_info, litellm_params) == 9
+
+
+def test_reasoning_specific_falls_through_when_wrong_branch_only(monkeypatch):
+    """Only non-reasoning key set but model is reasoning → fall back to default 5."""
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", None)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", None)
+    model_info = {"health_check_max_tokens_non_reasoning": 3}
+    litellm_params = {"model": "openai/o1"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=True):
+        assert _resolve_health_check_max_tokens(model_info, litellm_params) == 5
+
+
+@pytest.mark.asyncio
+async def test_background_split_env_reasoning_vs_non_reasoning(monkeypatch):
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", None)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", 50)
+
+    model_info = {}
+    litellm_params = {"model": "azure/gpt-4"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=False):
+        updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+        assert updated["max_tokens"] == 5
+
+    litellm_params2 = {"model": "openai/o1"}
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=True):
+        updated2 = _update_litellm_params_for_health_check(model_info, litellm_params2)
+        assert updated2["max_tokens"] == 50
+
+
+@pytest.mark.asyncio
+async def test_reasoning_env_precedence_over_global(monkeypatch):
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", 10)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", 20)
+
+    model_info = {}
+    litellm_params = {"model": "openai/gpt-5.4"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=True):
+        updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+        assert updated["max_tokens"] == 20
+
+
+@pytest.mark.asyncio
+async def test_non_reasoning_uses_global_when_reasoning_env_set(monkeypatch):
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", 10)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", 20)
+
+    model_info = {}
+    litellm_params = {"model": "azure/gpt-4"}
+
+    with patch.object(hc_module.litellm, "supports_reasoning", return_value=False):
+        updated = _update_litellm_params_for_health_check(model_info, litellm_params)
+        assert updated["max_tokens"] == 10
+
+
+def test_wildcard_ignores_reasoning_split_model_info(monkeypatch):
+    """Wildcard routes do not use reasoning/non-reasoning model_info split."""
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", None)
+    monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", None)
+    model_info = {
+        "health_check_max_tokens_reasoning": 99,
+        "health_check_max_tokens_non_reasoning": 7,
+    }
+    litellm_params = {"model": "openai/*"}
+
+    assert _resolve_health_check_max_tokens(model_info, litellm_params) is None

From 76c69bb933d5709e4007ea8685bb4c8cdadc53f2 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Fri, 17 Apr 2026 12:49:31 +0530
Subject: [PATCH 51/95] fix(proxy): avoid duplicate reasoning capability lookup

Compute supports_reasoning once per non-wildcard health-check resolution path and update the stale default-max-tokens test docstring.

Made-with: Cursor
---
 litellm/proxy/health_check.py                      | 14 ++++----------
 .../proxy/test_health_check_max_tokens.py          |  2 +-
 2 files changed, 5 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py
index fbe056d41cb..e0664703d28 100644
--- a/litellm/proxy/health_check.py
+++ b/litellm/proxy/health_check.py
@@ -328,25 +328,19 @@ def _resolve_health_check_max_tokens(model_info: dict, litellm_params: dict) ->
     deployment_model = _deployment_model_string_for_health_check(litellm_params)
 
     if not is_wildcard:
+        try:
+            is_reasoning = litellm.supports_reasoning(deployment_model)
+        except Exception:
+            is_reasoning = False
         tokens_reasoning = model_info.get("health_check_max_tokens_reasoning", None)
         tokens_non_reasoning = model_info.get(
             "health_check_max_tokens_non_reasoning", None
         )
         if tokens_reasoning is not None or tokens_non_reasoning is not None:
-            try:
-                is_reasoning = litellm.supports_reasoning(deployment_model)
-            except Exception:
-                is_reasoning = False
             if is_reasoning and tokens_reasoning is not None:
                 return int(tokens_reasoning)
             if not is_reasoning and tokens_non_reasoning is not None:
                 return int(tokens_non_reasoning)
-
-    if not is_wildcard:
-        try:
-            is_reasoning = litellm.supports_reasoning(deployment_model)
-        except Exception:
-            is_reasoning = False
         if (
             is_reasoning
             and BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING is not None
diff --git a/tests/test_litellm/proxy/test_health_check_max_tokens.py b/tests/test_litellm/proxy/test_health_check_max_tokens.py
index d5011e51fef..09211b72c3e 100644
--- a/tests/test_litellm/proxy/test_health_check_max_tokens.py
+++ b/tests/test_litellm/proxy/test_health_check_max_tokens.py
@@ -13,7 +13,7 @@ from litellm.proxy.health_check import (
 @pytest.mark.asyncio
 async def test_update_litellm_params_max_tokens_default(monkeypatch):
     """
-    Test that max_tokens defaults to 1 for non-wildcard models.
+    Test that max_tokens defaults to 5 for non-wildcard models.
     """
     monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS", None)
     monkeypatch.setattr(hc_module, "BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING", None)

From 66167f532e24e0fa3322d63c9eb4bfa4b433b5ca Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 16 Apr 2026 23:48:14 -0700
Subject: [PATCH 52/95] [Feature] UI - Settings: add
 forward_llm_provider_auth_headers toggle

---
 .../proxy_setting_endpoints.py                | 11 +++
 .../test_proxy_setting_endpoints.py           | 77 +++++++++++++++++++
 2 files changed, 88 insertions(+)

diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index 0349f289b4e..dd2b5aea7c8 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -100,6 +100,15 @@ class UISettings(BaseModel):
         description="If enabled, forwards client headers (e.g. Authorization) to the LLM API. Required for Claude Code with Max subscription.",
     )
 
+    forward_llm_provider_auth_headers: bool = Field(
+        default=False,
+        description=(
+            "If enabled, forwards LLM provider auth headers (x-api-key, "
+            "x-goog-api-key, api-key, ocp-apim-subscription-key) to the upstream "
+            "provider. Required for Claude Code BYOK (bring-your-own-key) flows."
+        ),
+    )
+
     enable_projects_ui: bool = Field(
         default=False,
         description="If enabled, shows the Projects feature in the UI sidebar and the project field in key management.",
@@ -149,6 +158,7 @@ ALLOWED_UI_SETTINGS_FIELDS = {
     "enabled_ui_pages_internal_users",
     "require_auth_for_public_ai_hub",
     "forward_client_headers_to_llm_api",
+    "forward_llm_provider_auth_headers",
     "enable_projects_ui",
     "disable_agents_for_internal_users",
     "allow_agents_for_team_admins",
@@ -162,6 +172,7 @@ ALLOWED_UI_SETTINGS_FIELDS = {
 # general_settings at runtime (on both read and write).
 _RUNTIME_GENERAL_SETTINGS_FLAGS = [
     "forward_client_headers_to_llm_api",
+    "forward_llm_provider_auth_headers",
     "disable_agents_for_internal_users",
     "allow_agents_for_team_admins",
     "disable_vector_stores_for_internal_users",
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index bd9968ae936..f82017b14ae 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -1016,6 +1016,83 @@ class TestProxySettingEndpoints:
         assert "unsupported_flag" not in stored_settings
         assert stored_settings["disable_model_add_for_internal_users"] is False
 
+    def test_update_ui_settings_persists_forward_llm_provider_auth_headers(
+        self, mock_auth, monkeypatch
+    ):
+        """BYOK flag must be allowlisted and persisted to litellm_uisettings."""
+        from unittest.mock import AsyncMock, MagicMock
+
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+        mock_user_auth = UserAPIKeyAuth(
+            user_id="test-user-123",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+        app.dependency_overrides[user_api_key_auth] = lambda: mock_user_auth
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        mock_prisma = MagicMock()
+        mock_prisma.db.litellm_uisettings.upsert = AsyncMock()
+        mock_prisma.db.litellm_uisettings.find_unique = AsyncMock(return_value=None)
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+        payload = {"forward_llm_provider_auth_headers": True}
+
+        try:
+            response = client.patch("/update/ui_settings", json=payload)
+        finally:
+            app.dependency_overrides.clear()
+
+        assert response.status_code == 200
+        data = response.json()
+        assert data["status"] == "success"
+        assert data["settings"]["forward_llm_provider_auth_headers"] is True
+
+        assert mock_prisma.db.litellm_uisettings.upsert.called
+        call_args = mock_prisma.db.litellm_uisettings.upsert.call_args
+        create_data = call_args.kwargs["data"]["create"]
+        stored_settings = json.loads(create_data["ui_settings"])
+        assert stored_settings["forward_llm_provider_auth_headers"] is True
+
+    def test_update_ui_settings_syncs_forward_llm_provider_auth_headers_to_general_settings(
+        self, mock_auth, monkeypatch
+    ):
+        """BYOK flag must be synced into general_settings dict so the request path sees it."""
+        from unittest.mock import AsyncMock, MagicMock
+
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+        mock_user_auth = UserAPIKeyAuth(
+            user_id="test-user-123",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+        app.dependency_overrides[user_api_key_auth] = lambda: mock_user_auth
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+
+        # Reset general_settings so the test is hermetic
+        general_settings: dict = {}
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.general_settings", general_settings
+        )
+
+        mock_prisma = MagicMock()
+        mock_prisma.db.litellm_uisettings.upsert = AsyncMock()
+        mock_prisma.db.litellm_uisettings.find_unique = AsyncMock(return_value=None)
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+        payload = {"forward_llm_provider_auth_headers": True}
+
+        try:
+            response = client.patch("/update/ui_settings", json=payload)
+        finally:
+            app.dependency_overrides.clear()
+
+        assert response.status_code == 200
+        assert general_settings.get("forward_llm_provider_auth_headers") is True
+
     def test_get_sso_settings_from_database(self, mock_proxy_config, mock_auth, monkeypatch):
         """Test getting SSO settings from the dedicated database table"""
         import json

From d0f17064797970819e48891ec5c8fd7992e57903 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 16 Apr 2026 23:54:00 -0700
Subject: [PATCH 53/95] [Test] pre-call utils: regression coverage for BYOK
 x-api-key forwarding

---
 .../proxy/test_litellm_pre_call_utils.py      | 78 +++++++++++++++++++
 1 file changed, 78 insertions(+)

diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index cf7e71b14d4..4c14aad077a 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -7,6 +7,7 @@ from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi import Request
+from starlette.datastructures import Headers
 
 import litellm
 from litellm.proxy._types import TeamCallbackMetadata, UserAPIKeyAuth
@@ -23,6 +24,7 @@ from litellm.proxy.litellm_pre_call_utils import (
     add_guardrails_from_policy_engine,
     add_litellm_data_to_request,
     check_if_token_is_service_account,
+    clean_headers,
 )
 from litellm.types.utils import CredentialItem
 
@@ -2455,3 +2457,79 @@ def test_resolve_provider_hint_from_model_name():
         "azure/gpt-4", config, None, pre_alias_model_name="gpt-4", provider="azure"
     )
     assert result == "azure-cred"
+
+
+def test_clean_headers_preserves_x_api_key_when_byok_enabled():
+    """
+    Regression test: when forward_llm_provider_auth_headers=True,
+    clean_headers() must preserve the client-supplied x-api-key header
+    so it can be forwarded to the upstream Anthropic API (BYOK flow).
+    """
+    headers = Headers(
+        {
+            "x-api-key": "sk-ant-api03-client-key",
+            "x-litellm-api-key": "sk-proxy-virtual-key",
+            "content-type": "application/json",
+        }
+    )
+
+    result = clean_headers(
+        headers=headers,
+        litellm_key_header_name="x-litellm-api-key",
+        forward_llm_provider_auth_headers=True,
+        authenticated_with_header="x-litellm-api-key",
+    )
+
+    # x-api-key must be preserved for BYOK
+    assert result.get("x-api-key") == "sk-ant-api03-client-key"
+    # x-litellm-api-key must NOT leak to the upstream
+    assert "x-litellm-api-key" not in result
+
+
+def test_clean_headers_strips_x_api_key_when_byok_disabled():
+    """
+    Regression test: with forward_llm_provider_auth_headers=False (default),
+    x-api-key must be stripped so proxy-configured keys are not overridden
+    by a client-supplied one.
+    """
+    headers = Headers(
+        {
+            "x-api-key": "sk-ant-api03-client-key",
+            "x-litellm-api-key": "sk-proxy-virtual-key",
+        }
+    )
+
+    result = clean_headers(
+        headers=headers,
+        litellm_key_header_name="x-litellm-api-key",
+        forward_llm_provider_auth_headers=False,
+        authenticated_with_header="x-litellm-api-key",
+    )
+
+    assert "x-api-key" not in result
+
+
+def test_clean_headers_strips_x_api_key_when_byok_enabled_but_x_api_key_was_auth_header():
+    """
+    Anti-replay regression: even when forward_llm_provider_auth_headers=True,
+    if the client authenticated TO the proxy using x-api-key (i.e., the proxy
+    key arrived as x-api-key), clean_headers() must NOT forward that header
+    upstream. Otherwise a proxy-auth key would leak to the LLM provider.
+    """
+    headers = Headers(
+        {
+            "x-api-key": "sk-proxy-auth-key-masquerading-as-anthropic-key",
+            "content-type": "application/json",
+        }
+    )
+
+    result = clean_headers(
+        headers=headers,
+        litellm_key_header_name="x-litellm-api-key",
+        forward_llm_provider_auth_headers=True,
+        authenticated_with_header="x-api-key",
+    )
+
+    # Even with BYOK enabled, x-api-key must be stripped when it was used
+    # as the LiteLLM auth header (anti-replay guard).
+    assert "x-api-key" not in result

From ad48af69aafabcbd655b7aaab4f8a63f73e868e2 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 00:00:15 -0700
Subject: [PATCH 54/95] [Feature] UI - Models: allow empty api_key for
 Anthropic provider (BYOK)

---
 .../provider_create_fields.json               |  4 +--
 .../public_endpoints/test_public_endpoints.py | 28 +++++++++++++++++++
 2 files changed, 30 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/public_endpoints/provider_create_fields.json b/litellm/proxy/public_endpoints/provider_create_fields.json
index 860593a6eab..b24f3df6272 100644
--- a/litellm/proxy/public_endpoints/provider_create_fields.json
+++ b/litellm/proxy/public_endpoints/provider_create_fields.json
@@ -218,8 +218,8 @@
         "key": "api_key",
         "label": "API Key",
         "placeholder": "sk-",
-        "tooltip": null,
-        "required": true,
+        "tooltip": "Leave empty for BYOK (bring-your-own-key) flows, where clients forward their own Anthropic key via the x-api-key header. Requires the 'Forward LLM provider auth headers' UI setting to be enabled.",
+        "required": false,
         "field_type": "password",
         "options": null,
         "default_value": null
diff --git a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
index d62f88bf169..dc6def48fcb 100644
--- a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
+++ b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
@@ -138,6 +138,34 @@ def test_azure_provider_fields_include_entra_id():
     assert fields_by_key["client_secret"]["required"] is False
 
 
+def test_anthropic_provider_fields_support_byok():
+    """
+    The Anthropic provider form must allow BYOK:
+    - api_key is optional (not required) so admins can create models without a key
+    - api_key has a non-null tooltip explaining the BYOK use case
+    """
+    app_instance = FastAPI()
+    app_instance.include_router(router)
+    test_client = TestClient(app_instance)
+
+    response = test_client.get("/public/providers/fields")
+    assert response.status_code == 200
+    providers = response.json()
+
+    anthropic = next((p for p in providers if p["provider"] == "Anthropic"), None)
+    assert anthropic is not None, "Anthropic provider entry not found"
+
+    fields_by_key = {f["key"]: f for f in anthropic["credential_fields"]}
+    assert "api_key" in fields_by_key
+    assert fields_by_key["api_key"]["required"] is False, (
+        "Anthropic api_key must be optional so admins can configure BYOK models "
+        "without entering a key. See BYOK tutorial."
+    )
+    assert fields_by_key["api_key"].get("tooltip"), (
+        "Anthropic api_key must have a tooltip explaining the BYOK use case."
+    )
+
+
 def test_public_model_hub_with_healthy_model():
     """Test that health information is populated for a healthy model"""
     app = FastAPI()

From 9a8aa4fae4270e83063f688d422ea088e9e4b2f7 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 00:04:38 -0700
Subject: [PATCH 55/95] [Feature] UI - Models: add api_base field for Anthropic
 provider form

---
 .../provider_create_fields.json                 | 10 ++++++++++
 .../public_endpoints/test_public_endpoints.py   | 17 +++++++++++++++++
 2 files changed, 27 insertions(+)

diff --git a/litellm/proxy/public_endpoints/provider_create_fields.json b/litellm/proxy/public_endpoints/provider_create_fields.json
index b24f3df6272..98ec977b072 100644
--- a/litellm/proxy/public_endpoints/provider_create_fields.json
+++ b/litellm/proxy/public_endpoints/provider_create_fields.json
@@ -214,6 +214,16 @@
     "provider_display_name": "Anthropic",
     "litellm_provider": "anthropic",
     "credential_fields": [
+      {
+        "key": "api_base",
+        "label": "API Base",
+        "placeholder": null,
+        "tooltip": "Optional. Override the upstream Anthropic API URL. Defaults to https://api.anthropic.com.",
+        "required": false,
+        "field_type": "text",
+        "options": null,
+        "default_value": null
+      },
       {
         "key": "api_key",
         "label": "API Key",
diff --git a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
index dc6def48fcb..ced5e2f43b0 100644
--- a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
+++ b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
@@ -164,6 +164,23 @@ def test_anthropic_provider_fields_support_byok():
     assert fields_by_key["api_key"].get("tooltip"), (
         "Anthropic api_key must have a tooltip explaining the BYOK use case."
     )
+    assert "api_base" in fields_by_key, (
+        "Anthropic provider form must expose api_base so cloud customers "
+        "can override the upstream URL without env var access."
+    )
+    api_base_field = fields_by_key["api_base"]
+    assert api_base_field["required"] is False
+    assert api_base_field["field_type"] == "text"
+    assert api_base_field.get("tooltip"), (
+        "api_base should have a tooltip explaining it is optional."
+    )
+
+    # UI forms render fields in credential_fields order; api_base should come first
+    # so an admin sees the URL override before the key field.
+    field_order = [f["key"] for f in anthropic["credential_fields"]]
+    assert field_order.index("api_base") < field_order.index("api_key"), (
+        "api_base must appear before api_key in credential_fields (matches AI21 and ANTHROPIC_TEXT convention)."
+    )
 
 
 def test_public_model_hub_with_healthy_model():

From 7eae18d1587959c4f2589bfca599059623356fc6 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 00:11:32 -0700
Subject: [PATCH 56/95] [Feature] UI - Settings: toggle row for
 forward_llm_provider_auth_headers

---
 .../AdminSettings/UISettings/UISettings.tsx   | 36 +++++++++++++++++++
 1 file changed, 36 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
index fb7c38449b0..9751ad435d5 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
@@ -17,6 +17,8 @@ export default function UISettings() {
   const disableTeamAdminDeleteProperty = schema?.properties?.disable_team_admin_delete_team_user;
   const requireAuthForPublicAIHubProperty = schema?.properties?.require_auth_for_public_ai_hub;
   const forwardClientHeadersProperty = schema?.properties?.forward_client_headers_to_llm_api;
+  const forwardLLMProviderAuthHeadersProperty =
+    schema?.properties?.forward_llm_provider_auth_headers;
   const enableProjectsUIProperty = schema?.properties?.enable_projects_ui;
   const enabledPagesProperty = schema?.properties?.enabled_ui_pages_internal_users;
   const disableAgentsProperty = schema?.properties?.disable_agents_for_internal_users;
@@ -84,6 +86,20 @@ export default function UISettings() {
     );
   };
 
+  const handleToggleForwardLLMProviderAuthHeaders = (checked: boolean) => {
+    updateSettings(
+      { forward_llm_provider_auth_headers: checked },
+      {
+        onSuccess: () => {
+          NotificationManager.success("UI settings updated successfully");
+        },
+        onError: (error) => {
+          NotificationManager.fromBackend(error);
+        },
+      },
+    );
+  };
+
   const handleToggleEnableProjectsUI = (checked: boolean) => {
     updateSettings(
       { enable_projects_ui: checked },
@@ -284,6 +300,26 @@ export default function UISettings() {
             </Space>
           </Space>
 
+          <Space align="start" size="middle">
+            <Switch
+              checked={Boolean(values.forward_llm_provider_auth_headers)}
+              disabled={isUpdating}
+              loading={isUpdating}
+              onChange={handleToggleForwardLLMProviderAuthHeaders}
+              aria-label={
+                forwardLLMProviderAuthHeadersProperty?.description ??
+                "Forward LLM provider auth headers"
+              }
+            />
+            <Space direction="vertical" size={4}>
+              <Typography.Text strong>Forward LLM provider auth headers</Typography.Text>
+              <Typography.Text type="secondary">
+                {forwardLLMProviderAuthHeadersProperty?.description ??
+                  "If enabled, forwards provider auth headers (x-api-key, x-goog-api-key, api-key) to the LLM provider. Required for Claude Code BYOK."}
+              </Typography.Text>
+            </Space>
+          </Space>
+
           <Space align="start" size="middle">
             <Switch
               checked={Boolean(values.enable_projects_ui)}

From 1e25a00e5d85bc2a52e6192c777e1d2f01e8e5a0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 00:13:56 -0700
Subject: [PATCH 57/95] [Docs] BYOK tutorial: document the UI-only
 configuration path

---
 docs/my-website/docs/tutorials/claude_code_byok.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/my-website/docs/tutorials/claude_code_byok.md b/docs/my-website/docs/tutorials/claude_code_byok.md
index e1deac623bb..cbb937a59e5 100644
--- a/docs/my-website/docs/tutorials/claude_code_byok.md
+++ b/docs/my-website/docs/tutorials/claude_code_byok.md
@@ -35,6 +35,17 @@ By default, LiteLLM strips `x-api-key` from client requests for security. Settin
 
 :::
 
+:::tip Configure via UI instead of config.yaml
+
+You can also complete this setup from the LiteLLM admin UI:
+
+- Add the model via **Models → Add Model**, leaving the **API Key** field blank.
+- Enable the toggle at **Settings → UI Settings → "Forward LLM provider auth headers"**.
+
+Both UI actions write to the database and override `config.yaml` at runtime.
+
+:::
+
 ## Step 2: Create a LiteLLM Virtual Key
 
 Create a virtual key in the LiteLLM UI or via API. 

From ee2cf0e6e89d3b29aa013292d8dd689822cf306b Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 15:11:45 -0700
Subject: [PATCH 58/95] fix: address three CI failures from recent security PR
 merges
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- url_utils.py: narrow sockaddr[0] from str|int to str via a helper with a
  fail-closed isinstance check. Fixes the two mypy errors introduced by
  the SSRF hardening without masking unexpected stdlib behavior.

- key_management_endpoints.py: restore the documented team member_permissions
  path for /key/update. The cross-key admin check added to close the
  cross-org rewrite attack was over-broad: it rejected non-admin team
  members even when can_team_member_execute_key_management_endpoint had
  already validated their team membership and /key/update grant. Now skip
  the admin check when the key has a team_id and the change is non-budget
  (membership + permission already enforced above). Budget/spend changes
  still require team/org admin. The cross-org attack remains blocked:
  an outside org admin fails the earlier team membership check.

- test_logging_redaction_e2e_test.py: rename and rewrite two parametrized
  tests to assert that request-body turn_off_message_logging has no effect.
  Reflects the intentional removal of turn_off_message_logging from
  _supported_callback_params so the caller cannot override admin logging
  policy via the request body.

- test_key_management_endpoints.py: add two tests covering the restored
  team member permission path — one positive (non-budget update succeeds
  for a team member with /key/update grant), one negative (max_budget
  change still rejected without admin role).
---
 litellm/litellm_core_utils/url_utils.py       |  23 +-
 .../key_management_endpoints.py               |  67 +++---
 .../test_logging_redaction_e2e_test.py        |  48 ++---
 .../test_key_management_endpoints.py          | 203 ++++++++++++++++++
 4 files changed, 283 insertions(+), 58 deletions(-)

diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index b55882819de..a65d0892aa2 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -78,6 +78,22 @@ def _format_host_header(hostname: str, port: int, default_port: int) -> str:
     return f"{bracketed}:{port}"
 
 
+def _sockaddr_host(sockaddr: Any) -> str:
+    """Return the host element of a ``getaddrinfo`` sockaddr as ``str``.
+
+    ``getaddrinfo`` with ``IPPROTO_TCP`` returns AF_INET / AF_INET6 sockaddrs
+    whose first element is always a host string. mypy types it as
+    ``str | int`` (since sockaddrs for other families can hold ints), so we
+    narrow at the boundary. Fail closed if the stdlib ever returns something
+    unexpected — a non-string here would mean we have no IP to check against
+    the SSRF blocklist.
+    """
+    host = sockaddr[0]
+    if not isinstance(host, str):
+        raise SSRFError(f"getaddrinfo returned non-string host: {host!r}")
+    return host
+
+
 def _is_host_allowlisted(hostname: str, effective_port: int) -> bool:
     """Check whether a host is in the admin-configured allowlist.
 
@@ -148,9 +164,10 @@ def validate_url(url: str) -> Tuple[str, str]:
 
     if not is_allowlisted:
         for family, type_, proto, canonname, sockaddr in addrinfo:
-            if _is_blocked_ip(sockaddr[0]):
+            resolved_ip = _sockaddr_host(sockaddr)
+            if _is_blocked_ip(resolved_ip):
                 raise SSRFError(
-                    f"URL targets a blocked address ({sockaddr[0]}). "
+                    f"URL targets a blocked address ({resolved_ip}). "
                     "If this is a legitimate internal service, add the host "
                     "to `user_url_allowed_hosts` in general_settings."
                 )
@@ -166,7 +183,7 @@ def validate_url(url: str) -> Tuple[str, str]:
 
     # For HTTP, rewrite URL to connect to the validated IP directly
     # to prevent DNS rebinding (no TLS to bind the connection).
-    validated_ip = addrinfo[0][4][0]
+    validated_ip = _sockaddr_host(addrinfo[0][4])
     is_ipv6 = addrinfo[0][0] == socket.AF_INET6
     ip_host = f"[{validated_ip}]" if is_ipv6 else validated_ip
 
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 32227b3dd6d..98e41c409b5 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -768,9 +768,9 @@ async def _common_key_generation_helper(  # noqa: PLR0915
         request_type="key", **data_json, table_name="key"
     )
 
-    response[
-        "soft_budget"
-    ] = data.soft_budget  # include the user-input soft budget in the response
+    response["soft_budget"] = (
+        data.soft_budget
+    )  # include the user-input soft budget in the response
 
     response = GenerateKeyResponse(**response)
 
@@ -1970,26 +1970,37 @@ async def _validate_update_key_data(
     # Policy:
     # - Key owner (same user_id): may update non-budget fields on their
     #   own key without the admin check.
-    # - Anyone else (non-PROXY_ADMIN, not the owner): must pass
-    #   _check_key_admin_access (PROXY_ADMIN / key-owner / team-admin /
-    #   org-admin of the key).
+    # - Team member with /key/update grant (on a team key): may update
+    #   non-budget fields. Team membership + permission is already
+    #   enforced by can_team_member_execute_key_management_endpoint
+    #   above, which raises 401 for non-members or members without the
+    #   grant — so reaching this point on a team key means the caller
+    #   was authorized via member_permissions. This preserves the
+    #   documented member_permissions feature while still blocking the
+    #   cross-org attack (an outside org admin is not a member of the
+    #   victim team and gets rejected at the earlier check).
+    # - Anyone else (non-PROXY_ADMIN, not the owner, not a team member
+    #   on a team key): must pass _check_key_admin_access (PROXY_ADMIN
+    #   / key-owner / team-admin / org-admin of the key).
     # - max_budget / spend: always require the admin check, even for the
-    #   key owner (matches the existing admin-only budget semantics).
+    #   key owner or a team member (matches the existing admin-only
+    #   budget semantics).
     is_key_owner = (
         user_api_key_dict.user_id is not None
         and existing_key_row.user_id == user_api_key_dict.user_id
     )
     _is_budget_change = (
-        data.max_budget is not None
-        and data.max_budget != existing_key_row.max_budget
+        data.max_budget is not None and data.max_budget != existing_key_row.max_budget
     ) or (
         data.spend is not None
         and data.spend != getattr(existing_key_row, "spend", None)
     )
+    is_team_key = existing_key_row.team_id is not None
+    can_skip_admin_check_for_non_budget = is_key_owner or is_team_key
     if (
         (not _is_proxy_admin)
         and prisma_client is not None
-        and (not is_key_owner or _is_budget_change)
+        and (_is_budget_change or not can_skip_admin_check_for_non_budget)
     ):
         hashed_key = existing_key_row.token
         await _check_key_admin_access(
@@ -1998,9 +2009,7 @@ async def _validate_update_key_data(
             prisma_client=prisma_client,
             user_api_key_cache=user_api_key_cache,
             route=(
-                "/key/update (max_budget/spend)"
-                if _is_budget_change
-                else "/key/update"
+                "/key/update (max_budget/spend)" if _is_budget_change else "/key/update"
             ),
         )
 
@@ -3303,10 +3312,10 @@ async def delete_verification_tokens(
     try:
         if prisma_client:
             tokens = [_hash_token_if_needed(token=key) for key in tokens]
-            _keys_being_deleted: List[
-                LiteLLM_VerificationToken
-            ] = await prisma_client.db.litellm_verificationtoken.find_many(
-                where={"token": {"in": tokens}}
+            _keys_being_deleted: List[LiteLLM_VerificationToken] = (
+                await prisma_client.db.litellm_verificationtoken.find_many(
+                    where={"token": {"in": tokens}}
+                )
             )
 
             if len(_keys_being_deleted) == 0:
@@ -3506,9 +3515,9 @@ async def _rotate_master_key(  # noqa: PLR0915
     from litellm.proxy.proxy_server import proxy_config
 
     try:
-        models: Optional[
-            List
-        ] = await prisma_client.db.litellm_proxymodeltable.find_many()
+        models: Optional[List] = (
+            await prisma_client.db.litellm_proxymodeltable.find_many()
+        )
     except Exception:
         models = None
     # 2. process model table
@@ -4148,11 +4157,11 @@ async def validate_key_list_check(
             param="user_id",
             code=status.HTTP_403_FORBIDDEN,
         )
-    complete_user_info_db_obj: Optional[
-        BaseModel
-    ] = await prisma_client.db.litellm_usertable.find_unique(
-        where={"user_id": user_api_key_dict.user_id},
-        include={"organization_memberships": True},
+    complete_user_info_db_obj: Optional[BaseModel] = (
+        await prisma_client.db.litellm_usertable.find_unique(
+            where={"user_id": user_api_key_dict.user_id},
+            include={"organization_memberships": True},
+        )
     )
 
     if complete_user_info_db_obj is None:
@@ -4235,10 +4244,10 @@ async def _fetch_user_team_objects(
     if complete_user_info is None or not complete_user_info.teams:
         return []
 
-    teams: Optional[
-        List[BaseModel]
-    ] = await prisma_client.db.litellm_teamtable.find_many(
-        where={"team_id": {"in": complete_user_info.teams}}
+    teams: Optional[List[BaseModel]] = (
+        await prisma_client.db.litellm_teamtable.find_many(
+            where={"team_id": {"in": complete_user_info.teams}}
+        )
     )
     if teams is None:
         return []
diff --git a/tests/logging_callback_tests/test_logging_redaction_e2e_test.py b/tests/logging_callback_tests/test_logging_redaction_e2e_test.py
index 0391a5a8957..3047578dbb3 100644
--- a/tests/logging_callback_tests/test_logging_redaction_e2e_test.py
+++ b/tests/logging_callback_tests/test_logging_redaction_e2e_test.py
@@ -56,7 +56,13 @@ async def test_global_redaction_on():
 
 @pytest.mark.parametrize("turn_off_message_logging", [True, False])
 @pytest.mark.asyncio
-async def test_global_redaction_with_dynamic_params(turn_off_message_logging):
+async def test_global_redaction_ignores_dynamic_param(turn_off_message_logging):
+    """
+    Request-body `turn_off_message_logging` is no longer honored as a dynamic
+    callback param — global setting (or admin-configured key/team config) wins.
+    With global redaction ON, the caller cannot disable redaction via the
+    request body.
+    """
     litellm.turn_off_message_logging = True
     test_custom_logger = TestCustomLogger()
     litellm.callbacks = [test_custom_logger]
@@ -75,23 +81,20 @@ async def test_global_redaction_with_dynamic_params(turn_off_message_logging):
         json.dumps(standard_logging_payload, indent=2),
     )
 
-    if turn_off_message_logging is True:
-        response = standard_logging_payload["response"]
-        assert response["choices"][0]["message"]["content"] == "redacted-by-litellm"
-        assert (
-            standard_logging_payload["messages"][0]["content"] == "redacted-by-litellm"
-        )
-    else:
-        assert (
-            standard_logging_payload["response"]["choices"][0]["message"]["content"]
-            == "hello"
-        )
-        assert standard_logging_payload["messages"][0]["content"] == "hi"
+    response = standard_logging_payload["response"]
+    assert response["choices"][0]["message"]["content"] == "redacted-by-litellm"
+    assert standard_logging_payload["messages"][0]["content"] == "redacted-by-litellm"
 
 
 @pytest.mark.parametrize("turn_off_message_logging", [True, False])
 @pytest.mark.asyncio
-async def test_global_redaction_off_with_dynamic_params(turn_off_message_logging):
+async def test_global_redaction_off_ignores_dynamic_param(turn_off_message_logging):
+    """
+    Request-body `turn_off_message_logging` is no longer honored as a dynamic
+    callback param — global setting (or admin-configured key/team config) wins.
+    With global redaction OFF, the caller cannot enable redaction via the
+    request body.
+    """
     litellm.turn_off_message_logging = False
     test_custom_logger = TestCustomLogger()
     litellm.callbacks = [test_custom_logger]
@@ -109,18 +112,11 @@ async def test_global_redaction_off_with_dynamic_params(turn_off_message_logging
         "logged standard logging payload",
         json.dumps(standard_logging_payload, indent=2),
     )
-    if turn_off_message_logging is True:
-        response = standard_logging_payload["response"]
-        assert response["choices"][0]["message"]["content"] == "redacted-by-litellm"
-        assert (
-            standard_logging_payload["messages"][0]["content"] == "redacted-by-litellm"
-        )
-    else:
-        assert (
-            standard_logging_payload["response"]["choices"][0]["message"]["content"]
-            == "hello"
-        )
-        assert standard_logging_payload["messages"][0]["content"] == "hi"
+    assert (
+        standard_logging_payload["response"]["choices"][0]["message"]["content"]
+        == "hello"
+    )
+    assert standard_logging_payload["messages"][0]["content"] == "hi"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 41ab60fcf67..811fd8d5cfa 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -8098,6 +8098,209 @@ async def test_update_key_non_budget_rejects_cross_user_modification(monkeypatch
     assert str(exc.value.code) == "403"
 
 
+@pytest.mark.asyncio
+async def test_update_key_team_member_with_permission_can_update_non_budget(
+    monkeypatch,
+):
+    """A team member whose team grants /key/update in member_permissions can
+    update non-budget fields on a team key even though they are not a team
+    admin. Regression: the cross-key admin check was over-broad and rejected
+    this documented path."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    test_hashed_token = "deadbeef" * 8
+    team_id = "team-with-update-grant"
+    member_user_id = "team-member-user"
+
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.user_id = None  # team-scoped key (no owning user)
+    mock_existing_key.team_id = team_id
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = "original"
+    mock_existing_key.models = []
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": None,
+        "team_id": team_id,
+        "max_budget": 10.0,
+    }
+
+    team_table = LiteLLM_TeamTableCachedObj(
+        team_id=team_id,
+        team_alias="test-team",
+        tpm_limit=None,
+        rpm_limit=None,
+        max_budget=None,
+        spend=0.0,
+        models=[],
+        blocked=False,
+        members_with_roles=[
+            Member(user_id="some-team-admin", role="admin"),
+            Member(user_id=member_user_id, role="user"),
+        ],
+        team_member_permissions=["/key/update", "/key/info"],
+    )
+
+    mock_updated_key = MagicMock()
+    mock_updated_key.token = test_hashed_token
+    mock_updated_key.key_alias = "renamed-by-member"
+
+    mock_prisma_client = AsyncMock()
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.update_data = AsyncMock(return_value=mock_updated_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(
+        return_value=mock_existing_key
+    )
+
+    async def mock_get_team_object(*args, **kwargs):
+        return team_table
+
+    async def mock_enforce_unique_key_alias(**kwargs):
+        pass
+
+    async def mock_delete_cache_key_object(**kwargs):
+        pass
+
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints.get_team_object",
+        mock_get_team_object,
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.management_helpers.team_member_permission_checks.get_team_object",
+        mock_get_team_object,
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints._enforce_unique_key_alias",
+        mock_enforce_unique_key_alias,
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints._delete_cache_key_object",
+        mock_delete_cache_key_object,
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", AsyncMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.hash_token", lambda t: test_hashed_token
+    )
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+    team_member = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-team-member",
+        user_id=member_user_id,
+        team_id=team_id,
+    )
+
+    # Non-budget update on a team key by a team member with /key/update
+    # permission should succeed.
+    result = await update_key_fn(
+        request=mock_request,
+        data=UpdateKeyRequest(key=test_hashed_token, key_alias="renamed-by-member"),
+        user_api_key_dict=team_member,
+        litellm_changed_by=None,
+    )
+
+    assert result is not None
+
+
+@pytest.mark.asyncio
+async def test_update_key_team_member_cannot_change_budget(monkeypatch):
+    """A team member with /key/update in member_permissions still cannot
+    change max_budget — budget/spend changes require team/org admin. The
+    member_permissions bypass only applies to non-budget fields."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    test_hashed_token = "feedface" * 8
+    team_id = "team-with-update-grant"
+    member_user_id = "team-member-user"
+
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.user_id = None  # team-scoped key (no owning user)
+    mock_existing_key.team_id = team_id
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = "original"
+    mock_existing_key.models = []
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": None,
+        "team_id": team_id,
+        "max_budget": 10.0,
+    }
+
+    team_table = LiteLLM_TeamTableCachedObj(
+        team_id=team_id,
+        team_alias="test-team",
+        tpm_limit=None,
+        rpm_limit=None,
+        max_budget=None,
+        spend=0.0,
+        models=[],
+        blocked=False,
+        members_with_roles=[
+            Member(user_id="some-team-admin", role="admin"),
+            Member(user_id=member_user_id, role="user"),
+        ],
+        team_member_permissions=["/key/update", "/key/info"],
+    )
+
+    mock_prisma_client = AsyncMock()
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(
+        return_value=mock_existing_key
+    )
+
+    async def mock_get_team_object(*args, **kwargs):
+        return team_table
+
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints.get_team_object",
+        mock_get_team_object,
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.management_helpers.team_member_permission_checks.get_team_object",
+        mock_get_team_object,
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", AsyncMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.hash_token", lambda t: test_hashed_token
+    )
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+    team_member = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-team-member",
+        user_id=member_user_id,
+        team_id=team_id,
+    )
+
+    with pytest.raises(ProxyException) as exc:
+        await update_key_fn(
+            request=mock_request,
+            data=UpdateKeyRequest(key=test_hashed_token, max_budget=500.0),
+            user_api_key_dict=team_member,
+            litellm_changed_by=None,
+        )
+    assert str(exc.value.code) == "403"
+
+
 # ============================================================================
 # LIT-1884: Internal users cannot create invalid keys
 # ============================================================================

From 779a9fab8efcacf0557aee2239d4be752005f6bd Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 17:12:35 -0700
Subject: [PATCH 59/95] feat: add configurable multi-threshold budget alerts
 for virtual keys

Users can set metadata.max_budget_alert_emails as a JSON map of threshold
percentages to email recipients on virtual keys. When configured, the email
handler loops over each threshold, checks per-threshold dedup cache, and
sends to the configured recipients (auto-including the key owner's email).

When no map is set, the existing single 80% threshold behavior is preserved
unchanged. Teams support is out of scope for this v0.
---
 .../send_emails/base_email.py                 | 183 +++++++++++++---
 litellm/proxy/_types.py                       |   4 +
 litellm/proxy/auth/auth_checks.py             |  61 ++++--
 .../send_emails/test_base_email.py            | 198 +++++++++++++++++-
 .../proxy/auth/test_auth_checks.py            | 108 ++++++++++
 5 files changed, 509 insertions(+), 45 deletions(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index 7a77898b160..36163253839 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -47,6 +47,15 @@ from litellm.secret_managers.main import get_secret_bool
 from litellm.types.integrations.slack_alerting import LITELLM_LOGO_URL
 
 
+def _parse_email_list(raw) -> List[str]:
+    """Parse emails from a list or comma-separated string."""
+    if isinstance(raw, list):
+        return [e.strip() for e in raw if isinstance(e, str) and e.strip()]
+    elif isinstance(raw, str):
+        return [e.strip() for e in raw.split(",") if e.strip()]
+    return []
+
+
 class BaseEmailLogger(CustomLogger):
     DEFAULT_LITELLM_EMAIL = "notifications@alerts.litellm.ai"
     DEFAULT_SUPPORT_EMAIL = "support@berri.ai"
@@ -312,17 +321,22 @@ class BaseEmailLogger(CustomLogger):
         )
         pass
 
-    async def send_max_budget_alert_email(self, event: WebhookEvent):
+    async def send_max_budget_alert_email(
+        self,
+        event: WebhookEvent,
+        threshold_pct: Optional[int] = None,
+        recipient_emails: Optional[List[str]] = None,
+    ):
         """
-        Send email to user when max budget alert threshold is reached
-        """
-        email_params = await self._get_email_params(
-            email_event=EmailEvent.max_budget_alert,
-            user_id=event.user_id,
-            user_email=event.user_email,
-            event_message=event.event_message,
-        )
+        Send email to user when max budget alert threshold is reached.
 
+        Args:
+            event: The webhook event with spend/budget info
+            threshold_pct: Override percentage for multi-threshold alerts (e.g. 50, 75, 100).
+                          When None, uses EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE (old behavior).
+            recipient_emails: Override recipient list for multi-threshold alerts.
+                             When None, resolves single owner email via _get_email_params (old behavior).
+        """
         verbose_proxy_logger.debug(
             f"send_max_budget_alert_email_event: {json.dumps(event.model_dump(exclude_none=True), indent=4, default=str)}"
         )
@@ -334,30 +348,65 @@ class BaseEmailLogger(CustomLogger):
         )
 
         # Calculate percentage and alert threshold
-        percentage = int(EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE * 100)
+        percentage = threshold_pct if threshold_pct is not None else int(
+            EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE * 100
+        )
+        threshold_fraction = percentage / 100.0
         alert_threshold_str = (
-            f"${event.max_budget * EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE:.2f}"
+            f"${event.max_budget * threshold_fraction:.2f}"
             if event.max_budget is not None
             else "N/A"
         )
 
-        email_html_content = MAX_BUDGET_ALERT_EMAIL_TEMPLATE.format(
-            email_logo_url=email_params.logo_url,
-            recipient_email=email_params.recipient_email,
-            percentage=percentage,
-            spend=spend_str,
-            max_budget=max_budget_str,
-            alert_threshold=alert_threshold_str,
-            base_url=email_params.base_url,
-            email_support_contact=email_params.support_contact,
-        )
-        await self.send_email(
-            from_email=self.DEFAULT_LITELLM_EMAIL,
-            to_email=[email_params.recipient_email],
-            subject=email_params.subject,
-            html_body=email_html_content,
-        )
-        pass
+        if recipient_emails is not None:
+            # Multi-threshold path: batch send with generic key-based greeting
+            email_params = await self._get_email_params(
+                email_event=EmailEvent.max_budget_alert,
+                user_id=event.user_id,
+                user_email=event.user_email or recipient_emails[0],
+                event_message=event.event_message,
+            )
+            greeting = event.user_email or event.key_alias or event.token or ""
+            email_html_content = MAX_BUDGET_ALERT_EMAIL_TEMPLATE.format(
+                email_logo_url=email_params.logo_url,
+                recipient_email=greeting,
+                percentage=percentage,
+                spend=spend_str,
+                max_budget=max_budget_str,
+                alert_threshold=alert_threshold_str,
+                base_url=email_params.base_url,
+                email_support_contact=email_params.support_contact,
+            )
+            await self.send_email(
+                from_email=self.DEFAULT_LITELLM_EMAIL,
+                to_email=recipient_emails,
+                subject=email_params.subject,
+                html_body=email_html_content,
+            )
+        else:
+            # Old path: single recipient resolved from user_id/user_email
+            email_params = await self._get_email_params(
+                email_event=EmailEvent.max_budget_alert,
+                user_id=event.user_id,
+                user_email=event.user_email,
+                event_message=event.event_message,
+            )
+            email_html_content = MAX_BUDGET_ALERT_EMAIL_TEMPLATE.format(
+                email_logo_url=email_params.logo_url,
+                recipient_email=email_params.recipient_email,
+                percentage=percentage,
+                spend=spend_str,
+                max_budget=max_budget_str,
+                alert_threshold=alert_threshold_str,
+                base_url=email_params.base_url,
+                email_support_contact=email_params.support_contact,
+            )
+            await self.send_email(
+                from_email=self.DEFAULT_LITELLM_EMAIL,
+                to_email=[email_params.recipient_email],
+                subject=email_params.subject,
+                html_body=email_html_content,
+            )
 
     async def budget_alerts(
         self,
@@ -469,6 +518,13 @@ class BaseEmailLogger(CustomLogger):
         # For max_budget_alert, check if we've already sent an alert
         if type == "max_budget_alert":
             if user_info.max_budget is not None and user_info.spend is not None:
+                if user_info.max_budget_alert_emails:
+                    # New path: multi-threshold alerts
+                    await self._handle_multi_threshold_max_budget_alert(
+                        user_info=user_info, _cache=_cache
+                    )
+                    return
+
                 alert_threshold = (
                     user_info.max_budget * EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE
                 )
@@ -527,6 +583,77 @@ class BaseEmailLogger(CustomLogger):
                             )
             return
 
+    async def _handle_multi_threshold_max_budget_alert(
+        self,
+        user_info: CallInfo,
+        _cache: DualCache,
+    ):
+        """
+        Loop over configured thresholds in max_budget_alert_emails,
+        check cache per threshold, and send to configured recipients.
+        """
+        for threshold_str, raw_emails in user_info.max_budget_alert_emails.items():
+            try:
+                threshold_pct = int(threshold_str)
+            except (ValueError, TypeError):
+                continue
+
+            threshold_amount = user_info.max_budget * (threshold_pct / 100.0)
+            if user_info.spend < threshold_amount:
+                continue
+
+            _id = user_info.token or user_info.user_id or "default_id"
+            _cache_key = (
+                f"email_budget_alerts:max_budget_alert:{threshold_pct}:{_id}"
+            )
+
+            result = await _cache.async_get_cache(key=_cache_key)
+            if result is not None:
+                continue
+
+            # Parse emails + auto-include owner
+            emails = _parse_email_list(raw_emails)
+            if user_info.user_email:
+                emails.append(user_info.user_email)
+            recipient_emails = list(set(emails)) if emails else None
+
+            event_message = f"Max Budget Alert - {threshold_pct}% of Maximum Budget Reached"
+            webhook_event = WebhookEvent(
+                event="max_budget_alert",
+                event_message=event_message,
+                spend=user_info.spend,
+                max_budget=user_info.max_budget,
+                soft_budget=user_info.soft_budget,
+                token=user_info.token,
+                customer_id=user_info.customer_id,
+                user_id=user_info.user_id,
+                team_id=user_info.team_id,
+                team_alias=user_info.team_alias,
+                organization_id=user_info.organization_id,
+                user_email=user_info.user_email,
+                key_alias=user_info.key_alias,
+                projected_exceeded_date=user_info.projected_exceeded_date,
+                projected_spend=user_info.projected_spend,
+                event_group=user_info.event_group,
+            )
+
+            try:
+                await self.send_max_budget_alert_email(
+                    webhook_event,
+                    threshold_pct=threshold_pct,
+                    recipient_emails=recipient_emails,
+                )
+                await _cache.async_set_cache(
+                    key=_cache_key,
+                    value="SENT",
+                    ttl=EMAIL_BUDGET_ALERT_TTL,
+                )
+            except Exception as e:
+                verbose_proxy_logger.error(
+                    f"Error sending multi-threshold max budget alert email for {threshold_pct}%: {e}",
+                    exc_info=True,
+                )
+
     async def _get_email_params(
         self,
         email_event: EmailEvent,
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 0bbee56d5e0..d3c83248706 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3095,6 +3095,10 @@ class CallInfo(LiteLLMPydanticObjectBase):
         default=None,
         description="Additional email addresses to send alerts to (e.g., from team metadata)",
     )
+    max_budget_alert_emails: Optional[Dict[str, List[str]]] = Field(
+        default=None,
+        description="Map of threshold percentage to email recipients (e.g., {'50': ['a@co.com'], '75': ['a@co.com', 'b@co.com']})",
+    )
 
 
 class WebhookEvent(CallInfo):
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 56958a88f6d..fbc24ab17cd 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2963,22 +2963,13 @@ async def _virtual_key_max_budget_alert_check(
         and valid_token.spend is not None
         and valid_token.spend > 0
     ):
-        alert_threshold = (
-            valid_token.max_budget * EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE
+        owner_email = user_obj.user_email if user_obj else None
+        alert_email_config = (valid_token.metadata or {}).get(
+            "max_budget_alert_emails"
         )
 
-        # Only alert if we've crossed the threshold but haven't exceeded max_budget yet
-        if (
-            valid_token.spend >= alert_threshold
-            and valid_token.spend < valid_token.max_budget
-        ):
-            verbose_proxy_logger.debug(
-                "Reached Max Budget Alert Threshold for token %s, spend %s, max_budget %s, alert_threshold %s",
-                valid_token.token,
-                valid_token.spend,
-                valid_token.max_budget,
-                alert_threshold,
-            )
+        if isinstance(alert_email_config, dict) and alert_email_config:
+            # New path: pass the map through, let the email handler decide what to fire
             call_info = CallInfo(
                 token=valid_token.token,
                 spend=valid_token.spend,
@@ -2988,17 +2979,55 @@ async def _virtual_key_max_budget_alert_check(
                 team_id=valid_token.team_id,
                 team_alias=valid_token.team_alias,
                 organization_id=valid_token.org_id,
-                user_email=user_obj.user_email if user_obj else None,
+                user_email=owner_email,
                 key_alias=valid_token.key_alias,
                 event_group=Litellm_EntityType.KEY,
+                max_budget_alert_emails=alert_email_config,
             )
-
             asyncio.create_task(
                 proxy_logging_obj.budget_alerts(
                     type="max_budget_alert",
                     user_info=call_info,
                 )
             )
+        else:
+            # Old path: existing single 80% threshold — completely unchanged
+            alert_threshold = (
+                valid_token.max_budget
+                * EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE
+            )
+
+            if (
+                valid_token.spend >= alert_threshold
+                and valid_token.spend < valid_token.max_budget
+            ):
+                verbose_proxy_logger.debug(
+                    "Reached Max Budget Alert Threshold for token %s, spend %s, max_budget %s, alert_threshold %s",
+                    valid_token.token,
+                    valid_token.spend,
+                    valid_token.max_budget,
+                    alert_threshold,
+                )
+                call_info = CallInfo(
+                    token=valid_token.token,
+                    spend=valid_token.spend,
+                    max_budget=valid_token.max_budget,
+                    soft_budget=valid_token.soft_budget,
+                    user_id=valid_token.user_id,
+                    team_id=valid_token.team_id,
+                    team_alias=valid_token.team_alias,
+                    organization_id=valid_token.org_id,
+                    user_email=owner_email,
+                    key_alias=valid_token.key_alias,
+                    event_group=Litellm_EntityType.KEY,
+                )
+
+                asyncio.create_task(
+                    proxy_logging_obj.budget_alerts(
+                        type="max_budget_alert",
+                        user_info=call_info,
+                    )
+                )
 
 
 async def _check_team_member_budget(
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
index 744195dfb6f..af5e2341406 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
@@ -878,4 +878,200 @@ async def test_budget_alerts_max_budget_alert_crossed(
         cache_call_args = mock_cache.async_set_cache.call_args[1]
         assert cache_call_args["key"] == "email_budget_alerts:max_budget_alert:test_user"
         assert cache_call_args["value"] == "SENT"
-        assert cache_call_args["ttl"] == EMAIL_BUDGET_ALERT_TTL
\ No newline at end of file
+        assert cache_call_args["ttl"] == EMAIL_BUDGET_ALERT_TTL
+
+
+@pytest.mark.asyncio
+async def test_multi_threshold_sends_crossed_thresholds(
+    base_email_logger, mock_send_email
+):
+    """Test that multi-threshold path sends emails for all crossed thresholds"""
+    user_info = CallInfo(
+        token="hashed_key_1",
+        user_id="test_user",
+        user_email="owner@co.com",
+        spend=80.0,
+        max_budget=100.0,
+        event_group=Litellm_EntityType.KEY,
+        max_budget_alert_emails={
+            "50": ["finance@co.com"],
+            "75": ["finance@co.com", "bu_lead@co.com"],
+            "100": ["cto@co.com"],
+        },
+    )
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(return_value=None)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        # spend=80 crosses 50% ($50) and 75% ($75), but not 100% ($100)
+        assert mock_send_email.call_count == 2
+
+        # Check cache keys include threshold percentage
+        cache_keys = [
+            c[1]["key"] for c in mock_cache.async_set_cache.call_args_list
+        ]
+        assert "email_budget_alerts:max_budget_alert:50:hashed_key_1" in cache_keys
+        assert "email_budget_alerts:max_budget_alert:75:hashed_key_1" in cache_keys
+
+
+@pytest.mark.asyncio
+async def test_multi_threshold_dedup_cache_prevents_resend(
+    base_email_logger, mock_send_email
+):
+    """Test that cached thresholds are not re-sent"""
+    user_info = CallInfo(
+        token="hashed_key_1",
+        user_id="test_user",
+        user_email="owner@co.com",
+        spend=80.0,
+        max_budget=100.0,
+        event_group=Litellm_EntityType.KEY,
+        max_budget_alert_emails={
+            "50": ["finance@co.com"],
+            "75": ["finance@co.com"],
+        },
+    )
+
+    # Simulate 50% already sent (cached), 75% not yet sent
+    async def cache_get(key):
+        if "50:" in key:
+            return "SENT"
+        return None
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(side_effect=cache_get)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        # Only 75% should fire
+        assert mock_send_email.call_count == 1
+        cache_key = mock_cache.async_set_cache.call_args[1]["key"]
+        assert "75:" in cache_key
+
+
+@pytest.mark.asyncio
+async def test_multi_threshold_owner_email_auto_included(
+    base_email_logger, mock_send_email
+):
+    """Test that the owner email is auto-appended and deduplicated"""
+    user_info = CallInfo(
+        token="hashed_key_1",
+        user_id="test_user",
+        user_email="owner@co.com",
+        spend=60.0,
+        max_budget=100.0,
+        event_group=Litellm_EntityType.KEY,
+        max_budget_alert_emails={
+            "50": ["finance@co.com", "owner@co.com"],  # owner already in list
+        },
+    )
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(return_value=None)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        mock_send_email.assert_called_once()
+        to_emails = mock_send_email.call_args[1]["to_email"]
+        # owner@co.com should appear exactly once (deduplicated)
+        assert sorted(to_emails) == ["finance@co.com", "owner@co.com"]
+
+
+@pytest.mark.asyncio
+async def test_multi_threshold_malformed_keys_skipped(
+    base_email_logger, mock_send_email
+):
+    """Test that non-numeric threshold keys are skipped"""
+    user_info = CallInfo(
+        token="hashed_key_1",
+        user_id="test_user",
+        user_email="owner@co.com",
+        spend=60.0,
+        max_budget=100.0,
+        event_group=Litellm_EntityType.KEY,
+        max_budget_alert_emails={
+            "fifty": ["finance@co.com"],  # invalid
+            "50": ["finance@co.com"],     # valid, crossed
+        },
+    )
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(return_value=None)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        # Only the valid "50" threshold should fire
+        assert mock_send_email.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_multi_threshold_empty_emails_only_owner(
+    base_email_logger, mock_send_email
+):
+    """Test that empty email list for a threshold sends only to owner"""
+    user_info = CallInfo(
+        token="hashed_key_1",
+        user_id="test_user",
+        user_email="owner@co.com",
+        spend=60.0,
+        max_budget=100.0,
+        event_group=Litellm_EntityType.KEY,
+        max_budget_alert_emails={
+            "50": [],  # empty list
+        },
+    )
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(return_value=None)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        mock_send_email.assert_called_once()
+        to_emails = mock_send_email.call_args[1]["to_email"]
+        assert to_emails == ["owner@co.com"]
+
+
+@pytest.mark.asyncio
+async def test_no_map_preserves_old_single_threshold(
+    base_email_logger, mock_send_email
+):
+    """Test that without max_budget_alert_emails, the old 80% single-threshold path works"""
+    user_info = CallInfo(
+        user_id="test_user",
+        user_email="test@example.com",
+        spend=165.0,
+        max_budget=200.0,
+        event_group=Litellm_EntityType.USER,
+    )
+
+    mock_cache = mock.AsyncMock()
+    mock_cache.async_get_cache = mock.AsyncMock(return_value=None)
+    mock_cache.async_set_cache = mock.AsyncMock()
+    base_email_logger.internal_usage_cache = mock_cache
+
+    with mock.patch.dict(os.environ, {"PROXY_BASE_URL": "http://test.com"}):
+        await base_email_logger.budget_alerts(type="max_budget_alert", user_info=user_info)
+
+        mock_send_email.assert_called_once()
+        call_args = mock_send_email.call_args[1]
+        assert call_args["to_email"] == ["test@example.com"]
+        # Old path cache key has no threshold percentage
+        cache_key = mock_cache.async_set_cache.call_args[1]["key"]
+        assert cache_key == "email_budget_alerts:max_budget_alert:test_user"
\ No newline at end of file
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index bd659ed518f..d9ab8e06d04 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1544,6 +1544,114 @@ async def test_virtual_key_max_budget_alert_check_scenarios(
     ), f"Expected alert_triggered to be {expect_alert} for spend={spend}, max_budget={max_budget}"
 
 
+@pytest.mark.asyncio
+async def test_virtual_key_max_budget_alert_check_with_multi_threshold_map():
+    """Test that max_budget_alert_emails map from metadata is attached to CallInfo on the new path"""
+    alert_triggered = False
+    captured_call_info = None
+
+    class MockProxyLogging:
+        async def budget_alerts(self, type, user_info):
+            nonlocal alert_triggered, captured_call_info
+            alert_triggered = True
+            captured_call_info = user_info
+
+    alert_config = {
+        "50": ["finance@co.com"],
+        "75": ["finance@co.com", "bu_lead@co.com"],
+    }
+    valid_token = UserAPIKeyAuth(
+        token="test-token",
+        spend=30.0,
+        max_budget=100.0,
+        user_id="test-user",
+        key_alias="test-key",
+        metadata={"max_budget_alert_emails": alert_config},
+    )
+    user_obj = LiteLLM_UserTable(
+        user_id="test-user",
+        user_email="owner@co.com",
+        max_budget=None,
+    )
+
+    await _virtual_key_max_budget_alert_check(
+        valid_token=valid_token,
+        proxy_logging_obj=MockProxyLogging(),
+        user_obj=user_obj,
+    )
+    await asyncio.sleep(0.1)
+
+    assert alert_triggered is True
+    assert captured_call_info is not None
+    assert captured_call_info.max_budget_alert_emails == alert_config
+    assert captured_call_info.user_email == "owner@co.com"
+    assert captured_call_info.event_group == Litellm_EntityType.KEY
+
+
+@pytest.mark.asyncio
+async def test_virtual_key_max_budget_alert_check_old_path_no_map():
+    """Test that old single-threshold path is used when no max_budget_alert_emails in metadata"""
+    alert_triggered = False
+    captured_call_info = None
+
+    class MockProxyLogging:
+        async def budget_alerts(self, type, user_info):
+            nonlocal alert_triggered, captured_call_info
+            alert_triggered = True
+            captured_call_info = user_info
+
+    # spend=90 is above 80% of 100 → old path should fire
+    valid_token = UserAPIKeyAuth(
+        token="test-token",
+        spend=90.0,
+        max_budget=100.0,
+        user_id="test-user",
+        key_alias="test-key",
+        metadata={},
+    )
+
+    await _virtual_key_max_budget_alert_check(
+        valid_token=valid_token,
+        proxy_logging_obj=MockProxyLogging(),
+        user_obj=None,
+    )
+    await asyncio.sleep(0.1)
+
+    assert alert_triggered is True
+    assert captured_call_info is not None
+    assert captured_call_info.max_budget_alert_emails is None
+
+
+@pytest.mark.asyncio
+async def test_virtual_key_max_budget_alert_check_old_path_below_threshold_no_alert():
+    """Test that old path does NOT fire when spend is below 80% and no map is set"""
+    alert_triggered = False
+
+    class MockProxyLogging:
+        async def budget_alerts(self, type, user_info):
+            nonlocal alert_triggered
+            alert_triggered = True
+
+    # spend=50 is below 80% of 100 → should NOT fire
+    valid_token = UserAPIKeyAuth(
+        token="test-token",
+        spend=50.0,
+        max_budget=100.0,
+        user_id="test-user",
+        key_alias="test-key",
+        metadata={},
+    )
+
+    await _virtual_key_max_budget_alert_check(
+        valid_token=valid_token,
+        proxy_logging_obj=MockProxyLogging(),
+        user_obj=None,
+    )
+    await asyncio.sleep(0.1)
+
+    assert alert_triggered is False
+
+
 @pytest.mark.asyncio
 async def test_get_fuzzy_user_object_case_insensitive_email():
     """Test that _get_fuzzy_user_object uses case-insensitive email lookup"""

From ea509ec6b99e87c6d23779c2c35da25906be1d0c Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 17:32:39 -0700
Subject: [PATCH 60/95] Run key budget alert check before max-budget
 enforcement
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

_virtual_key_max_budget_check raises BudgetExceededError when spend
crosses max_budget, which meant the 100% threshold in the multi-threshold
email config never got a chance to fire — the request that pushes spend
over 100% was rejected before the alert check ran. Reorder so the alert
check runs first; enforcement still raises right after.
---
 litellm/proxy/auth/user_api_key_auth.py | 18 ++++++++++--------
 1 file changed, 10 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index ebabf4cdb56..94b1720545c 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -1373,7 +1373,16 @@ async def _user_api_key_auth_builder(  # noqa: PLR0915
 
             if not skip_budget_checks:
                 with tracer.trace("litellm.proxy.auth.budget_checks"):
-                    # Check 4. Token Spend is under budget
+                    # Check 4. Max Budget Alert Check (runs before budget enforcement
+                    # so multi-threshold 100% alerts fire on the request that crosses
+                    # max_budget, before BudgetExceededError is raised below)
+                    await _virtual_key_max_budget_alert_check(
+                        valid_token=valid_token,
+                        proxy_logging_obj=proxy_logging_obj,
+                        user_obj=user_obj,
+                    )
+
+                    # Check 5. Token Spend is under budget
                     if RouteChecks.is_llm_api_route(route=route):
                         await _virtual_key_max_budget_check(
                             valid_token=valid_token,
@@ -1381,13 +1390,6 @@ async def _user_api_key_auth_builder(  # noqa: PLR0915
                             user_obj=user_obj,
                         )
 
-                    # Check 5. Max Budget Alert Check
-                    await _virtual_key_max_budget_alert_check(
-                        valid_token=valid_token,
-                        proxy_logging_obj=proxy_logging_obj,
-                        user_obj=user_obj,
-                    )
-
                     # Check 6. Soft Budget Check
                     await _virtual_key_soft_budget_check(
                         valid_token=valid_token,

From 89365628c905852e73eafddf7f3542752c7a5511 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Sat, 4 Apr 2026 11:49:12 -0700
Subject: [PATCH 61/95] [Fix] Persist default end-user budget_id to DB so
 budget reset job picks up implicitly created users

Previously, _apply_default_budget_to_end_user() only set the budget in-memory,
leaving budget_id NULL in the database. This caused the budget reset job to skip
these users since it filters by budget_id. Now the function also persists
budget_id via a Prisma update call (non-fatal on failure).

Fixes #22019

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 litellm/proxy/auth/auth_checks.py             |  16 ++-
 .../test_default_end_user_budget_simple.py    | 127 +++++++++++++++++-
 2 files changed, 136 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 56958a88f6d..dd81afe78cb 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -857,8 +857,22 @@ async def _apply_default_budget_to_end_user(
     )
 
     if default_budget is not None:
-        # Apply default budget to end user object
+        # Apply default budget to end user object (in-memory for this request)
         end_user_obj.litellm_budget_table = default_budget
+
+        # Persist budget_id to DB so the budget reset job can find this user
+        try:
+            await prisma_client.db.litellm_endusertable.update(
+                where={"user_id": end_user_obj.user_id},
+                data={"budget_id": litellm.max_end_user_budget_id},
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(
+                "Failed to persist default budget_id for end user %s: %s",
+                end_user_obj.user_id,
+                e,
+            )
+
         verbose_proxy_logger.debug(
             f"Applied default budget {litellm.max_end_user_budget_id} to end user {end_user_obj.user_id}"
         )
diff --git a/tests/proxy_unit_tests/test_default_end_user_budget_simple.py b/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
index 92ca1f71703..8c85a79cbf8 100644
--- a/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
+++ b/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
@@ -52,21 +52,22 @@ async def test_default_budget_applied_to_end_user_without_budget():
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
+    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
     mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: default_budget.dict())
     )
-    
+
     mock_cache = AsyncMock(spec=DualCache)
     mock_cache.async_get_cache = AsyncMock(return_value=None)
     mock_cache.async_set_cache = AsyncMock()
-    
+
     result = await get_end_user_object(
         end_user_id=end_user_id,
         prisma_client=mock_prisma_client,
         user_api_key_cache=mock_cache,
         route="/chat/completions",
     )
-    
+
     # Verify default budget was applied
     assert result is not None
     assert result.litellm_budget_table is not None
@@ -74,7 +75,13 @@ async def test_default_budget_applied_to_end_user_without_budget():
     assert result.litellm_budget_table.max_budget == 10.0
     assert result.litellm_budget_table.rpm_limit == 2
     assert result.litellm_budget_table.tpm_limit == 10
-    
+
+    # Verify budget_id was persisted to DB
+    mock_prisma_client.db.litellm_endusertable.update.assert_called_once_with(
+        where={"user_id": end_user_id},
+        data={"budget_id": default_budget_id},
+    )
+
     litellm.max_end_user_budget_id = None
 
 
@@ -162,14 +169,15 @@ async def test_budget_enforcement_blocks_over_budget_users():
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
+    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
     mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: default_budget.dict())
     )
-    
+
     mock_cache = AsyncMock(spec=DualCache)
     mock_cache.async_get_cache = AsyncMock(return_value=None)
     mock_cache.async_set_cache = AsyncMock()
-    
+
     # Should raise BudgetExceededError
     with pytest.raises(litellm.BudgetExceededError) as exc_info:
         await get_end_user_object(
@@ -185,6 +193,113 @@ async def test_budget_enforcement_blocks_over_budget_users():
     litellm.max_end_user_budget_id = None
 
 
+@pytest.mark.asyncio
+async def test_default_budget_db_persist_failure_is_nonfatal():
+    """
+    If the DB update to persist budget_id fails, the budget should still be
+    applied in-memory for the current request (non-fatal warning).
+    """
+    end_user_id = f"test_user_{uuid.uuid4().hex}"
+    default_budget_id = str(uuid.uuid4())
+    litellm.max_end_user_budget_id = default_budget_id
+
+    default_budget = LiteLLM_BudgetTable(
+        budget_id=default_budget_id,
+        max_budget=10.0,
+    )
+
+    mock_end_user_data = {
+        "user_id": end_user_id,
+        "spend": 1.0,
+        "litellm_budget_table": None,
+        "alias": None,
+        "allowed_model_region": None,
+        "default_model": None,
+        "blocked": False,
+    }
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
+        return_value=MagicMock(dict=lambda: mock_end_user_data)
+    )
+    # Simulate DB update failure
+    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(
+        side_effect=Exception("DB connection lost")
+    )
+    mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
+        return_value=MagicMock(dict=lambda: default_budget.model_dump())
+    )
+
+    mock_cache = AsyncMock(spec=DualCache)
+    mock_cache.async_get_cache = AsyncMock(return_value=None)
+    mock_cache.async_set_cache = AsyncMock()
+
+    result = await get_end_user_object(
+        end_user_id=end_user_id,
+        prisma_client=mock_prisma_client,
+        user_api_key_cache=mock_cache,
+        route="/chat/completions",
+    )
+
+    # Budget should still be applied in-memory despite DB failure
+    assert result is not None
+    assert result.litellm_budget_table is not None
+    assert result.litellm_budget_table.budget_id == default_budget_id
+
+    litellm.max_end_user_budget_id = None
+
+
+@pytest.mark.asyncio
+async def test_explicit_budget_skips_db_update():
+    """
+    End users with an explicit budget should NOT trigger a DB update
+    for the default budget_id.
+    """
+    end_user_id = f"test_user_{uuid.uuid4().hex}"
+    explicit_budget_id = str(uuid.uuid4())
+    default_budget_id = str(uuid.uuid4())
+    litellm.max_end_user_budget_id = default_budget_id
+
+    explicit_budget = LiteLLM_BudgetTable(
+        budget_id=explicit_budget_id,
+        max_budget=100.0,
+    )
+
+    mock_end_user_data = {
+        "user_id": end_user_id,
+        "spend": 10.0,
+        "litellm_budget_table": explicit_budget.model_dump(),
+        "alias": None,
+        "allowed_model_region": None,
+        "default_model": None,
+        "blocked": False,
+    }
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
+        return_value=MagicMock(dict=lambda: mock_end_user_data)
+    )
+    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
+
+    mock_cache = AsyncMock(spec=DualCache)
+    mock_cache.async_get_cache = AsyncMock(return_value=None)
+    mock_cache.async_set_cache = AsyncMock()
+
+    result = await get_end_user_object(
+        end_user_id=end_user_id,
+        prisma_client=mock_prisma_client,
+        user_api_key_cache=mock_cache,
+        route="/chat/completions",
+    )
+
+    # Should keep explicit budget, NOT call update
+    assert result is not None
+    assert result.litellm_budget_table.budget_id == explicit_budget_id
+    mock_prisma_client.db.litellm_endusertable.update.assert_not_called()
+
+    litellm.max_end_user_budget_id = None
+
+
 @pytest.mark.asyncio
 async def test_system_works_without_default_budget_configured():
     """

From 41a719a53782015b40f0b721f89552662e4ea686 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 17:49:28 -0700
Subject: [PATCH 62/95] feat: add global fallback config, fix no-owner crash,
 improve email greeting

- Add `default_key_max_budget_alert_emails` litellm_settings config as
  global fallback for all virtual keys (per-key metadata takes priority)
- Fix crash when key has no user_id/user_email by passing recipient email
  to _get_email_params (same pattern as team soft budget path)
- Use owner email for greeting, falling back to key_alias or token
- Rename setting from default_max_budget_alert_emails to
  default_key_max_budget_alert_emails for clarity
---
 litellm/__init__.py                           |  1 +
 litellm/proxy/auth/auth_checks.py             |  2 +-
 .../proxy/auth/test_auth_checks.py            | 80 +++++++++++++++++++
 3 files changed, 82 insertions(+), 1 deletion(-)

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 3b67d9e0021..0c3d8f9926a 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -376,6 +376,7 @@ datadog_params: Optional[Union[DatadogInitParams, Dict]] = None
 aws_sqs_callback_params: Optional[Dict] = None
 generic_logger_headers: Optional[Dict] = None
 default_key_generate_params: Optional[Dict] = None
+default_key_max_budget_alert_emails: Optional[Dict[str, list]] = None
 upperbound_key_generate_params: Optional[LiteLLM_UpperboundKeyGenerateParams] = None
 key_generation_settings: Optional["StandardKeyGenerationConfig"] = None
 default_internal_user_params: Optional[Dict] = None
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index fbc24ab17cd..19751f6edc6 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2966,7 +2966,7 @@ async def _virtual_key_max_budget_alert_check(
         owner_email = user_obj.user_email if user_obj else None
         alert_email_config = (valid_token.metadata or {}).get(
             "max_budget_alert_emails"
-        )
+        ) or litellm.default_key_max_budget_alert_emails
 
         if isinstance(alert_email_config, dict) and alert_email_config:
             # New path: pass the map through, let the email handler decide what to fire
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index d9ab8e06d04..0f7ffa541af 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1652,6 +1652,86 @@ async def test_virtual_key_max_budget_alert_check_old_path_below_threshold_no_al
     assert alert_triggered is False
 
 
+@pytest.mark.asyncio
+async def test_virtual_key_max_budget_alert_check_global_fallback():
+    """Test that litellm.default_key_max_budget_alert_emails is used when key metadata has no map"""
+    alert_triggered = False
+    captured_call_info = None
+
+    class MockProxyLogging:
+        async def budget_alerts(self, type, user_info):
+            nonlocal alert_triggered, captured_call_info
+            alert_triggered = True
+            captured_call_info = user_info
+
+    global_config = {
+        "50": ["global-finance@co.com"],
+        "75": ["global-finance@co.com", "global-lead@co.com"],
+    }
+    valid_token = UserAPIKeyAuth(
+        token="test-token",
+        spend=30.0,
+        max_budget=100.0,
+        user_id="test-user",
+        key_alias="test-key",
+        metadata={},  # no per-key config
+    )
+
+    import litellm
+    original = litellm.default_key_max_budget_alert_emails
+    try:
+        litellm.default_key_max_budget_alert_emails = global_config
+        await _virtual_key_max_budget_alert_check(
+            valid_token=valid_token,
+            proxy_logging_obj=MockProxyLogging(),
+            user_obj=None,
+        )
+        await asyncio.sleep(0.1)
+
+        assert alert_triggered is True
+        assert captured_call_info.max_budget_alert_emails == global_config
+    finally:
+        litellm.default_key_max_budget_alert_emails = original
+
+
+@pytest.mark.asyncio
+async def test_virtual_key_max_budget_alert_check_per_key_overrides_global():
+    """Test that per-key metadata takes priority over global fallback"""
+    captured_call_info = None
+
+    class MockProxyLogging:
+        async def budget_alerts(self, type, user_info):
+            nonlocal captured_call_info
+            captured_call_info = user_info
+
+    per_key_config = {"50": ["per-key@co.com"]}
+    global_config = {"75": ["global@co.com"]}
+
+    valid_token = UserAPIKeyAuth(
+        token="test-token",
+        spend=30.0,
+        max_budget=100.0,
+        user_id="test-user",
+        key_alias="test-key",
+        metadata={"max_budget_alert_emails": per_key_config},
+    )
+
+    import litellm
+    original = litellm.default_key_max_budget_alert_emails
+    try:
+        litellm.default_key_max_budget_alert_emails = global_config
+        await _virtual_key_max_budget_alert_check(
+            valid_token=valid_token,
+            proxy_logging_obj=MockProxyLogging(),
+            user_obj=None,
+        )
+        await asyncio.sleep(0.1)
+
+        assert captured_call_info.max_budget_alert_emails == per_key_config
+    finally:
+        litellm.default_key_max_budget_alert_emails = original
+
+
 @pytest.mark.asyncio
 async def test_get_fuzzy_user_object_case_insensitive_email():
     """Test that _get_fuzzy_user_object uses case-insensitive email lookup"""

From bb9955beca7baee74d0339f075b237cbe812ad70 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Sat, 4 Apr 2026 18:10:05 -0700
Subject: [PATCH 63/95] [Fix] Budget reset job now resets implicitly-created
 end users with NULL budget_id

When litellm.max_end_user_budget_id is configured, implicitly-created end users
(via /chat/completions) have budget_id=NULL in the DB since the default budget
is only applied in-memory. The budget reset job filtered by budget_id, so these
users were never reset and eventually permanently blocked.

Fix: when the default budget is in the reset list, also query for and reset
end users with budget_id=NULL and spend > 0. This keeps the hot auth path
unchanged (no DB writes on every request).

Fixes #22019

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 litellm/proxy/auth/auth_checks.py             |  16 +-
 .../proxy/common_utils/reset_budget_job.py    |  47 ++++-
 .../test_default_end_user_budget_simple.py    | 154 ++-------------
 .../common_utils/test_reset_budget_job.py     | 185 ++++++++++++++++++
 4 files changed, 247 insertions(+), 155 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index dd81afe78cb..56958a88f6d 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -857,22 +857,8 @@ async def _apply_default_budget_to_end_user(
     )
 
     if default_budget is not None:
-        # Apply default budget to end user object (in-memory for this request)
+        # Apply default budget to end user object
         end_user_obj.litellm_budget_table = default_budget
-
-        # Persist budget_id to DB so the budget reset job can find this user
-        try:
-            await prisma_client.db.litellm_endusertable.update(
-                where={"user_id": end_user_obj.user_id},
-                data={"budget_id": litellm.max_end_user_budget_id},
-            )
-        except Exception as e:
-            verbose_proxy_logger.warning(
-                "Failed to persist default budget_id for end user %s: %s",
-                end_user_obj.user_id,
-                e,
-            )
-
         verbose_proxy_logger.debug(
             f"Applied default budget {litellm.max_end_user_budget_id} to end user {end_user_obj.user_id}"
         )
diff --git a/litellm/proxy/common_utils/reset_budget_job.py b/litellm/proxy/common_utils/reset_budget_job.py
index 16243038b78..d935c50ffd3 100644
--- a/litellm/proxy/common_utils/reset_budget_job.py
+++ b/litellm/proxy/common_utils/reset_budget_job.py
@@ -4,6 +4,7 @@ import time
 from datetime import datetime, timezone
 from typing import List, Literal, Optional, Union
 
+import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.proxy._types import (
     LiteLLM_BudgetTableFull,
@@ -162,16 +163,35 @@ class ResetBudgetJob:
                     table_name="budget",
                 )
 
+                budget_ids_to_reset = [
+                    budget.budget_id
+                    for budget in budgets_to_reset
+                    if budget.budget_id is not None
+                ]
+
                 endusers_to_reset = await self.prisma_client.get_data(
                     table_name="enduser",
                     query_type="find_all",
-                    budget_id_list=[
-                        budget.budget_id
-                        for budget in budgets_to_reset
-                        if budget.budget_id is not None
-                    ],
+                    budget_id_list=budget_ids_to_reset,
                 )
 
+                # Also reset end users with no budget_id (NULL) who use the
+                # default budget via litellm.max_end_user_budget_id.  These
+                # users are enforced in-memory but never had budget_id
+                # persisted, so the query above misses them.
+                if (
+                    litellm.max_end_user_budget_id is not None
+                    and litellm.max_end_user_budget_id in budget_ids_to_reset
+                ):
+                    default_budget_endusers = (
+                        await self._get_endusers_with_no_budget_id()
+                    )
+                    if default_budget_endusers:
+                        if endusers_to_reset is None:
+                            endusers_to_reset = default_budget_endusers
+                        else:
+                            endusers_to_reset.extend(default_budget_endusers)
+
                 await self.reset_budget_for_litellm_team_members(
                     budgets_to_reset=budgets_to_reset
                 )
@@ -279,6 +299,23 @@ class ResetBudgetJob:
             )
             verbose_proxy_logger.exception("Failed to reset budget for endusers: %s", e)
 
+    async def _get_endusers_with_no_budget_id(
+        self,
+    ) -> List[LiteLLM_EndUserTable]:
+        """
+        Fetch end users that have no explicit budget_id set (NULL) and have
+        accumulated spend > 0.  These are implicitly-created end users that
+        rely on the default budget (litellm.max_end_user_budget_id) applied
+        in-memory during auth checks.
+        """
+        rows = await self.prisma_client.db.litellm_endusertable.find_many(
+            where={
+                "budget_id": None,
+                "spend": {"gt": 0},
+            },
+        )
+        return [LiteLLM_EndUserTable(**row.dict()) for row in rows]
+
     async def reset_budget_for_litellm_keys(self):
         """
         Resets the budget for all the litellm keys
diff --git a/tests/proxy_unit_tests/test_default_end_user_budget_simple.py b/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
index 8c85a79cbf8..970a7ab4718 100644
--- a/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
+++ b/tests/proxy_unit_tests/test_default_end_user_budget_simple.py
@@ -29,14 +29,14 @@ async def test_default_budget_applied_to_end_user_without_budget():
     end_user_id = f"test_user_{uuid.uuid4().hex}"
     default_budget_id = str(uuid.uuid4())
     litellm.max_end_user_budget_id = default_budget_id
-    
+
     default_budget = LiteLLM_BudgetTable(
         budget_id=default_budget_id,
         max_budget=10.0,
         rpm_limit=2,
         tpm_limit=10,
     )
-    
+
     # Mock end user in DB without budget
     mock_end_user_data = {
         "user_id": end_user_id,
@@ -47,12 +47,11 @@ async def test_default_budget_applied_to_end_user_without_budget():
         "default_model": None,
         "blocked": False,
     }
-    
+
     mock_prisma_client = MagicMock()
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
-    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
     mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: default_budget.dict())
     )
@@ -76,12 +75,6 @@ async def test_default_budget_applied_to_end_user_without_budget():
     assert result.litellm_budget_table.rpm_limit == 2
     assert result.litellm_budget_table.tpm_limit == 10
 
-    # Verify budget_id was persisted to DB
-    mock_prisma_client.db.litellm_endusertable.update.assert_called_once_with(
-        where={"user_id": end_user_id},
-        data={"budget_id": default_budget_id},
-    )
-
     litellm.max_end_user_budget_id = None
 
 
@@ -95,13 +88,13 @@ async def test_explicit_budget_not_overridden_by_default():
     explicit_budget_id = str(uuid.uuid4())
     default_budget_id = str(uuid.uuid4())
     litellm.max_end_user_budget_id = default_budget_id
-    
+
     explicit_budget = LiteLLM_BudgetTable(
         budget_id=explicit_budget_id,
         max_budget=100.0,
         rpm_limit=50,
     )
-    
+
     # Mock end user with explicit budget
     mock_end_user_data = {
         "user_id": end_user_id,
@@ -112,29 +105,29 @@ async def test_explicit_budget_not_overridden_by_default():
         "default_model": None,
         "blocked": False,
     }
-    
+
     mock_prisma_client = MagicMock()
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
-    
+
     mock_cache = AsyncMock(spec=DualCache)
     mock_cache.async_get_cache = AsyncMock(return_value=None)
     mock_cache.async_set_cache = AsyncMock()
-    
+
     result = await get_end_user_object(
         end_user_id=end_user_id,
         prisma_client=mock_prisma_client,
         user_api_key_cache=mock_cache,
         route="/chat/completions",
     )
-    
+
     # Verify explicit budget is kept (not replaced with default)
     assert result is not None
     assert result.litellm_budget_table.budget_id == explicit_budget_id
     assert result.litellm_budget_table.max_budget == 100.0
     assert result.litellm_budget_table.rpm_limit == 50
-    
+
     litellm.max_end_user_budget_id = None
 
 
@@ -147,13 +140,13 @@ async def test_budget_enforcement_blocks_over_budget_users():
     end_user_id = f"test_user_{uuid.uuid4().hex}"
     default_budget_id = str(uuid.uuid4())
     litellm.max_end_user_budget_id = default_budget_id
-    
+
     default_budget = LiteLLM_BudgetTable(
         budget_id=default_budget_id,
         max_budget=10.0,
         rpm_limit=2,
     )
-    
+
     # Mock end user who has already spent more than budget
     mock_end_user_data = {
         "user_id": end_user_id,
@@ -164,12 +157,11 @@ async def test_budget_enforcement_blocks_over_budget_users():
         "default_model": None,
         "blocked": False,
     }
-    
+
     mock_prisma_client = MagicMock()
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
-    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
     mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: default_budget.dict())
     )
@@ -186,116 +178,9 @@ async def test_budget_enforcement_blocks_over_budget_users():
             user_api_key_cache=mock_cache,
             route="/chat/completions",
         )
-    
+
     assert "ExceededBudget" in str(exc_info.value)
     assert end_user_id in str(exc_info.value)
-    
-    litellm.max_end_user_budget_id = None
-
-
-@pytest.mark.asyncio
-async def test_default_budget_db_persist_failure_is_nonfatal():
-    """
-    If the DB update to persist budget_id fails, the budget should still be
-    applied in-memory for the current request (non-fatal warning).
-    """
-    end_user_id = f"test_user_{uuid.uuid4().hex}"
-    default_budget_id = str(uuid.uuid4())
-    litellm.max_end_user_budget_id = default_budget_id
-
-    default_budget = LiteLLM_BudgetTable(
-        budget_id=default_budget_id,
-        max_budget=10.0,
-    )
-
-    mock_end_user_data = {
-        "user_id": end_user_id,
-        "spend": 1.0,
-        "litellm_budget_table": None,
-        "alias": None,
-        "allowed_model_region": None,
-        "default_model": None,
-        "blocked": False,
-    }
-
-    mock_prisma_client = MagicMock()
-    mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
-        return_value=MagicMock(dict=lambda: mock_end_user_data)
-    )
-    # Simulate DB update failure
-    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(
-        side_effect=Exception("DB connection lost")
-    )
-    mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
-        return_value=MagicMock(dict=lambda: default_budget.model_dump())
-    )
-
-    mock_cache = AsyncMock(spec=DualCache)
-    mock_cache.async_get_cache = AsyncMock(return_value=None)
-    mock_cache.async_set_cache = AsyncMock()
-
-    result = await get_end_user_object(
-        end_user_id=end_user_id,
-        prisma_client=mock_prisma_client,
-        user_api_key_cache=mock_cache,
-        route="/chat/completions",
-    )
-
-    # Budget should still be applied in-memory despite DB failure
-    assert result is not None
-    assert result.litellm_budget_table is not None
-    assert result.litellm_budget_table.budget_id == default_budget_id
-
-    litellm.max_end_user_budget_id = None
-
-
-@pytest.mark.asyncio
-async def test_explicit_budget_skips_db_update():
-    """
-    End users with an explicit budget should NOT trigger a DB update
-    for the default budget_id.
-    """
-    end_user_id = f"test_user_{uuid.uuid4().hex}"
-    explicit_budget_id = str(uuid.uuid4())
-    default_budget_id = str(uuid.uuid4())
-    litellm.max_end_user_budget_id = default_budget_id
-
-    explicit_budget = LiteLLM_BudgetTable(
-        budget_id=explicit_budget_id,
-        max_budget=100.0,
-    )
-
-    mock_end_user_data = {
-        "user_id": end_user_id,
-        "spend": 10.0,
-        "litellm_budget_table": explicit_budget.model_dump(),
-        "alias": None,
-        "allowed_model_region": None,
-        "default_model": None,
-        "blocked": False,
-    }
-
-    mock_prisma_client = MagicMock()
-    mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
-        return_value=MagicMock(dict=lambda: mock_end_user_data)
-    )
-    mock_prisma_client.db.litellm_endusertable.update = AsyncMock(return_value=None)
-
-    mock_cache = AsyncMock(spec=DualCache)
-    mock_cache.async_get_cache = AsyncMock(return_value=None)
-    mock_cache.async_set_cache = AsyncMock()
-
-    result = await get_end_user_object(
-        end_user_id=end_user_id,
-        prisma_client=mock_prisma_client,
-        user_api_key_cache=mock_cache,
-        route="/chat/completions",
-    )
-
-    # Should keep explicit budget, NOT call update
-    assert result is not None
-    assert result.litellm_budget_table.budget_id == explicit_budget_id
-    mock_prisma_client.db.litellm_endusertable.update.assert_not_called()
 
     litellm.max_end_user_budget_id = None
 
@@ -308,7 +193,7 @@ async def test_system_works_without_default_budget_configured():
     """
     end_user_id = f"test_user_{uuid.uuid4().hex}"
     litellm.max_end_user_budget_id = None  # Not configured
-    
+
     # Mock end user without budget
     mock_end_user_data = {
         "user_id": end_user_id,
@@ -319,25 +204,24 @@ async def test_system_works_without_default_budget_configured():
         "default_model": None,
         "blocked": False,
     }
-    
+
     mock_prisma_client = MagicMock()
     mock_prisma_client.db.litellm_endusertable.find_unique = AsyncMock(
         return_value=MagicMock(dict=lambda: mock_end_user_data)
     )
-    
+
     mock_cache = AsyncMock(spec=DualCache)
     mock_cache.async_get_cache = AsyncMock(return_value=None)
     mock_cache.async_set_cache = AsyncMock()
-    
+
     result = await get_end_user_object(
         end_user_id=end_user_id,
         prisma_client=mock_prisma_client,
         user_api_key_cache=mock_cache,
         route="/chat/completions",
     )
-    
+
     # Should work fine, just without budget limits
     assert result is not None
     assert result.user_id == end_user_id
     assert result.litellm_budget_table is None  # No budget applied
-
diff --git a/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py b/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py
index 1f2d4f4905f..db531bb3bb3 100644
--- a/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py
+++ b/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py
@@ -36,10 +36,24 @@ class MockLiteLLMVerificationToken:
         return {"count": 1}
 
 
+class MockLiteLLMEndUserTable:
+    def __init__(self):
+        self.find_many_calls: List[Dict[str, Any]] = []
+        self._find_many_results: List[Any] = []
+
+    def set_find_many_results(self, results: List[Any]):
+        self._find_many_results = results
+
+    async def find_many(self, where: Dict[str, Any]) -> List[Any]:
+        self.find_many_calls.append({"where": where})
+        return self._find_many_results
+
+
 class MockDB:
     def __init__(self):
         self.litellm_teammembership = MockLiteLLMTeamMembership()
         self.litellm_verificationtoken = MockLiteLLMVerificationToken()
+        self.litellm_endusertable = MockLiteLLMEndUserTable()
 
 
 class MockPrismaClient:
@@ -613,3 +627,174 @@ def test_budget_table_reset_also_resets_linked_keys(
     )
     assert calls[0]["where"]["budget_id"] == {"in": ["7d-budget-tier"]}
     assert calls[0]["data"]["spend"] == 0
+
+
+def test_reset_budget_resets_endusers_with_null_budget_id(
+    reset_budget_job, mock_prisma_client
+):
+    """
+    When litellm.max_end_user_budget_id is configured and that budget is
+    being reset, end users with budget_id=NULL should also have their spend
+    reset.  These users were implicitly created and have no budget_id persisted,
+    but are enforced against the default budget in-memory.
+    """
+    import litellm
+
+    now = datetime.now(timezone.utc)
+    default_budget_id = "default-enduser-budget"
+    litellm.max_end_user_budget_id = default_budget_id
+
+    # Budget that is due for reset — matches the default end user budget
+    test_budget = type(
+        "LiteLLM_BudgetTableFull",
+        (),
+        {
+            "max_budget": 50.0,
+            "budget_duration": "1d",
+            "budget_reset_at": now - timedelta(hours=1),
+            "budget_id": default_budget_id,
+            "created_at": now - timedelta(days=1),
+        },
+    )
+
+    # End user WITH explicit budget_id (found by the normal budget_id_list query)
+    enduser_with_budget = type(
+        "LiteLLM_EndUserTable",
+        (),
+        {
+            "spend": 30.0,
+            "litellm_budget_table": test_budget,
+            "user_id": "enduser-explicit",
+        },
+    )
+
+    # End user WITHOUT budget_id (NULL) — should also be reset
+    enduser_no_budget_row = type(
+        "EndUserRow",
+        (),
+        {
+            "spend": 25.0,
+            "user_id": "enduser-implicit",
+            "budget_id": None,
+            "alias": None,
+            "allowed_model_region": None,
+            "default_model": None,
+            "blocked": False,
+            "object_permission_id": None,
+            "object_permission": None,
+            "litellm_budget_table": None,
+            "dict": lambda self=None: {
+                "spend": 25.0,
+                "user_id": "enduser-implicit",
+                "blocked": False,
+                "alias": None,
+                "allowed_model_region": None,
+                "default_model": None,
+                "litellm_budget_table": None,
+                "object_permission_id": None,
+                "object_permission": None,
+            },
+        },
+    )
+
+    mock_prisma_client.data["budget"] = [test_budget]
+    mock_prisma_client.data["enduser"] = [enduser_with_budget]
+
+    # Set up the DB mock for NULL-budget-id end users
+    mock_prisma_client.db.litellm_endusertable.set_find_many_results(
+        [enduser_no_budget_row]
+    )
+
+    asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table())
+
+    # Both end users should have been reset
+    updated = mock_prisma_client.updated_data["enduser"]
+    assert len(updated) == 2, (
+        f"Expected 2 endusers reset (1 explicit + 1 implicit), got {len(updated)}"
+    )
+
+    user_ids = {u.user_id for u in updated}
+    assert "enduser-explicit" in user_ids
+    assert "enduser-implicit" in user_ids
+
+    for u in updated:
+        assert u.spend == 0.0, f"Expected spend=0 for {u.user_id}, got {u.spend}"
+
+    # Verify find_many was called to fetch NULL-budget-id end users
+    find_many_calls = mock_prisma_client.db.litellm_endusertable.find_many_calls
+    assert len(find_many_calls) == 1
+    assert find_many_calls[0]["where"] == {"budget_id": None, "spend": {"gt": 0}}
+
+    litellm.max_end_user_budget_id = None
+
+
+def test_reset_budget_skips_null_budget_id_endusers_when_default_not_configured(
+    reset_budget_job, mock_prisma_client
+):
+    """
+    When litellm.max_end_user_budget_id is NOT configured, end users with
+    budget_id=NULL should NOT be fetched or reset.
+    """
+    import litellm
+
+    now = datetime.now(timezone.utc)
+    litellm.max_end_user_budget_id = None
+
+    test_budget = type(
+        "LiteLLM_BudgetTableFull",
+        (),
+        {
+            "max_budget": 50.0,
+            "budget_duration": "1d",
+            "budget_reset_at": now - timedelta(hours=1),
+            "budget_id": "some-budget",
+            "created_at": now - timedelta(days=1),
+        },
+    )
+
+    mock_prisma_client.data["budget"] = [test_budget]
+
+    asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table())
+
+    # Should NOT have queried for NULL-budget-id end users
+    find_many_calls = mock_prisma_client.db.litellm_endusertable.find_many_calls
+    assert len(find_many_calls) == 0
+
+    litellm.max_end_user_budget_id = None
+
+
+def test_reset_budget_skips_null_budget_id_endusers_when_default_not_in_reset_list(
+    reset_budget_job, mock_prisma_client
+):
+    """
+    When litellm.max_end_user_budget_id IS configured but the corresponding
+    budget is NOT in the budgets-to-reset list (not yet expired), end users
+    with budget_id=NULL should NOT be reset.
+    """
+    import litellm
+
+    now = datetime.now(timezone.utc)
+    litellm.max_end_user_budget_id = "default-budget-not-expired"
+
+    # A different budget that IS expiring (not the default one)
+    test_budget = type(
+        "LiteLLM_BudgetTableFull",
+        (),
+        {
+            "max_budget": 50.0,
+            "budget_duration": "1d",
+            "budget_reset_at": now - timedelta(hours=1),
+            "budget_id": "other-budget",
+            "created_at": now - timedelta(days=1),
+        },
+    )
+
+    mock_prisma_client.data["budget"] = [test_budget]
+
+    asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table())
+
+    # Should NOT have queried for NULL-budget-id end users
+    find_many_calls = mock_prisma_client.db.litellm_endusertable.find_many_calls
+    assert len(find_many_calls) == 0
+
+    litellm.max_end_user_budget_id = None

From 44eb2ea56e882c29f7ad17f9b9dee47c29efb183 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 17:54:16 -0700
Subject: [PATCH 64/95] =?UTF-8?q?fix:=20address=20Greptile=20review=20?=
 =?UTF-8?q?=E2=80=94=20empty=20recipients=20guard,=20type=20annotation,=20?=
 =?UTF-8?q?task=20pre-filter?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Guard empty recipients in _handle_multi_threshold_max_budget_alert:
  log warning and skip instead of falling through to old path error loop
- Widen max_budget_alert_emails type to Dict[str, Union[str, List[str]]]
  to match _parse_email_list runtime behavior (accepts comma-separated strings)
- Pre-filter asyncio.create_task with min threshold check to avoid
  unnecessary task allocation on every request when spend is below
  all configured thresholds
---
 .../enterprise_callbacks/send_emails/base_email.py       | 9 ++++++++-
 litellm/proxy/_types.py                                  | 2 +-
 litellm/proxy/auth/auth_checks.py                        | 9 ++++++++-
 tests/test_litellm/proxy/auth/test_auth_checks.py        | 6 +++---
 4 files changed, 20 insertions(+), 6 deletions(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index 36163253839..533fb134937 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -615,7 +615,14 @@ class BaseEmailLogger(CustomLogger):
             emails = _parse_email_list(raw_emails)
             if user_info.user_email:
                 emails.append(user_info.user_email)
-            recipient_emails = list(set(emails)) if emails else None
+            if not emails:
+                verbose_proxy_logger.warning(
+                    "No recipients for %d%% threshold on key %s, skipping alert",
+                    threshold_pct,
+                    _id,
+                )
+                continue
+            recipient_emails = list(set(emails))
 
             event_message = f"Max Budget Alert - {threshold_pct}% of Maximum Budget Reached"
             webhook_event = WebhookEvent(
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index d3c83248706..d12414c19c7 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3095,7 +3095,7 @@ class CallInfo(LiteLLMPydanticObjectBase):
         default=None,
         description="Additional email addresses to send alerts to (e.g., from team metadata)",
     )
-    max_budget_alert_emails: Optional[Dict[str, List[str]]] = Field(
+    max_budget_alert_emails: Optional[Dict[str, Union[str, List[str]]]] = Field(
         default=None,
         description="Map of threshold percentage to email recipients (e.g., {'50': ['a@co.com'], '75': ['a@co.com', 'b@co.com']})",
     )
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 19751f6edc6..65b75dffb65 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2969,7 +2969,14 @@ async def _virtual_key_max_budget_alert_check(
         ) or litellm.default_key_max_budget_alert_emails
 
         if isinstance(alert_email_config, dict) and alert_email_config:
-            # New path: pass the map through, let the email handler decide what to fire
+            # New path: only create task if spend has crossed the lowest threshold
+            min_pct = min(
+                (int(k) for k in alert_email_config if k.isdigit()),
+                default=None,
+            )
+            if min_pct is None or valid_token.spend < valid_token.max_budget * (min_pct / 100.0):
+                return
+
             call_info = CallInfo(
                 token=valid_token.token,
                 spend=valid_token.spend,
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 0f7ffa541af..d74c4883f63 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1562,7 +1562,7 @@ async def test_virtual_key_max_budget_alert_check_with_multi_threshold_map():
     }
     valid_token = UserAPIKeyAuth(
         token="test-token",
-        spend=30.0,
+        spend=60.0,
         max_budget=100.0,
         user_id="test-user",
         key_alias="test-key",
@@ -1670,7 +1670,7 @@ async def test_virtual_key_max_budget_alert_check_global_fallback():
     }
     valid_token = UserAPIKeyAuth(
         token="test-token",
-        spend=30.0,
+        spend=60.0,
         max_budget=100.0,
         user_id="test-user",
         key_alias="test-key",
@@ -1709,7 +1709,7 @@ async def test_virtual_key_max_budget_alert_check_per_key_overrides_global():
 
     valid_token = UserAPIKeyAuth(
         token="test-token",
-        spend=30.0,
+        spend=60.0,
         max_budget=100.0,
         user_id="test-user",
         key_alias="test-key",

From 6fd49f1da15a86716b595ef1d730263535018b13 Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Fri, 17 Apr 2026 18:17:24 -0700
Subject: [PATCH 65/95] fix: enforce project-level model-specific rate limits
 in parallel_request_limiter_v3
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Project-level model rpm/tpm limits stored in project_metadata were never
checked during rate limit enforcement — only model-level limits applied.

Adds _add_project_model_rate_limit_descriptor_from_metadata() to the v3
limiter (mirrors the existing team metadata path) and calls it in
async_pre_call_hook, creating a model_per_project descriptor keyed as
"{project_id}:{model}" with the project's configured limits.

Also extends get_model_rate_limit_from_metadata's Literal to accept
"project_metadata" and adds get_project_model_rpm/tpm_limit helpers.

Fixes: LIT-2317

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
---
 litellm/proxy/auth/auth_utils.py              | 20 +++-
 .../hooks/parallel_request_limiter_v3.py      | 60 ++++++++++++
 .../hooks/test_parallel_request_limiter_v3.py | 92 +++++++++++++++++++
 3 files changed, 171 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 64766bbaadd..057c957f317 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -663,7 +663,9 @@ def get_key_model_tpm_limit(
 
 def get_model_rate_limit_from_metadata(
     user_api_key_dict: UserAPIKeyAuth,
-    metadata_accessor_key: Literal["team_metadata", "organization_metadata"],
+    metadata_accessor_key: Literal[
+        "team_metadata", "organization_metadata", "project_metadata"
+    ],
     rate_limit_key: Literal["model_rpm_limit", "model_tpm_limit"],
 ) -> Optional[Dict[str, int]]:
     if getattr(user_api_key_dict, metadata_accessor_key):
@@ -687,6 +689,22 @@ def get_team_model_tpm_limit(
     return None
 
 
+def get_project_model_rpm_limit(
+    user_api_key_dict: UserAPIKeyAuth,
+) -> Optional[Dict[str, int]]:
+    if user_api_key_dict.project_metadata:
+        return user_api_key_dict.project_metadata.get("model_rpm_limit")
+    return None
+
+
+def get_project_model_tpm_limit(
+    user_api_key_dict: UserAPIKeyAuth,
+) -> Optional[Dict[str, int]]:
+    if user_api_key_dict.project_metadata:
+        return user_api_key_dict.project_metadata.get("model_tpm_limit")
+    return None
+
+
 def is_pass_through_provider_route(route: str) -> bool:
     PROVIDER_SPECIFIC_PASS_THROUGH_ROUTES = [
         "vertex-ai",
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 5aaac088dc2..0b9269b7b41 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -1175,6 +1175,59 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                     )
                 )
 
+    def _add_project_model_rate_limit_descriptor_from_metadata(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        requested_model: Optional[str],
+        descriptors: List[RateLimitDescriptor],
+    ) -> None:
+        """Add project model rate limit descriptor from project_metadata if applicable."""
+        if (
+            get_model_rate_limit_from_metadata(
+                user_api_key_dict, "project_metadata", "model_rpm_limit"
+            )
+            is not None
+            or get_model_rate_limit_from_metadata(
+                user_api_key_dict, "project_metadata", "model_tpm_limit"
+            )
+            is not None
+        ):
+            _tpm_limit_for_project_model = (
+                get_model_rate_limit_from_metadata(
+                    user_api_key_dict, "project_metadata", "model_tpm_limit"
+                )
+                or {}
+            )
+            _rpm_limit_for_project_model = (
+                get_model_rate_limit_from_metadata(
+                    user_api_key_dict, "project_metadata", "model_rpm_limit"
+                )
+                or {}
+            )
+            should_check_rate_limit = (
+                requested_model in _tpm_limit_for_project_model
+                or requested_model in _rpm_limit_for_project_model
+            )
+
+            if should_check_rate_limit and requested_model is not None:
+                model_specific_tpm_limit = _tpm_limit_for_project_model.get(
+                    requested_model
+                )
+                model_specific_rpm_limit = _rpm_limit_for_project_model.get(
+                    requested_model
+                )
+                descriptors.append(
+                    RateLimitDescriptor(
+                        key="model_per_project",
+                        value=f"{user_api_key_dict.project_id}:{requested_model}",
+                        rate_limit={
+                            "requests_per_unit": model_specific_rpm_limit,
+                            "tokens_per_unit": model_specific_tpm_limit,
+                            "window_size": self.window_size,
+                        },
+                    )
+                )
+
     def _handle_rate_limit_error(
         self,
         response: RateLimitResponse,
@@ -1286,6 +1339,13 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
             descriptors=descriptors,
         )
 
+        # Project Level Rate Limits
+        self._add_project_model_rate_limit_descriptor_from_metadata(
+            user_api_key_dict=user_api_key_dict,
+            requested_model=requested_model,
+            descriptors=descriptors,
+        )
+
         # Org Level Rate Limits
         descriptors.extend(
             self.create_organization_rate_limit_descriptor(
diff --git a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
index 3eb481991f7..3b26897f74a 100644
--- a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
@@ -2590,3 +2590,95 @@ class TestGetTotalTokensFromUsageCacheExclusion:
         """Should handle None usage gracefully."""
         result = handler._get_total_tokens_from_usage(None, "total")
         assert result == 0, f"Expected 0 for None usage, got {result}"
+
+
+@pytest.mark.asyncio
+async def test_project_model_rate_limits_enforced_v3():
+    """
+    Regression test: project-level model-specific rate limits must be enforced.
+
+    Bug: When a key belongs to a project that has model_rpm_limit/model_tpm_limit
+    in project_metadata, those limits were never checked — only model-level limits
+    were applied. This test verifies the fix.
+    """
+    _api_key = hash_token("sk-project-test")
+    local_cache = DualCache()
+    parallel_request_handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    captured_descriptors = []
+
+    async def mock_should_rate_limit(descriptors, **kwargs):
+        captured_descriptors.extend(descriptors)
+        return {"overall_code": "OK", "statuses": []}
+
+    parallel_request_handler.should_rate_limit = mock_should_rate_limit
+
+    # Key with project_metadata containing model-specific rate limits
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        project_id="proj-abc123",
+        project_metadata={
+            "model_rpm_limit": {"gpt-4": 5},
+            "model_tpm_limit": {"gpt-4": 1000},
+        },
+    )
+
+    await parallel_request_handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data={"model": "gpt-4"},
+        call_type="",
+    )
+
+    descriptor_keys = [d["key"] for d in captured_descriptors]
+    assert (
+        "model_per_project" in descriptor_keys
+    ), f"Expected model_per_project descriptor, got: {descriptor_keys}"
+
+    model_per_project = next(
+        d for d in captured_descriptors if d["key"] == "model_per_project"
+    )
+    assert model_per_project["value"] == "proj-abc123:gpt-4"
+    assert model_per_project["rate_limit"]["requests_per_unit"] == 5
+    assert model_per_project["rate_limit"]["tokens_per_unit"] == 1000
+
+
+@pytest.mark.asyncio
+async def test_project_model_rate_limits_not_triggered_for_other_model_v3():
+    """Project model limits should not trigger for a model not in project_metadata."""
+    _api_key = hash_token("sk-project-test-2")
+    local_cache = DualCache()
+    parallel_request_handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    captured_descriptors = []
+
+    async def mock_should_rate_limit(descriptors, **kwargs):
+        captured_descriptors.extend(descriptors)
+        return {"overall_code": "OK", "statuses": []}
+
+    parallel_request_handler.should_rate_limit = mock_should_rate_limit
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        project_id="proj-abc123",
+        project_metadata={
+            "model_rpm_limit": {"gpt-4": 5},
+        },
+    )
+
+    # Request for gpt-3.5-turbo — project only limits gpt-4
+    await parallel_request_handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data={"model": "gpt-3.5-turbo"},
+        call_type="",
+    )
+
+    descriptor_keys = [d["key"] for d in captured_descriptors]
+    assert (
+        "model_per_project" not in descriptor_keys
+    ), f"model_per_project should not be added for unrelated model, got: {descriptor_keys}"

From c1503d30884ee14fe7169fff16c2675ac49500e1 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 18:52:13 -0700
Subject: [PATCH 66/95] fix: escape user-controlled greeting in max budget
 alert email template

html.escape() the greeting (user_email/key_alias/token fallback) before
inserting into HTML email body to prevent HTML injection via key_alias.
---
 .../enterprise_callbacks/send_emails/base_email.py           | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index 533fb134937..0d508d4bbd8 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -3,6 +3,7 @@ Base class for sending emails to user after creating keys or invite links
 
 """
 
+import html
 import json
 import os
 from typing import List, Literal, Optional
@@ -366,7 +367,9 @@ class BaseEmailLogger(CustomLogger):
                 user_email=event.user_email or recipient_emails[0],
                 event_message=event.event_message,
             )
-            greeting = event.user_email or event.key_alias or event.token or ""
+            greeting = html.escape(
+                event.user_email or event.key_alias or event.token or ""
+            )
             email_html_content = MAX_BUDGET_ALERT_EMAIL_TEMPLATE.format(
                 email_logo_url=email_params.logo_url,
                 recipient_email=greeting,

From e8c33409ad7d98ae950654ba45d53b7a4103521d Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Fri, 17 Apr 2026 19:38:13 -0700
Subject: [PATCH 67/95] test: add coverage for get_project_model_rpm/tpm_limit
 and check_complete_credentials

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
---
 .../proxy/auth/test_auth_utils.py             | 77 +++++++++++++++++++
 1 file changed, 77 insertions(+)

diff --git a/tests/test_litellm/proxy/auth/test_auth_utils.py b/tests/test_litellm/proxy/auth/test_auth_utils.py
index 5d6954ad721..15cfc84c232 100644
--- a/tests/test_litellm/proxy/auth/test_auth_utils.py
+++ b/tests/test_litellm/proxy/auth/test_auth_utils.py
@@ -8,10 +8,13 @@ from unittest.mock import MagicMock, patch
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.auth_utils import (
     _get_customer_id_from_standard_headers,
+    check_complete_credentials,
     get_end_user_id_from_request_body,
     get_model_from_request,
     get_key_model_rpm_limit,
     get_key_model_tpm_limit,
+    get_project_model_rpm_limit,
+    get_project_model_tpm_limit,
 )
 
 
@@ -583,3 +586,77 @@ class TestDeploymentDefaultTpmLimit:
         with patch(_ROUTER_PATCH, mock_router):
             result = get_key_model_tpm_limit(user_api_key_dict, model_name="model1")
         assert result == {"model1": 400}
+
+
+class TestGetProjectModelRpmLimit:
+    """Tests for get_project_model_rpm_limit function."""
+
+    def test_returns_project_metadata_rpm_limit(self):
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="sk-123",
+            project_metadata={"model_rpm_limit": {"gpt-4": 200}},
+        )
+        result = get_project_model_rpm_limit(user_api_key_dict)
+        assert result == {"gpt-4": 200}
+
+    def test_returns_none_when_no_project_metadata(self):
+        user_api_key_dict = UserAPIKeyAuth(api_key="sk-123")
+        result = get_project_model_rpm_limit(user_api_key_dict)
+        assert result is None
+
+    def test_returns_none_when_project_metadata_missing_key(self):
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="sk-123",
+            project_metadata={"other_key": "value"},
+        )
+        result = get_project_model_rpm_limit(user_api_key_dict)
+        assert result is None
+
+
+class TestGetProjectModelTpmLimit:
+    """Tests for get_project_model_tpm_limit function."""
+
+    def test_returns_project_metadata_tpm_limit(self):
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="sk-123",
+            project_metadata={"model_tpm_limit": {"gpt-4": 50000}},
+        )
+        result = get_project_model_tpm_limit(user_api_key_dict)
+        assert result == {"gpt-4": 50000}
+
+    def test_returns_none_when_no_project_metadata(self):
+        user_api_key_dict = UserAPIKeyAuth(api_key="sk-123")
+        result = get_project_model_tpm_limit(user_api_key_dict)
+        assert result is None
+
+    def test_returns_none_when_project_metadata_missing_key(self):
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="sk-123",
+            project_metadata={"other_key": "value"},
+        )
+        result = get_project_model_tpm_limit(user_api_key_dict)
+        assert result is None
+
+
+class TestCheckCompleteCredentials:
+    """Tests for the api_key validation in check_complete_credentials."""
+
+    def test_returns_false_when_api_key_missing(self):
+        result = check_complete_credentials({"model": "gpt-4"})
+        assert result is False
+
+    def test_returns_false_when_api_key_is_none(self):
+        result = check_complete_credentials({"model": "gpt-4", "api_key": None})
+        assert result is False
+
+    def test_returns_false_when_api_key_is_empty_string(self):
+        result = check_complete_credentials({"model": "gpt-4", "api_key": ""})
+        assert result is False
+
+    def test_returns_false_when_api_key_is_whitespace(self):
+        result = check_complete_credentials({"model": "gpt-4", "api_key": "   "})
+        assert result is False
+
+    def test_returns_true_when_api_key_is_valid(self):
+        result = check_complete_credentials({"model": "gpt-4", "api_key": "sk-valid"})
+        assert result is True

From acb4f8925400d4dc41c7f1de56f18f4db2977cbe Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 21:18:35 -0700
Subject: [PATCH 68/95] [Fix] UI - Models: clarify Anthropic api_base label and
 tooltip to prevent recursive-loop misconfiguration

---
 litellm/proxy/public_endpoints/provider_create_fields.json | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/public_endpoints/provider_create_fields.json b/litellm/proxy/public_endpoints/provider_create_fields.json
index 98ec977b072..163c9648de7 100644
--- a/litellm/proxy/public_endpoints/provider_create_fields.json
+++ b/litellm/proxy/public_endpoints/provider_create_fields.json
@@ -216,9 +216,9 @@
     "credential_fields": [
       {
         "key": "api_base",
-        "label": "API Base",
-        "placeholder": null,
-        "tooltip": "Optional. Override the upstream Anthropic API URL. Defaults to https://api.anthropic.com.",
+        "label": "Upstream API Base",
+        "placeholder": "https://api.anthropic.com",
+        "tooltip": "Optional. Where the proxy forwards requests upstream. Leave blank to use Anthropic's public API. Set this only for private Anthropic deployments or reverse proxies. Do NOT set this to your LiteLLM proxy URL — that causes a recursive loop.",
         "required": false,
         "field_type": "text",
         "options": null,

From 6fe79035d9cddca10f17e5e6bb1a8c4274b126f1 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 17 Apr 2026 21:21:43 -0700
Subject: [PATCH 69/95] [Fix] UI - Settings: clarify Max-subscription vs BYOK
 toggle descriptions (independent of each other)

---
 .../ui_crud_endpoints/proxy_setting_endpoints.py | 16 ++++++++++++----
 .../AdminSettings/UISettings/UISettings.tsx      |  4 ++--
 2 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index dd2b5aea7c8..1523e1cb9be 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -97,15 +97,23 @@ class UISettings(BaseModel):
 
     forward_client_headers_to_llm_api: bool = Field(
         default=False,
-        description="If enabled, forwards client headers (e.g. Authorization) to the LLM API. Required for Claude Code with Max subscription.",
+        description=(
+            "Forwards client headers (Authorization, anthropic-beta, and x-* "
+            "custom headers) to the upstream LLM. Enable for Claude Code with a "
+            "Max subscription (forwards the OAuth token) or to pass custom/tracing "
+            "headers through to the provider. Independent of the BYOK toggle — "
+            "enable only the one(s) you need."
+        ),
     )
 
     forward_llm_provider_auth_headers: bool = Field(
         default=False,
         description=(
-            "If enabled, forwards LLM provider auth headers (x-api-key, "
-            "x-goog-api-key, api-key, ocp-apim-subscription-key) to the upstream "
-            "provider. Required for Claude Code BYOK (bring-your-own-key) flows."
+            "Forwards provider auth headers (x-api-key, x-goog-api-key, api-key, "
+            "ocp-apim-subscription-key) to the upstream LLM, overriding any "
+            "deployment-configured key for that request. Enable for Claude Code "
+            "BYOK (clients bring their own API key). Independent of the "
+            "client-headers toggle — enable only the one(s) you need."
         ),
     )
 
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
index 9751ad435d5..c1042e3cd35 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/UISettings/UISettings.tsx
@@ -295,7 +295,7 @@ export default function UISettings() {
               <Typography.Text strong>Forward client headers to LLM API</Typography.Text>
               <Typography.Text type="secondary">
                 {forwardClientHeadersProperty?.description ??
-                  "If enabled, forwards client headers (e.g. Authorization) to the LLM API. Required for Claude Code with Max subscription."}
+                  "Forwards client headers (Authorization, anthropic-beta, and x-* custom headers) to the upstream LLM. Enable for Claude Code with a Max subscription (forwards the OAuth token) or to pass custom/tracing headers through to the provider. Independent of the BYOK toggle — enable only the one(s) you need."}
               </Typography.Text>
             </Space>
           </Space>
@@ -315,7 +315,7 @@ export default function UISettings() {
               <Typography.Text strong>Forward LLM provider auth headers</Typography.Text>
               <Typography.Text type="secondary">
                 {forwardLLMProviderAuthHeadersProperty?.description ??
-                  "If enabled, forwards provider auth headers (x-api-key, x-goog-api-key, api-key) to the LLM provider. Required for Claude Code BYOK."}
+                  "Forwards provider auth headers (x-api-key, x-goog-api-key, api-key, ocp-apim-subscription-key) to the upstream LLM, overriding any deployment-configured key for that request. Enable for Claude Code BYOK (clients bring their own API key). Independent of the client-headers toggle — enable only the one(s) you need."}
               </Typography.Text>
             </Space>
           </Space>

From ec564f5e0092d33fd8bb8c6e4cd4d09aa19808a1 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 21:51:41 -0700
Subject: [PATCH 70/95] fix: resolve mypy errors in multi-threshold budget
 alerts

- Add early return guard in _handle_multi_threshold_max_budget_alert
  for None max_budget_alert_emails and max_budget
- Add explicit type annotation on alert_email_config in auth_checks
---
 .../send_emails/base_email.py                 |  3 ++
 litellm/proxy/auth/auth_checks.py             | 35 +++++++++++++++++--
 2 files changed, 35 insertions(+), 3 deletions(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index 0d508d4bbd8..d3c8b51a5ac 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -595,6 +595,9 @@ class BaseEmailLogger(CustomLogger):
         Loop over configured thresholds in max_budget_alert_emails,
         check cache per threshold, and send to configured recipients.
         """
+        if not user_info.max_budget_alert_emails or user_info.max_budget is None:
+            return
+
         for threshold_str, raw_emails in user_info.max_budget_alert_emails.items():
             try:
                 threshold_pct = int(threshold_str)
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 65b75dffb65..1997903b425 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2946,6 +2946,30 @@ async def _virtual_key_soft_budget_check(
         )
 
 
+def _merge_budget_alert_email_configs(
+    global_cfg: Optional[Dict[str, List[str]]],
+    per_key_cfg: Optional[Dict[str, List[str]]],
+) -> Optional[Dict[str, List[str]]]:
+    """
+    Per-threshold additive merge: each threshold's recipient list is the union
+    of global + per-key entries (deduped, global-first ordering). Missing
+    thresholds on one side are inherited from the other.
+    """
+    global_cfg = global_cfg or {}
+    per_key_cfg = per_key_cfg or {}
+    if not global_cfg and not per_key_cfg:
+        return None
+    thresholds = set(global_cfg) | set(per_key_cfg)
+    return {
+        t: list(
+            dict.fromkeys(
+                list(global_cfg.get(t, [])) + list(per_key_cfg.get(t, []))
+            )
+        )
+        for t in thresholds
+    }
+
+
 async def _virtual_key_max_budget_alert_check(
     valid_token: UserAPIKeyAuth,
     proxy_logging_obj: ProxyLogging,
@@ -2964,9 +2988,14 @@ async def _virtual_key_max_budget_alert_check(
         and valid_token.spend > 0
     ):
         owner_email = user_obj.user_email if user_obj else None
-        alert_email_config = (valid_token.metadata or {}).get(
-            "max_budget_alert_emails"
-        ) or litellm.default_key_max_budget_alert_emails
+        alert_email_config: Optional[Dict[str, List[str]]] = (
+            _merge_budget_alert_email_configs(
+                global_cfg=litellm.default_key_max_budget_alert_emails,
+                per_key_cfg=(valid_token.metadata or {}).get(
+                    "max_budget_alert_emails"
+                ),
+            )
+        )
 
         if isinstance(alert_email_config, dict) and alert_email_config:
             # New path: only create task if spend has crossed the lowest threshold

From c28877757cf9aa9b83034b439ed0caeeb8a1fc7f Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 22:48:39 -0700
Subject: [PATCH 71/95] fix(ui): extra_headers not persisting on MCP server
 edit

Set extra_headers explicitly in initialValues instead of relying on
a useEffect setFieldValue call that races with Antd form initialization.
Also avoid sending empty array on submit so the backend's exclude_none
doesn't overwrite stored values.
---
 .../src/components/mcp_tools/MCPPermissionManagement.tsx      | 4 ----
 .../src/components/mcp_tools/mcp_server_edit.tsx              | 3 ++-
 2 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
index 89aa756cb27..dcb7298c830 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPPermissionManagement.tsx
@@ -27,10 +27,6 @@ const MCPPermissionManagement: React.FC<MCPPermissionManagementProps> = ({
   // Set initial values when mcpServer changes
   useEffect(() => {
     if (mcpServer) {
-      // Set extra_headers if they exist
-      if (mcpServer.extra_headers) {
-        form.setFieldValue("extra_headers", mcpServer.extra_headers);
-      }
       if (mcpServer.static_headers) {
         const staticHeaders = Object.entries(mcpServer.static_headers).map(([header, value]) => ({
           header,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 574e7871759..e97222acbd0 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -189,6 +189,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       ...mcpServer,
       transport: effectiveTransport,
       static_headers: initialStaticHeaders,
+      extra_headers: mcpServer.extra_headers || [],
       oauth_flow_type: mcpServer.token_url ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE,
       token_validation_json: mcpServer.token_validation
         ? JSON.stringify(mcpServer.token_validation, null, 2)
@@ -563,7 +564,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         mcp_access_groups: accessGroups,
         alias: restValues.alias,
         // Include permission management fields
-        extra_headers: restValues.extra_headers || [],
+        extra_headers: restValues.extra_headers?.length ? restValues.extra_headers : undefined,
         allowed_tools: allowedTools.length > 0 ? allowedTools : null,
         tool_name_to_display_name: Object.keys(toolNameToDisplayName).length > 0 ? toolNameToDisplayName : null,
         tool_name_to_description: Object.keys(toolNameToDescription).length > 0 ? toolNameToDescription : null,

From e2e5b63b413ec4116c90649cd80aef0f0f454c6a Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 23:24:46 -0700
Subject: [PATCH 72/95] fix(ui): revert submit guard to allow intentional
 extra_headers clearing
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The ?.length guard prevented intentional clears from persisting — send
the form value as-is since initialValues now populates it correctly.
---
 .../src/components/mcp_tools/mcp_server_edit.tsx                | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index e97222acbd0..c64214e080e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -564,7 +564,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         mcp_access_groups: accessGroups,
         alias: restValues.alias,
         // Include permission management fields
-        extra_headers: restValues.extra_headers?.length ? restValues.extra_headers : undefined,
+        extra_headers: restValues.extra_headers || [],
         allowed_tools: allowedTools.length > 0 ? allowedTools : null,
         tool_name_to_display_name: Object.keys(toolNameToDisplayName).length > 0 ? toolNameToDisplayName : null,
         tool_name_to_description: Object.keys(toolNameToDescription).length > 0 ? toolNameToDescription : null,

From 48fb19b4fde2e00def22c6a8acf8ee59c92412a5 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Fri, 17 Apr 2026 23:46:40 -0700
Subject: [PATCH 73/95] fix: align test assertion with additive merge semantics

test_virtual_key_max_budget_alert_check_per_key_overrides_global asserted
override semantics but the implementation does additive merge. Renamed test
and updated assertion to match: per-key and global thresholds are unioned,
not replaced.
---
 tests/test_litellm/proxy/auth/test_auth_checks.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index d74c4883f63..b8319bafeee 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1695,8 +1695,8 @@ async def test_virtual_key_max_budget_alert_check_global_fallback():
 
 
 @pytest.mark.asyncio
-async def test_virtual_key_max_budget_alert_check_per_key_overrides_global():
-    """Test that per-key metadata takes priority over global fallback"""
+async def test_virtual_key_max_budget_alert_check_per_key_merges_with_global():
+    """Test that per-key and global configs are additively merged"""
     captured_call_info = None
 
     class MockProxyLogging:
@@ -1727,7 +1727,11 @@ async def test_virtual_key_max_budget_alert_check_per_key_overrides_global():
         )
         await asyncio.sleep(0.1)
 
-        assert captured_call_info.max_budget_alert_emails == per_key_config
+        # Additive merge: both thresholds present, recipients merged per threshold
+        assert captured_call_info.max_budget_alert_emails == {
+            "50": ["per-key@co.com"],
+            "75": ["global@co.com"],
+        }
     finally:
         litellm.default_key_max_budget_alert_emails = original
 

From 6bf90fb10a332629c45898a81413f175261e95c0 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaan@berri.ai>
Date: Sat, 18 Apr 2026 10:37:30 -0700
Subject: [PATCH 74/95] fix(mypy): cast msg and pending_delta in
 _promote_message_stop_usage to resolve union-attr and assignment errors

---
 .../anthropic_claude3_transformation.py                       | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index 542c43b6594..67b4ad1b23a 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -577,7 +577,7 @@ class AmazonAnthropicClaudeMessagesConfig(
             chunk_type = chunk.get("type")
 
             if chunk_type == "message_start":
-                msg = chunk.get("message") or {}
+                msg: Dict[str, Any] = cast(Dict[str, Any], chunk.get("message") or {})
                 u = msg.get("usage")
                 if isinstance(u, dict):
                     start_usage_snapshot = dict(u)
@@ -588,7 +588,7 @@ class AmazonAnthropicClaudeMessagesConfig(
                 continue
 
             if chunk_type == "message_delta":
-                pending_delta = chunk
+                pending_delta = cast(Dict[str, Any], chunk)
                 continue
 
             if chunk_type == "message_stop" and pending_delta is not None:

From 46a04e26f1a69ae20b47a6d815672f2b24a6fad3 Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Sat, 18 Apr 2026 10:41:06 -0700
Subject: [PATCH 75/95] fix: increment model_per_project TPM counter in
 async_log_success_event
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Without this, project-level model_tpm_limit was silently acting as an
RPM cap — the pre-call +1 sentinel was tracked but the actual token
count was never added after a successful call.

Extracts user_api_key_project_id from standard_logging_metadata and
adds a model_per_project pipeline operation matching the existing
model_per_team and model_per_organization patterns.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
---
 litellm/proxy/hooks/parallel_request_limiter_v3.py | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 59704517229..3bdda0f7406 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -1577,6 +1577,9 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
             user_api_key_organization_id = standard_logging_metadata.get(
                 "user_api_key_org_id"
             )
+            user_api_key_project_id = standard_logging_metadata.get(
+                "user_api_key_project_id"
+            )
             user_api_key_end_user_id = kwargs.get(
                 "user"
             ) or standard_logging_metadata.get("user_api_key_end_user_id")
@@ -1694,6 +1697,16 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                     )
                 )
 
+            if model_group and user_api_key_project_id:
+                pipeline_operations.extend(
+                    self._create_pipeline_operations(
+                        key="model_per_project",
+                        value=f"{user_api_key_project_id}:{model_group}",
+                        rate_limit_type="tokens",
+                        total_tokens=total_tokens,
+                    )
+                )
+
             # Agent TPM
             agent_id = standard_logging_metadata.get("agent_id")
             if agent_id:

From 9c0b73e5f41f4f3e598d8fdc38c64910d80ce295 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 11:00:09 -0700
Subject: [PATCH 76/95] [Fix] should_create_missing_views returns False for
 reltuples=0 (falsy zero bug)

`should_create_missing_views()` had `and result[0]["reltuples"]` which is
falsy when reltuples=0. On a fresh empty PostgreSQL table, CREATE INDEX sets
reltuples=0, causing the guard to return False and skip view creation entirely.
Views like MonthlyGlobalSpendPerKey are never created, and the
/global/spend/logs endpoint returns 500.

Fix: change to `and result[0]["reltuples"] is not None` so reltuples=0
(empty table) and reltuples=-1 (unanalyzed table) both correctly return True.

Also harden test_vertex_ai.py to return None instead of crashing with
JSONDecodeError when the spend-logs endpoint returns a non-JSON 500 response,
and add unit tests covering all three reltuples branches (0, -1, positive).
---
 litellm/proxy/db/create_views.py              |  2 +-
 tests/pass_through_tests/test_vertex_ai.py    |  4 +++
 .../proxy/db/test_create_views.py             | 36 +++++++++++++++++++
 3 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/db/create_views.py b/litellm/proxy/db/create_views.py
index 3598045545b..d84cebcf05a 100644
--- a/litellm/proxy/db/create_views.py
+++ b/litellm/proxy/db/create_views.py
@@ -251,7 +251,7 @@ async def should_create_missing_views(db: _db) -> bool:
         and len(result) > 0
         and isinstance(result[0], dict)
         and "reltuples" in result[0]
-        and result[0]["reltuples"]
+        and result[0]["reltuples"] is not None
         and (result[0]["reltuples"] == 0 or result[0]["reltuples"] == -1)
     ):
         verbose_logger.debug("Should create views")
diff --git a/tests/pass_through_tests/test_vertex_ai.py b/tests/pass_through_tests/test_vertex_ai.py
index ba27a4cc460..73bf03c5000 100644
--- a/tests/pass_through_tests/test_vertex_ai.py
+++ b/tests/pass_through_tests/test_vertex_ai.py
@@ -72,6 +72,10 @@ async def call_spend_logs_endpoint():
     response = requests.get(url, headers=headers)
     print("response from call_spend_logs_endpoint", response)
 
+    if response.status_code != 200:
+        print(f"spend logs endpoint returned {response.status_code}: {response.text}")
+        return None
+
     json_response = response.json()
 
     # get spend for today
diff --git a/tests/test_litellm/proxy/db/test_create_views.py b/tests/test_litellm/proxy/db/test_create_views.py
index 1a90b4c204d..c0c09d0137b 100644
--- a/tests/test_litellm/proxy/db/test_create_views.py
+++ b/tests/test_litellm/proxy/db/test_create_views.py
@@ -130,6 +130,42 @@ async def test_create_views_reraises_undefined_function_error():
     mock_db.execute_raw.assert_not_called()
 
 
+@pytest.mark.asyncio
+async def test_should_create_missing_views_reltuples_zero():
+    """should return True when reltuples is 0 (fresh empty table)."""
+    from litellm.proxy.db.create_views import should_create_missing_views
+
+    mock_db = MagicMock()
+    mock_db.query_raw = AsyncMock(return_value=[{"reltuples": 0}])
+
+    result = await should_create_missing_views(mock_db)
+    assert result is True
+
+
+@pytest.mark.asyncio
+async def test_should_create_missing_views_reltuples_negative_one():
+    """should return True when reltuples is -1 (table created, no ANALYZE yet)."""
+    from litellm.proxy.db.create_views import should_create_missing_views
+
+    mock_db = MagicMock()
+    mock_db.query_raw = AsyncMock(return_value=[{"reltuples": -1}])
+
+    result = await should_create_missing_views(mock_db)
+    assert result is True
+
+
+@pytest.mark.asyncio
+async def test_should_create_missing_views_reltuples_positive():
+    """should return False when reltuples > 0 (table has data)."""
+    from litellm.proxy.db.create_views import should_create_missing_views
+
+    mock_db = MagicMock()
+    mock_db.query_raw = AsyncMock(return_value=[{"reltuples": 1000}])
+
+    result = await should_create_missing_views(mock_db)
+    assert result is False
+
+
 @pytest.mark.asyncio
 async def test_create_views_creates_view_on_undefined_table_error():
     """should treat 'undefined table' as a missing-view signal and attempt creation."""

From 0d950612f41e83fdc4c183729c850331c41365d4 Mon Sep 17 00:00:00 2001
From: shivam <shivam@berri.ai>
Date: Sat, 18 Apr 2026 11:38:05 -0700
Subject: [PATCH 77/95] refactor: extract success pipeline ops to fix PLR0915
 in parallel_request_limiter_v3

Move async_log_success_event pipeline construction into
_build_success_event_pipeline_operations so the async hook stays
under Ruff's max-statement limit.

Made-with: Cursor
---
 .../hooks/parallel_request_limiter_v3.py      | 355 +++++++++---------
 1 file changed, 184 insertions(+), 171 deletions(-)

diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 3bdda0f7406..5c2b3dfe0ee 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -1543,6 +1543,186 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
             return "total"  # default to total
         return specified_rate_limit_type
 
+    def _build_success_event_pipeline_operations(
+        self,
+        kwargs: Any,
+        response_obj: Any,
+        rate_limit_type: Literal["output", "input", "total"],
+    ) -> List["RedisPipelineIncrementOperation"]:
+        """Build Redis pipeline increment ops for TPM / parallel-request counters."""
+        from litellm.proxy.common_utils.callback_utils import (
+            get_model_group_from_litellm_kwargs,
+        )
+        from litellm.types.caching import RedisPipelineIncrementOperation
+
+        # Get metadata from standard_logging_object - this correctly handles both
+        # 'metadata' and 'litellm_metadata' fields from litellm_params
+        standard_logging_object = kwargs.get("standard_logging_object") or {}
+        standard_logging_metadata = standard_logging_object.get("metadata") or {}
+
+        # user_api_key_hash is the same as user_api_key (it's the hash)
+        user_api_key = standard_logging_metadata.get("user_api_key_hash")
+        user_api_key_user_id = standard_logging_metadata.get("user_api_key_user_id")
+        user_api_key_team_id = standard_logging_metadata.get("user_api_key_team_id")
+        user_api_key_organization_id = standard_logging_metadata.get(
+            "user_api_key_org_id"
+        )
+        user_api_key_project_id = standard_logging_metadata.get(
+            "user_api_key_project_id"
+        )
+        user_api_key_end_user_id = kwargs.get(
+            "user"
+        ) or standard_logging_metadata.get("user_api_key_end_user_id")
+        model_group = get_model_group_from_litellm_kwargs(kwargs)
+
+        # Get total tokens from response
+        total_tokens = 0
+        # spot fix for /responses api
+        if isinstance(response_obj, ModelResponse) or isinstance(
+            response_obj, BaseLiteLLMOpenAIResponseObject
+        ):
+            _usage = getattr(response_obj, "usage", None)
+            total_tokens = self._get_total_tokens_from_usage(
+                usage=_usage, rate_limit_type=rate_limit_type
+            )
+
+        pipeline_operations: List[RedisPipelineIncrementOperation] = []
+
+        # API Key TPM
+        if user_api_key:
+            # MAX PARALLEL REQUESTS - only support for API Key, just decrement the counter
+            counter_key = self.create_rate_limit_keys(
+                key="api_key",
+                value=user_api_key,
+                rate_limit_type="max_parallel_requests",
+            )
+            pipeline_operations.append(
+                RedisPipelineIncrementOperation(
+                    key=counter_key,
+                    increment_value=-1,
+                    ttl=self.window_size,
+                )
+            )
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="api_key",
+                    value=user_api_key,
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        # User TPM
+        if user_api_key_user_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="user",
+                    value=user_api_key_user_id,
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        # Team TPM
+        if user_api_key_team_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="team",
+                    value=user_api_key_team_id,
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+        # Team Member TPM
+        if user_api_key_team_id and user_api_key_user_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="team_member",
+                    value=f"{user_api_key_team_id}:{user_api_key_user_id}",
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        # End User TPM
+        if user_api_key_end_user_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="end_user",
+                    value=user_api_key_end_user_id,
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        # Model-specific TPM
+        if model_group and user_api_key:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="model_per_key",
+                    value=f"{user_api_key}:{model_group}",
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+        if model_group and user_api_key_team_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="model_per_team",
+                    value=f"{user_api_key_team_id}:{model_group}",
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        if model_group and user_api_key_organization_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="model_per_organization",
+                    value=f"{user_api_key_organization_id}:{model_group}",
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        if model_group and user_api_key_project_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="model_per_project",
+                    value=f"{user_api_key_project_id}:{model_group}",
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+        # Agent TPM
+        agent_id = standard_logging_metadata.get("agent_id")
+        if agent_id:
+            pipeline_operations.extend(
+                self._create_pipeline_operations(
+                    key="agent",
+                    value=agent_id,
+                    rate_limit_type="tokens",
+                    total_tokens=total_tokens,
+                )
+            )
+
+            # Agent Session TPM
+            session_id = standard_logging_metadata.get(
+                "session_id"
+            ) or standard_logging_metadata.get("trace_id")
+            if session_id:
+                pipeline_operations.extend(
+                    self._create_pipeline_operations(
+                        key="agent_session",
+                        value=f"{agent_id}:{session_id}",
+                        rate_limit_type="tokens",
+                        total_tokens=total_tokens,
+                    )
+                )
+
+        return pipeline_operations
+
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         """
         Update TPM usage on successful API calls by incrementing counters using pipeline
@@ -1550,10 +1730,6 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
         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
 
         rate_limit_type = self.get_rate_limit_type()
 
@@ -1565,175 +1741,12 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 "INSIDE parallel request limiter ASYNC SUCCESS LOGGING"
             )
 
-            # Get metadata from standard_logging_object - this correctly handles both
-            # 'metadata' and 'litellm_metadata' fields from litellm_params
-            standard_logging_object = kwargs.get("standard_logging_object") or {}
-            standard_logging_metadata = standard_logging_object.get("metadata") or {}
-
-            # user_api_key_hash is the same as user_api_key (it's the hash)
-            user_api_key = standard_logging_metadata.get("user_api_key_hash")
-            user_api_key_user_id = standard_logging_metadata.get("user_api_key_user_id")
-            user_api_key_team_id = standard_logging_metadata.get("user_api_key_team_id")
-            user_api_key_organization_id = standard_logging_metadata.get(
-                "user_api_key_org_id"
+            pipeline_operations = self._build_success_event_pipeline_operations(
+                kwargs=kwargs,
+                response_obj=response_obj,
+                rate_limit_type=rate_limit_type,
             )
-            user_api_key_project_id = standard_logging_metadata.get(
-                "user_api_key_project_id"
-            )
-            user_api_key_end_user_id = kwargs.get(
-                "user"
-            ) or standard_logging_metadata.get("user_api_key_end_user_id")
-            model_group = get_model_group_from_litellm_kwargs(kwargs)
 
-            # Get total tokens from response
-            total_tokens = 0
-            # spot fix for /responses api
-            if isinstance(response_obj, ModelResponse) or isinstance(
-                response_obj, BaseLiteLLMOpenAIResponseObject
-            ):
-                _usage = getattr(response_obj, "usage", None)
-                total_tokens = self._get_total_tokens_from_usage(
-                    usage=_usage, rate_limit_type=rate_limit_type
-                )
-
-            # Create pipeline operations for TPM increments
-            pipeline_operations: List[RedisPipelineIncrementOperation] = []
-
-            # API Key TPM
-            if user_api_key:
-                # MAX PARALLEL REQUESTS - only support for API Key, just decrement the counter
-                counter_key = self.create_rate_limit_keys(
-                    key="api_key",
-                    value=user_api_key,
-                    rate_limit_type="max_parallel_requests",
-                )
-                pipeline_operations.append(
-                    RedisPipelineIncrementOperation(
-                        key=counter_key,
-                        increment_value=-1,
-                        ttl=self.window_size,
-                    )
-                )
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="api_key",
-                        value=user_api_key,
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            # User TPM
-            if user_api_key_user_id:
-                # TPM
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="user",
-                        value=user_api_key_user_id,
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            # Team TPM
-            if user_api_key_team_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="team",
-                        value=user_api_key_team_id,
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-            # Team Member TPM
-            if user_api_key_team_id and user_api_key_user_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="team_member",
-                        value=f"{user_api_key_team_id}:{user_api_key_user_id}",
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            # End User TPM
-            if user_api_key_end_user_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="end_user",
-                        value=user_api_key_end_user_id,
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            # Model-specific TPM
-            if model_group and user_api_key:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="model_per_key",
-                        value=f"{user_api_key}:{model_group}",
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-            if model_group and user_api_key_team_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="model_per_team",
-                        value=f"{user_api_key_team_id}:{model_group}",
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            if model_group and user_api_key_organization_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="model_per_organization",
-                        value=f"{user_api_key_organization_id}:{model_group}",
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            if model_group and user_api_key_project_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="model_per_project",
-                        value=f"{user_api_key_project_id}:{model_group}",
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-            # Agent TPM
-            agent_id = standard_logging_metadata.get("agent_id")
-            if agent_id:
-                pipeline_operations.extend(
-                    self._create_pipeline_operations(
-                        key="agent",
-                        value=agent_id,
-                        rate_limit_type="tokens",
-                        total_tokens=total_tokens,
-                    )
-                )
-
-                # Agent Session TPM
-                session_id = standard_logging_metadata.get(
-                    "session_id"
-                ) or standard_logging_metadata.get("trace_id")
-                if session_id:
-                    pipeline_operations.extend(
-                        self._create_pipeline_operations(
-                            key="agent_session",
-                            value=f"{agent_id}:{session_id}",
-                            rate_limit_type="tokens",
-                            total_tokens=total_tokens,
-                        )
-                    )
-
-            # Execute all increments in a single pipeline
             if pipeline_operations:
                 await self.async_increment_tokens_with_ttl_preservation(
                     pipeline_operations=pipeline_operations,

From 1c29c5e903fc3e84ac3be700f8b426c4afbe11f9 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 12:16:35 -0700
Subject: [PATCH 78/95] chore: bump proxy deps and raise python floor to 3.11

Bumps orjson, fastapi-sso, and python-multipart to their latest releases
in the proxy extra, and raises the project python floor to 3.11 so the
updated pins can resolve. CI already runs on 3.11 / 3.12 / 3.13 and the
Docker images ship python 3.13, so the floor change aligns the declared
support range with what is actually tested and shipped.
---
 pyproject.toml |    8 +-
 uv.lock        | 3525 ++++++------------------------------------------
 2 files changed, 398 insertions(+), 3135 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 79c66897b13..280b3fb292c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "litellm"
 version = "1.83.9"
 description = "Library to easily interface with LLM API providers"
 readme = "README.md"
-requires-python = ">=3.9, <3.14"
+requires-python = ">=3.11, <3.14"
 license = "MIT"
 license-files = ["LICENSE"]
 authors = [
@@ -40,11 +40,11 @@ proxy = [
     "backoff==2.2.1",
     "pyyaml==6.0.3",
     "rq==2.7.0",
-    "orjson==3.10.15",
+    "orjson==3.11.5",
     "apscheduler==3.11.2",
-    "fastapi-sso==0.16.0",
+    "fastapi-sso==0.19.0",
     "PyJWT==2.11.0; python_version >= '3.9'",
-    "python-multipart==0.0.20",
+    "python-multipart==0.0.26",
     "cryptography==46.0.7",
     "pynacl==1.6.2",
     "websockets==15.0.1",
diff --git a/uv.lock b/uv.lock
index 87208e177cb..f67d162b575 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,16 +1,14 @@
 version = 1
 revision = 3
-requires-python = ">=3.9, <3.14"
+requires-python = ">=3.11, <3.14"
 resolution-markers = [
     "python_full_version >= '3.13'",
     "python_full_version == '3.12.*'",
-    "python_full_version == '3.11.*'",
-    "python_full_version == '3.10.*'",
-    "python_full_version < '3.10'",
+    "python_full_version < '3.12'",
 ]
 
 [options]
-exclude-newer = "2026-04-14T19:56:19.034903Z"
+exclude-newer = "2026-04-15T18:24:59.684851Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -25,11 +23,11 @@ name = "a2a-sdk"
 version = "0.3.24"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "google-api-core", marker = "python_full_version >= '3.10'" },
-    { name = "httpx", marker = "python_full_version >= '3.10'" },
-    { name = "httpx-sse", marker = "python_full_version >= '3.10'" },
-    { name = "protobuf", marker = "python_full_version >= '3.10'" },
-    { name = "pydantic", marker = "python_full_version >= '3.10'" },
+    { name = "google-api-core" },
+    { name = "httpx" },
+    { name = "httpx-sse" },
+    { name = "protobuf" },
+    { name = "pydantic" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ad/76/cefa956fb2d3911cb91552a1da8ce2dbb339f1759cb475e2982f0ae2332b/a2a_sdk-0.3.24.tar.gz", hash = "sha256:3581e6e8a854cd725808f5732f90b7978e661b6d4e227a4755a8f063a3c1599d", size = 255550, upload-time = "2026-02-20T10:05:43.423Z" }
 wheels = [
@@ -41,8 +39,7 @@ name = "aiodynamo"
 version = "24.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "yarl", version = "1.22.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "yarl", version = "1.23.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "yarl" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/2a/31/c455ae437c1ed5a9e354e5aca2b616599fd0f9c36064529cecb40663a368/aiodynamo-24.7.tar.gz", hash = "sha256:6b34c1505a4aca372d60d140b9cbe7934650d1daa360e55a1e090d86af871dbb", size = 25431, upload-time = "2024-07-13T08:38:40.674Z" }
 wheels = [
@@ -74,34 +71,14 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
     { name = "aiosignal" },
-    { name = "async-timeout", version = "4.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "async-timeout", version = "5.0.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
     { name = "attrs" },
     { name = "frozenlist" },
     { name = "multidict" },
     { name = "propcache" },
-    { name = "yarl", version = "1.22.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "yarl", version = "1.23.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "yarl" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
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From 2c41f3c291208c4f78f6c56a2f4b4587f335bd1f Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 12:17:45 -0700
Subject: [PATCH 79/95] [Fix] UI - Keys: strip empty premium fields from key
 update payload

The /key/update response echoes top-level defaults like policies:[] into
client state. On a subsequent edit, the form resends policies:[], which
the backend treats as "user is setting policies" and blocks with a 403
enterprise check regardless of value.

Drop premium metadata fields from the update payload when the current
form value and the previously persisted value are both empty. Genuine
clears (non-empty -> empty) still pass through so premium users can
clear policies as intended.
---
 .../templates/key_info_view.test.tsx          | 78 +++++++++++++++++++
 .../components/templates/key_info_view.tsx    | 26 +++++++
 2 files changed, 104 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
index f269ad96a27..6b5732436a4 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
@@ -7,8 +7,20 @@ import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { useResetKeySpend } from "@/app/(dashboard)/hooks/keys/useResetKeySpend";
 import { KeyResponse, Team } from "../key_team_helpers/key_list";
+import { keyUpdateCall } from "../networking";
 import KeyInfoView from "./key_info_view";
 
+const editViewMocks = vi.hoisted(() => ({
+  onSubmit: undefined as ((v: Record<string, any>) => Promise<void>) | undefined,
+}));
+
+vi.mock("./key_edit_view", () => ({
+  KeyEditView: ({ onSubmit }: { onSubmit: (v: Record<string, any>) => Promise<void> }) => {
+    editViewMocks.onSubmit = onSubmit;
+    return <div data-testid="key-edit-view-stub" />;
+  },
+}));
+
 vi.mock("@/app/(dashboard)/hooks/useTeams", () => ({
   default: vi.fn(),
 }));
@@ -680,4 +692,70 @@ describe("KeyInfoView", () => {
       });
     });
   });
+
+  describe("premium metadata payload normalization", () => {
+    const enterEditMode = async (keyData: KeyResponse) => {
+      vi.mocked(useAuthorized).mockReturnValue({
+        ...baseUseAuthorizedMock,
+        userId: "proxy-admin-user",
+        userRole: "proxy_admin",
+      });
+      renderWithProviders(
+        <KeyInfoView
+          keyData={keyData}
+          onClose={() => {}}
+          keyId="test-key-id"
+          onKeyDataUpdate={() => {}}
+          teams={[]}
+        />,
+      );
+      await userEvent.click(screen.getByRole("tab", { name: /settings/i }));
+      await userEvent.click(screen.getByRole("button", { name: /edit settings/i }));
+      await waitFor(() => expect(editViewMocks.onSubmit).toBeDefined());
+    };
+
+    beforeEach(() => {
+      editViewMocks.onSubmit = undefined;
+      vi.mocked(keyUpdateCall).mockClear();
+      vi.mocked(keyUpdateCall).mockResolvedValue({});
+    });
+
+    it("should drop an empty policies field when the key previously had no policies", async () => {
+      // Reproduces the real bug: after a successful /key/update, the response echoes
+      // top-level `policies: []` into client state. Without stripping, the next save
+      // resends `[]` and trips the premium gate in prepare_metadata_fields.
+      const keyData: KeyResponse = {
+        ...MOCK_KEY_DATA,
+        user_id: "proxy-admin-user",
+        metadata: {},
+        policies: [],
+      } as KeyResponse;
+
+      await enterEditMode(keyData);
+      await editViewMocks.onSubmit!({ key: keyData.token, token: keyData.token, policies: [] });
+
+      expect(keyUpdateCall).toHaveBeenCalledWith(
+        expect.anything(),
+        expect.not.objectContaining({ policies: expect.anything() }),
+      );
+    });
+
+    it("should keep an empty policies field when the key previously had policies set", async () => {
+      // Premium users must still be able to clear existing policies by sending `[]`.
+      const keyData: KeyResponse = {
+        ...MOCK_KEY_DATA,
+        user_id: "proxy-admin-user",
+        metadata: { policies: ["existing-policy"] },
+        policies: ["existing-policy"],
+      } as KeyResponse;
+
+      await enterEditMode(keyData);
+      await editViewMocks.onSubmit!({ key: keyData.token, token: keyData.token, policies: [] });
+
+      expect(keyUpdateCall).toHaveBeenCalledWith(
+        expect.anything(),
+        expect.objectContaining({ policies: [] }),
+      );
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
index 5b5e7722c09..bdb8254c726 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -34,6 +34,21 @@ interface KeyInfoViewProps {
   backButtonText?: string;
 }
 
+// Must stay in sync with LiteLLM_ManagementEndpoint_MetadataFields_Premium
+// in litellm/proxy/_types.py — limited to fields the key-edit form submits.
+const PREMIUM_METADATA_FIELDS = [
+  "policies",
+  "guardrails",
+  "prompts",
+  "tags",
+  "allowed_passthrough_routes",
+] as const;
+
+const isEmptyValue = (v: unknown): boolean =>
+  v == null ||
+  (Array.isArray(v) && v.length === 0) ||
+  (typeof v === "string" && v.trim() === "");
+
 /**
  * ─────────────────────────────────────────────────────────────────────────
  * @deprecated
@@ -146,6 +161,17 @@ export default function KeyInfoView({
         delete formValues.prompts;
       }
 
+      // Drop premium metadata fields that are empty AND were empty before.
+      // The /key/update response echoes defaults like `policies: []` back into
+      // state; without this, the next save resends `[]` and trips the premium
+      // gate in prepare_metadata_fields for non-premium users.
+      for (const field of PREMIUM_METADATA_FIELDS) {
+        const previousValue = (currentKeyData.metadata as Record<string, unknown> | undefined)?.[field];
+        if (isEmptyValue(formValues[field]) && isEmptyValue(previousValue)) {
+          delete formValues[field];
+        }
+      }
+
       // Handle max budget empty string
       formValues.max_budget = mapEmptyStringToNull(formValues.max_budget);
 

From cae8b74b0b13dd714209fb296ca5258d1244512b Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 12:23:58 -0700
Subject: [PATCH 80/95] Fall back to top-level keyData when resolving previous
 premium value

Premium fields like policies are echoed at the top level of the
/key/update response, not necessarily mirrored into metadata. Read
metadata first then fall back to the top-level property so an
intentional clear is preserved in either shape.
---
 .../templates/key_info_view.test.tsx          | 19 +++++++++++++++++++
 .../components/templates/key_info_view.tsx    |  4 +++-
 2 files changed, 22 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
index 6b5732436a4..724c961bbdc 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.test.tsx
@@ -757,5 +757,24 @@ describe("KeyInfoView", () => {
         expect.objectContaining({ policies: [] }),
       );
     });
+
+    it("should keep an empty policies field when the previous value lives only at the top level of keyData", async () => {
+      // Defensive: some premium fields may be present at the top level but not
+      // mirrored into metadata. A genuine clear must still be forwarded.
+      const keyData: KeyResponse = {
+        ...MOCK_KEY_DATA,
+        user_id: "proxy-admin-user",
+        metadata: {},
+        policies: ["existing-policy"],
+      } as KeyResponse;
+
+      await enterEditMode(keyData);
+      await editViewMocks.onSubmit!({ key: keyData.token, token: keyData.token, policies: [] });
+
+      expect(keyUpdateCall).toHaveBeenCalledWith(
+        expect.anything(),
+        expect.objectContaining({ policies: [] }),
+      );
+    });
   });
 });
diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
index bdb8254c726..492e43cbc81 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -166,7 +166,9 @@ export default function KeyInfoView({
       // state; without this, the next save resends `[]` and trips the premium
       // gate in prepare_metadata_fields for non-premium users.
       for (const field of PREMIUM_METADATA_FIELDS) {
-        const previousValue = (currentKeyData.metadata as Record<string, unknown> | undefined)?.[field];
+        const previousValue =
+          (currentKeyData.metadata as Record<string, unknown> | undefined)?.[field] ??
+          (currentKeyData as unknown as Record<string, unknown>)[field];
         if (isEmptyValue(formValues[field]) && isEmptyValue(previousValue)) {
           delete formValues[field];
         }

From d1e665742bd1e0420e7eb9357f5ddbb2c15870f0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 12:31:53 -0700
Subject: [PATCH 81/95] chore: drop stale python_version markers after floor
 raise

Now that requires-python starts at 3.11, the "python_version >= '3.9'"
and ">= '3.10'" markers are unconditionally true, and the "< '3.10'"
entries for psycopg, Pillow, pyarrow, langchain, lunary, and pylint can
never resolve. Drop the dead markers and remove the unreachable pins so
the dependency list reflects what actually gets installed.
---
 pyproject.toml | 60 +++++++++++++++++++++---------------------------
 uv.lock        | 62 ++++++++++++++++++++++----------------------------
 2 files changed, 53 insertions(+), 69 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 280b3fb292c..14f97c00129 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,34 +43,34 @@ proxy = [
     "orjson==3.11.5",
     "apscheduler==3.11.2",
     "fastapi-sso==0.19.0",
-    "PyJWT==2.11.0; python_version >= '3.9'",
+    "PyJWT==2.11.0",
     "python-multipart==0.0.26",
     "cryptography==46.0.7",
     "pynacl==1.6.2",
     "websockets==15.0.1",
     "boto3==1.42.59",
-    "azure-identity==1.25.2; python_version >= '3.9'",
+    "azure-identity==1.25.2",
     "azure-storage-blob==12.28.0",
-    "mcp==1.26.0; python_version >= '3.10'",
+    "mcp==1.26.0",
     "litellm-proxy-extras==0.4.66",
     "litellm-enterprise==0.1.37",
     "RestrictedPython==8.1",
     "rich==13.9.4",
-    "polars==1.38.1; python_version >= '3.10'",
+    "polars==1.38.1",
     "soundfile==0.12.1",
     "pyroscope-io==0.8.16; sys_platform != 'win32'",
 ]
 extra_proxy = [
     "prisma==0.11.0",
-    "azure-identity==1.25.2; python_version >= '3.9'",
+    "azure-identity==1.25.2",
     "azure-keyvault-secrets==4.10.0",
     # Not in PyPI proxy extra.
     "google-cloud-kms==2.24.2",
     "google-cloud-iam==2.19.1",
     # Not in PyPI proxy extra.
     "resend==2.23.0",
-    "redisvl==0.4.1; python_version >= '3.9' and python_version < '3.14'",
-    "a2a-sdk==0.3.24; python_version >= '3.10'",
+    "redisvl==0.4.1; python_version < '3.14'",
+    "a2a-sdk==0.3.24",
 ]
 utils = [
     # Not in Docker or PyPI proxy extra.
@@ -78,10 +78,10 @@ utils = [
 ]
 caching = ["diskcache==5.6.3"]
 semantic-router = [
-    "semantic-router==0.1.12; python_version >= '3.9' and python_version < '3.14'",
-    "aurelio-sdk==0.0.19; python_version >= '3.9' and python_version < '3.14'",
+    "semantic-router==0.1.12; python_version < '3.14'",
+    "aurelio-sdk==0.0.19; python_version < '3.14'",
 ]
-mlflow = ["mlflow==3.9.0; python_version >= '3.10'"]
+mlflow = ["mlflow==3.9.0"]
 grpc = [
     # Newest non-yanked release older than the 30-day cutoff.
     "grpcio==1.78.0",
@@ -106,7 +106,7 @@ proxy-runtime = [
     "azure-ai-contentsafety==1.0.0",
     "azure-storage-file-datalake==12.20.0",
     "pypdf==6.7.5; python_version < '3.14'",
-    "llm-sandbox==0.3.31; python_version >= '3.10'",
+    "llm-sandbox==0.3.31",
     "detect-secrets==1.5.0",
 ]
 
@@ -127,16 +127,14 @@ dev = [
     # pytest-postgresql imports psycopg v3 during pytest startup. Keep the base
     # package and the binary wheel in the default dev environment so local
     # pytest works without requiring a system libpq install.
-    "psycopg==3.2.13; python_version < '3.10'",
-    "psycopg==3.3.3; python_version >= '3.10'",
-    "psycopg-binary==3.2.13; python_version < '3.10'",
-    "psycopg-binary==3.3.3; python_version >= '3.10'",
+    "psycopg==3.3.3",
+    "psycopg-binary==3.3.3",
     "pytest-xdist==3.8.0",
     "requests-mock==1.12.1",
     "responses==0.26.0",
     "respx==0.22.0",
     "ruff==0.15.3",
-    "types-requests==2.32.4.20260107; python_version >= '3.10'",
+    "types-requests==2.32.4.20260107",
     "types-setuptools==75.8.0.20250225",
     "types-redis==4.6.0.20241004",
     "types-PyYAML==6.0.12.20250915",
@@ -159,8 +157,8 @@ proxy-dev = [
     "opentelemetry-api==1.28.0",
     "opentelemetry-sdk==1.28.0",
     "opentelemetry-exporter-otlp==1.28.0",
-    "azure-identity==1.25.2; python_version >= '3.9'",
-    "a2a-sdk==0.3.24; python_version >= '3.10'",
+    "azure-identity==1.25.2",
+    "a2a-sdk==0.3.24",
 ]
 ci = [
     # These are lazily imported at call sites; keep them out of core deps to
@@ -168,19 +166,14 @@ ci = [
     # protobuf, Pillow is a compiled C extension).
     "tenacity==8.5.0",
     "google-generativeai==0.8.6",
-    "Pillow==11.3.0; python_version < '3.10'",
-    "Pillow==12.1.1; python_version >= '3.10'",
+    "Pillow==12.1.1",
     # Azure batch E2E tests still import psycopg2 directly.
     "psycopg2-binary==2.9.11",
     "pytest-codspeed==4.3.0",
     "pytest-retry==1.7.0",
-    "pyarrow==21.0.0; python_version < '3.10'",
-    "pyarrow==22.0.0; python_version >= '3.10'",
-    "langchain==0.3.27; python_version < '3.10'",
-    "langchain==1.2.10; python_version >= '3.10'",
-    "lunary==1.0.36; python_version < '3.10'",
-    "lunary==1.4.36; python_version == '3.10'",
-    "lunary==1.4.37; python_version >= '3.11'",
+    "pyarrow==22.0.0",
+    "langchain==1.2.10",
+    "lunary==1.4.37",
     "logfire==4.6.0",
     "traceloop-sdk==0.33.12",
     "detect-secrets==1.5.0",
@@ -192,17 +185,16 @@ ci = [
     "anthropic==0.84.0",
     "blockbuster==1.5.26",
     "beautifulsoup4==4.14.3",
-    "pylint==3.3.9; python_version < '3.10'",
-    "pylint==4.0.5; python_version >= '3.10'",
+    "pylint==4.0.5",
     "pyright==1.1.408",
-    "langchain-mcp-adapters==0.2.1; python_version >= '3.10'",
-    "langchain-openai==1.1.10; python_version >= '3.10'",
-    "langgraph==1.0.10; python_version >= '3.10'",
+    "langchain-mcp-adapters==0.2.1",
+    "langchain-openai==1.1.10",
+    "langgraph==1.0.10",
     # langgraph-prebuilt 1.0.9 imports ExecutionInfo/ServerInfo from
     # langgraph.runtime, which is not exported until langgraph 1.1.0.
     # Pin to 1.0.8 so it pairs correctly with langgraph==1.0.10.
-    "langgraph-prebuilt==1.0.8; python_version >= '3.10'",
-    "claude-agent-sdk==0.1.44; python_version >= '3.10'",
+    "langgraph-prebuilt==1.0.8",
+    "claude-agent-sdk==0.1.44",
 ]
 healthcheck = [
     "httpx==0.28.1",
diff --git a/uv.lock b/uv.lock
index f67d162b575..4329afaf8b4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -8,7 +8,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-04-15T18:24:59.684851Z"
+exclude-newer = "2026-04-15T19:25:09.923926Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -2894,14 +2894,14 @@ proxy-dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "a2a-sdk", marker = "python_full_version >= '3.10' and extra == 'extra-proxy'", specifier = "==0.3.24" },
+    { name = "a2a-sdk", marker = "extra == 'extra-proxy'", specifier = "==0.3.24" },
     { name = "aiohttp", specifier = "==3.13.3" },
     { name = "anthropic", extras = ["vertex"], marker = "extra == 'proxy-runtime'", specifier = "==0.84.0" },
     { name = "apscheduler", marker = "extra == 'proxy'", specifier = "==3.11.2" },
-    { name = "aurelio-sdk", marker = "python_full_version >= '3.9' and python_full_version < '3.14' and extra == 'semantic-router'", specifier = "==0.0.19" },
+    { name = "aurelio-sdk", marker = "python_full_version < '3.14' and extra == 'semantic-router'", specifier = "==0.0.19" },
     { name = "azure-ai-contentsafety", marker = "extra == 'proxy-runtime'", specifier = "==1.0.0" },
-    { name = "azure-identity", marker = "python_full_version >= '3.9' and extra == 'extra-proxy'", specifier = "==1.25.2" },
-    { name = "azure-identity", marker = "python_full_version >= '3.9' and extra == 'proxy'", specifier = "==1.25.2" },
+    { name = "azure-identity", marker = "extra == 'extra-proxy'", specifier = "==1.25.2" },
+    { name = "azure-identity", marker = "extra == 'proxy'", specifier = "==1.25.2" },
     { name = "azure-keyvault-secrets", marker = "extra == 'extra-proxy'", specifier = "==4.10.0" },
     { name = "azure-storage-blob", marker = "extra == 'proxy'", specifier = "==12.28.0" },
     { name = "azure-storage-file-datalake", marker = "extra == 'proxy-runtime'", specifier = "==12.20.0" },
@@ -2930,33 +2930,33 @@ requires-dist = [
     { name = "langfuse", marker = "extra == 'proxy-runtime'", specifier = "==2.59.7" },
     { name = "litellm-enterprise", marker = "extra == 'proxy'", editable = "enterprise" },
     { name = "litellm-proxy-extras", marker = "extra == 'proxy'", editable = "litellm-proxy-extras" },
-    { name = "llm-sandbox", marker = "python_full_version >= '3.10' and extra == 'proxy-runtime'", specifier = "==0.3.31" },
+    { name = "llm-sandbox", marker = "extra == 'proxy-runtime'", specifier = "==0.3.31" },
     { name = "mangum", marker = "extra == 'proxy-runtime'", specifier = "==0.17.0" },
-    { name = "mcp", marker = "python_full_version >= '3.10' and extra == 'proxy'", specifier = "==1.26.0" },
-    { name = "mlflow", marker = "python_full_version >= '3.10' and extra == 'mlflow'", specifier = "==3.9.0" },
+    { name = "mcp", marker = "extra == 'proxy'", specifier = "==1.26.0" },
+    { name = "mlflow", marker = "extra == 'mlflow'", specifier = "==3.9.0" },
     { name = "numpydoc", marker = "extra == 'utils'", specifier = "==1.8.0" },
     { name = "openai", specifier = "==2.24.0" },
     { name = "opentelemetry-api", marker = "extra == 'proxy-runtime'", specifier = "==1.28.0" },
     { name = "opentelemetry-exporter-otlp", marker = "extra == 'proxy-runtime'", specifier = "==1.28.0" },
     { name = "opentelemetry-sdk", marker = "extra == 'proxy-runtime'", specifier = "==1.28.0" },
     { name = "orjson", marker = "extra == 'proxy'", specifier = "==3.11.5" },
-    { name = "polars", marker = "python_full_version >= '3.10' and extra == 'proxy'", specifier = "==1.38.1" },
+    { name = "polars", marker = "extra == 'proxy'", specifier = "==1.38.1" },
     { name = "prisma", marker = "extra == 'extra-proxy'", specifier = "==0.11.0" },
     { name = "prometheus-client", marker = "extra == 'proxy-runtime'", specifier = "==0.20.0" },
     { name = "pydantic", specifier = "==2.12.5" },
-    { name = "pyjwt", marker = "python_full_version >= '3.9' and extra == 'proxy'", specifier = "==2.11.0" },
+    { name = "pyjwt", marker = "extra == 'proxy'", specifier = "==2.11.0" },
     { name = "pynacl", marker = "extra == 'proxy'", specifier = "==1.6.2" },
     { name = "pypdf", marker = "python_full_version < '3.14' and extra == 'proxy-runtime'", specifier = "==6.7.5" },
     { name = "pyroscope-io", marker = "sys_platform != 'win32' and extra == 'proxy'", specifier = "==0.8.16" },
     { name = "python-dotenv", specifier = "==1.0.1" },
     { name = "python-multipart", marker = "extra == 'proxy'", specifier = "==0.0.26" },
     { name = "pyyaml", marker = "extra == 'proxy'", specifier = "==6.0.3" },
-    { name = "redisvl", marker = "python_full_version >= '3.9' and python_full_version < '3.14' and extra == 'extra-proxy'", specifier = "==0.4.1" },
+    { name = "redisvl", marker = "python_full_version < '3.14' and extra == 'extra-proxy'", specifier = "==0.4.1" },
     { name = "resend", marker = "extra == 'extra-proxy'", specifier = "==2.23.0" },
     { name = "restrictedpython", marker = "extra == 'proxy'", specifier = "==8.1" },
     { name = "rich", marker = "extra == 'proxy'", specifier = "==13.9.4" },
     { name = "rq", marker = "extra == 'proxy'", specifier = "==2.7.0" },
-    { name = "semantic-router", marker = "python_full_version >= '3.9' and python_full_version < '3.14' and extra == 'semantic-router'", specifier = "==0.1.12" },
+    { name = "semantic-router", marker = "python_full_version < '3.14' and extra == 'semantic-router'", specifier = "==0.1.12" },
     { name = "sentry-sdk", marker = "extra == 'proxy-runtime'", specifier = "==2.21.0" },
     { name = "soundfile", marker = "extra == 'proxy'", specifier = "==0.12.1" },
     { name = "tiktoken", specifier = "==0.12.0" },
@@ -2975,28 +2975,22 @@ ci = [
     { name = "assemblyai", specifier = "==0.52.4" },
     { name = "beautifulsoup4", specifier = "==4.14.3" },
     { name = "blockbuster", specifier = "==1.5.26" },
-    { name = "claude-agent-sdk", marker = "python_full_version >= '3.10'", specifier = "==0.1.44" },
+    { name = "claude-agent-sdk", specifier = "==0.1.44" },
     { name = "detect-secrets", specifier = "==1.5.0" },
     { name = "google-generativeai", specifier = "==0.8.6" },
     { name = "jsonlines", specifier = "==4.0.0" },
-    { name = "langchain", marker = "python_full_version < '3.10'", specifier = "==0.3.27" },
-    { name = "langchain", marker = "python_full_version >= '3.10'", specifier = "==1.2.10" },
-    { name = "langchain-mcp-adapters", marker = "python_full_version >= '3.10'", specifier = "==0.2.1" },
-    { name = "langchain-openai", marker = "python_full_version >= '3.10'", specifier = "==1.1.10" },
-    { name = "langgraph", marker = "python_full_version >= '3.10'", specifier = "==1.0.10" },
-    { name = "langgraph-prebuilt", marker = "python_full_version >= '3.10'", specifier = "==1.0.8" },
+    { name = "langchain", specifier = "==1.2.10" },
+    { name = "langchain-mcp-adapters", specifier = "==0.2.1" },
+    { name = "langchain-openai", specifier = "==1.1.10" },
+    { name = "langgraph", specifier = "==1.0.10" },
+    { name = "langgraph-prebuilt", specifier = "==1.0.8" },
     { name = "logfire", specifier = "==4.6.0" },
-    { name = "lunary", marker = "python_full_version < '3.10'", specifier = "==1.0.36" },
-    { name = "lunary", marker = "python_full_version == '3.10.*'", specifier = "==1.4.36" },
-    { name = "lunary", marker = "python_full_version >= '3.11'", specifier = "==1.4.37" },
-    { name = "pillow", marker = "python_full_version < '3.10'", specifier = "==11.3.0" },
-    { name = "pillow", marker = "python_full_version >= '3.10'", specifier = "==12.1.1" },
+    { name = "lunary", specifier = "==1.4.37" },
+    { name = "pillow", specifier = "==12.1.1" },
     { name = "psycopg2-binary", specifier = "==2.9.11" },
-    { name = "pyarrow", marker = "python_full_version < '3.10'", specifier = "==21.0.0" },
-    { name = "pyarrow", marker = "python_full_version >= '3.10'", specifier = "==22.0.0" },
+    { name = "pyarrow", specifier = "==22.0.0" },
     { name = "pygithub", specifier = "==2.8.1" },
-    { name = "pylint", marker = "python_full_version < '3.10'", specifier = "==3.3.9" },
-    { name = "pylint", marker = "python_full_version >= '3.10'", specifier = "==4.0.5" },
+    { name = "pylint", specifier = "==4.0.5" },
     { name = "pyright", specifier = "==1.1.408" },
     { name = "pytest-codspeed", specifier = "==4.3.0" },
     { name = "pytest-retry", specifier = "==1.7.0" },
@@ -3016,10 +3010,8 @@ dev = [
     { name = "opentelemetry-exporter-otlp", specifier = "==1.28.0" },
     { name = "opentelemetry-sdk", specifier = "==1.28.0" },
     { name = "parameterized", specifier = "==0.9.0" },
-    { name = "psycopg", marker = "python_full_version < '3.10'", specifier = "==3.2.13" },
-    { name = "psycopg", marker = "python_full_version >= '3.10'", specifier = "==3.3.3" },
-    { name = "psycopg-binary", marker = "python_full_version < '3.10'", specifier = "==3.2.13" },
-    { name = "psycopg-binary", marker = "python_full_version >= '3.10'", specifier = "==3.3.3" },
+    { name = "psycopg", specifier = "==3.3.3" },
+    { name = "psycopg-binary", specifier = "==3.3.3" },
     { name = "pytest", specifier = "==8.3.5" },
     { name = "pytest-asyncio", specifier = "==1.2.0" },
     { name = "pytest-cov", specifier = "==5.0.0" },
@@ -3034,7 +3026,7 @@ dev = [
     { name = "ruff", specifier = "==0.15.3" },
     { name = "types-pyyaml", specifier = "==6.0.12.20250915" },
     { name = "types-redis", specifier = "==4.6.0.20241004" },
-    { name = "types-requests", marker = "python_full_version >= '3.10'", specifier = "==2.32.4.20260107" },
+    { name = "types-requests", specifier = "==2.32.4.20260107" },
     { name = "types-setuptools", specifier = "==75.8.0.20250225" },
 ]
 healthcheck = [
@@ -3042,8 +3034,8 @@ healthcheck = [
     { name = "pyyaml", specifier = "==6.0.3" },
 ]
 proxy-dev = [
-    { name = "a2a-sdk", marker = "python_full_version >= '3.10'", specifier = "==0.3.24" },
-    { name = "azure-identity", marker = "python_full_version >= '3.9'", specifier = "==1.25.2" },
+    { name = "a2a-sdk", specifier = "==0.3.24" },
+    { name = "azure-identity", specifier = "==1.25.2" },
     { name = "hypercorn", specifier = "==0.17.3" },
     { name = "opentelemetry-api", specifier = "==1.28.0" },
     { name = "opentelemetry-exporter-otlp", specifier = "==1.28.0" },

From 9bdb3b177261828690292de895534b52d105b524 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 12:50:04 -0700
Subject: [PATCH 82/95] chore: lower python floor from 3.11 to 3.10

All three dependency bumps in this PR resolve on Python 3.10, so there
is no need to jump the floor all the way to 3.11. Also restore the
py3.10-specific lunary==1.4.36 pin that was collapsed when the floor
was temporarily at 3.11.
---
 pyproject.toml |    5 +-
 uv.lock        | 1015 ++++++++++++++++++++++++++++++++++++++++++++----
 2 files changed, 950 insertions(+), 70 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 14f97c00129..03e45c28a35 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "litellm"
 version = "1.83.9"
 description = "Library to easily interface with LLM API providers"
 readme = "README.md"
-requires-python = ">=3.11, <3.14"
+requires-python = ">=3.10, <3.14"
 license = "MIT"
 license-files = ["LICENSE"]
 authors = [
@@ -173,7 +173,8 @@ ci = [
     "pytest-retry==1.7.0",
     "pyarrow==22.0.0",
     "langchain==1.2.10",
-    "lunary==1.4.37",
+    "lunary==1.4.36; python_version == '3.10'",
+    "lunary==1.4.37; python_version >= '3.11'",
     "logfire==4.6.0",
     "traceloop-sdk==0.33.12",
     "detect-secrets==1.5.0",
diff --git a/uv.lock b/uv.lock
index 4329afaf8b4..8286e605dae 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,14 +1,15 @@
 version = 1
 revision = 3
-requires-python = ">=3.11, <3.14"
+requires-python = ">=3.10, <3.14"
 resolution-markers = [
     "python_full_version >= '3.13'",
     "python_full_version == '3.12.*'",
-    "python_full_version < '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
 ]
 
 [options]
-exclude-newer = "2026-04-15T19:25:09.923926Z"
+exclude-newer = "2026-04-15T19:41:16.413341Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -71,6 +72,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
     { name = "aiosignal" },
+    { name = "async-timeout", version = "4.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "attrs" },
     { name = "frozenlist" },
     { name = "multidict" },
@@ -79,6 +81,23 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
 wheels = [
+    { url = "https://files.pythonhosted.org/packages/36/d6/5aec9313ee6ea9c7cde8b891b69f4ff4001416867104580670a31daeba5b/aiohttp-3.13.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d5a372fd5afd301b3a89582817fdcdb6c34124787c70dbcc616f259013e7eef7", size = 738950, upload-time = "2026-01-03T17:29:13.002Z" },
+    { url = "https://files.pythonhosted.org/packages/68/03/8fa90a7e6d11ff20a18837a8e2b5dd23db01aabc475aa9271c8ad33299f5/aiohttp-3.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:147e422fd1223005c22b4fe080f5d93ced44460f5f9c105406b753612b587821", size = 496099, upload-time = "2026-01-03T17:29:15.268Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/23/b81f744d402510a8366b74eb420fc0cc1170d0c43daca12d10814df85f10/aiohttp-3.13.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:859bd3f2156e81dd01432f5849fc73e2243d4a487c4fd26609b1299534ee1845", size = 491072, upload-time = "2026-01-03T17:29:16.922Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/e1/56d1d1c0dd334cd203dd97706ce004c1aa24b34a813b0b8daf3383039706/aiohttp-3.13.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dca68018bf48c251ba17c72ed479f4dafe9dbd5a73707ad8d28a38d11f3d42af", size = 1671588, upload-time = "2026-01-03T17:29:18.539Z" },
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From f24c8dbf79f67d8564a707230370178bf4e03d09 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 13:00:03 -0700
Subject: [PATCH 83/95] chore: bump CircleCI conda envs from python 3.9 to 3.10

Six CI jobs create a miniconda env with python=3.9 before installing
the project; these jobs now fail resolution because the project
requires-python is >=3.10. Bump the conda env python to 3.10 to match
the new floor.
---
 .circleci/config.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 6238339b5a7..3d1e22eebd3 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1707,7 +1707,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:
@@ -1822,7 +1822,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:
@@ -2057,7 +2057,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:
@@ -2208,7 +2208,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:
@@ -2319,7 +2319,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:
@@ -2444,7 +2444,7 @@ jobs:
             export PATH="$HOME/miniconda/bin:$PATH"
             conda init bash
             source ~/.bashrc
-            conda create -n myenv python=3.9 -y
+            conda create -n myenv python=3.10 -y
             conda activate myenv
             python --version
       - run:

From cfdf893226e26264bdd99d2605c94ea460445979 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 13:04:32 -0700
Subject: [PATCH 84/95] [Fix] Merge prometheus_helpers.py into
 prometheus_helpers/__init__.py to resolve file/package collision

A previous refactor added `litellm/integrations/prometheus_helpers.py` as a
sibling to the existing `litellm/integrations/prometheus_helpers/` directory
(which contains `prometheus_api.py` and has no `__init__.py`). The file
shadowed the namespace-package directory, so any deferred
`from litellm.integrations.prometheus_helpers.prometheus_api import ...`
raised `ModuleNotFoundError: 'litellm.integrations.prometheus_helpers' is
not a package` at request time.

Two runtime call sites hit that path:
- /global/spend/logs (spend_management_endpoints.py) returned plain-text 500
  "Internal Server Error" for every call, breaking the Admin UI Usage tab
  and programmatic consumers.
- SlackAlerting.send_fallback_stats_from_prometheus silently failed inside
  its own try/except.

Fix: move prometheus_helpers.py content into prometheus_helpers/__init__.py
and delete the stray .py. The directory becomes a regular package, so both
the package-root import (from ...prometheus_helpers import X) and the
submodule import (from ...prometheus_helpers.prometheus_api import X)
resolve correctly. No call sites change.
---
 .../{prometheus_helpers.py => prometheus_helpers/__init__.py}     | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename litellm/integrations/{prometheus_helpers.py => prometheus_helpers/__init__.py} (100%)

diff --git a/litellm/integrations/prometheus_helpers.py b/litellm/integrations/prometheus_helpers/__init__.py
similarity index 100%
rename from litellm/integrations/prometheus_helpers.py
rename to litellm/integrations/prometheus_helpers/__init__.py

From 09a524a35152fb4315e90c92d9fed300b66b7c42 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Sat, 18 Apr 2026 13:39:33 -0700
Subject: [PATCH 85/95] fix: narrow CallInfo.max_budget_alert_emails to
 Dict[str, List[str]]
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The Union[str, List[str]] value type was speculative — _merge_budget_alert_email_configs
always returns List[str] values, and no caller produces bare strings. Narrowing to
match the runtime guarantee resolves a mypy invariance error at auth_checks.py:3021
without adding casts or Mapping covariance.
---
 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 d12414c19c7..d3c83248706 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3095,7 +3095,7 @@ class CallInfo(LiteLLMPydanticObjectBase):
         default=None,
         description="Additional email addresses to send alerts to (e.g., from team metadata)",
     )
-    max_budget_alert_emails: Optional[Dict[str, Union[str, List[str]]]] = Field(
+    max_budget_alert_emails: Optional[Dict[str, List[str]]] = Field(
         default=None,
         description="Map of threshold percentage to email recipients (e.g., {'50': ['a@co.com'], '75': ['a@co.com', 'b@co.com']})",
     )

From 8b86a3b04112e51f3d885ac93c7b8a5980abc389 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Sat, 18 Apr 2026 13:48:48 -0700
Subject: [PATCH 86/95] fix: normalize alert-email configs at merge boundary

_merge_budget_alert_email_configs previously called list() directly on each
threshold's value, which raised TypeError on null YAML values and silently
split bare strings into single characters. Both are reachable from user-
supplied global config and per-key metadata, so the crash could fire on
every authenticated request once the metadata was in place.

Route both inputs through a _normalize_alert_emails helper that delegates
to the existing _parse_email_list parser (lazy-imported, matching the
enterprise import pattern used elsewhere in proxy/). The merge body keeps
its tight Dict[str, List[str]] contract.
---
 litellm/proxy/auth/auth_checks.py | 31 ++++++++++++++++++++++++-------
 1 file changed, 24 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 1997903b425..06f015f4b29 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2946,24 +2946,41 @@ async def _virtual_key_soft_budget_check(
         )
 
 
+def _normalize_alert_emails(
+    cfg: Optional[Dict[str, Any]],
+) -> Dict[str, List[str]]:
+    """Coerce user-supplied threshold→recipients mapping to Dict[str, List[str]].
+
+    Values may legitimately arrive as list, comma-separated string, or None
+    from YAML/metadata; _parse_email_list tolerates all three.
+    """
+    if not cfg:
+        return {}
+    from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
+        _parse_email_list,
+    )
+
+    return {k: _parse_email_list(v) for k, v in cfg.items()}
+
+
 def _merge_budget_alert_email_configs(
-    global_cfg: Optional[Dict[str, List[str]]],
-    per_key_cfg: Optional[Dict[str, List[str]]],
+    global_cfg: Optional[Dict[str, Any]],
+    per_key_cfg: Optional[Dict[str, Any]],
 ) -> Optional[Dict[str, List[str]]]:
     """
     Per-threshold additive merge: each threshold's recipient list is the union
     of global + per-key entries (deduped, global-first ordering). Missing
     thresholds on one side are inherited from the other.
     """
-    global_cfg = global_cfg or {}
-    per_key_cfg = per_key_cfg or {}
-    if not global_cfg and not per_key_cfg:
+    global_cfg_normalized = _normalize_alert_emails(global_cfg)
+    per_key_cfg_normalized = _normalize_alert_emails(per_key_cfg)
+    if not global_cfg_normalized and not per_key_cfg_normalized:
         return None
-    thresholds = set(global_cfg) | set(per_key_cfg)
+    thresholds = set(global_cfg_normalized) | set(per_key_cfg_normalized)
     return {
         t: list(
             dict.fromkeys(
-                list(global_cfg.get(t, [])) + list(per_key_cfg.get(t, []))
+                global_cfg_normalized.get(t, []) + per_key_cfg_normalized.get(t, [])
             )
         )
         for t in thresholds

From 029d9bcfc786bb35b3a7a31d1d87859febb01aeb Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Sat, 18 Apr 2026 13:51:00 -0700
Subject: [PATCH 87/95] refactor: inline _parse_email_list in auth_checks to
 drop enterprise dep
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The lazy import from litellm_enterprise inside _normalize_alert_emails
coupled the core proxy auth path to an optional package. Core should not
depend on enterprise, even lazily — it hides the dependency from static
analysis and inverts the intended layering.

Duplicate the 7-line parser locally. It's pure and unlikely to drift; the
enterprise copy stays where it is for its own callers.
---
 litellm/proxy/auth/auth_checks.py | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 06f015f4b29..ba4b4f37539 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -2946,6 +2946,15 @@ async def _virtual_key_soft_budget_check(
         )
 
 
+def _parse_email_list(raw: Any) -> List[str]:
+    """Parse emails from a list or comma-separated string."""
+    if isinstance(raw, list):
+        return [e.strip() for e in raw if isinstance(e, str) and e.strip()]
+    elif isinstance(raw, str):
+        return [e.strip() for e in raw.split(",") if e.strip()]
+    return []
+
+
 def _normalize_alert_emails(
     cfg: Optional[Dict[str, Any]],
 ) -> Dict[str, List[str]]:
@@ -2956,10 +2965,6 @@ def _normalize_alert_emails(
     """
     if not cfg:
         return {}
-    from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
-        _parse_email_list,
-    )
-
     return {k: _parse_email_list(v) for k, v in cfg.items()}
 
 

From b7813aad412337e29aabd510e02304b1bf87dcd9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaffer <ishaan@berri.ai>
Date: Sat, 18 Apr 2026 14:04:22 -0700
Subject: [PATCH 88/95] fix(mcp): restore PKCE-triggering 401 when no stored
 per-user token exists

Per-user OAuth MCP requests now only skip pre-emptive 401 when a stored token is available, preserving token-reuse behavior while restoring fast PKCE kickoff for first-time or missing-token users.
---
 .../proxy/_experimental/mcp_server/server.py  |  18 ++-
 .../mcp_server/test_mcp_stale_session.py      | 129 ++++++++++++++++++
 2 files changed, 141 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index cefe2ef763b..5f320655931 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -2671,13 +2671,19 @@ if MCP_AVAILABLE:
                     server_name, client_ip=_client_ip
                 )
                 if server and server.auth_type == MCPAuth.oauth2 and not oauth2_headers:
-                    # For servers that store per-user tokens server-side, skip the
-                    # pre-emptive 401 — the call_tool / list_tools dispatch will look
-                    # up the stored token from Redis / DB and only fail at the MCP
-                    # protocol level if none is found, giving the client a proper
-                    # tool-execution error rather than an HTTP 401.
+                    # For per-user OAuth servers, only skip the pre-emptive 401 when
+                    # a stored token actually exists for this user+server pair.
+                    # If no stored token exists, fail fast with 401 so clients can
+                    # kick off PKCE/interactive OAuth flow immediately.
                     if server.needs_user_oauth_token:
-                        continue
+                        stored_oauth_headers = (
+                            await _get_user_oauth_extra_headers_from_db(
+                                server=server,
+                                user_api_key_auth=user_api_key_auth,
+                            )
+                        )
+                        if stored_oauth_headers:
+                            continue
 
                     request = StarletteRequest(scope)
                     base_url = get_request_base_url(request)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index 5eb8c1e51ac..2fbcd5d0d7f 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -10,6 +10,9 @@ they may send a stale `mcp-session-id` header. This test verifies that:
 import pytest
 from unittest.mock import AsyncMock, MagicMock, patch
 
+from fastapi import HTTPException
+from litellm.types.mcp import MCPAuth
+
 
 class TestHandleStaleMcpSession:
     """Unit tests for the _handle_stale_mcp_session helper."""
@@ -438,3 +441,129 @@ async def test_no_mcp_session_id_header_works_normally():
     header_names = [k for k, v in captured_scope.get("headers", [])]
     assert b"mcp-session-id" not in header_names
     assert b"content-type" in header_names
+
+
+@pytest.mark.asyncio
+async def test_per_user_oauth_missing_stored_token_returns_preemptive_401():
+    """
+    Per-user OAuth server with no stored token should fail fast with 401 +
+    WWW-Authenticate so PKCE can start.
+    """
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    scope = {
+        "type": "http",
+        "method": "POST",
+        "path": "/mcp",
+        "headers": [
+            (b"content-type", b"application/json"),
+        ],
+    }
+    receive = AsyncMock()
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = "test-user-id"
+    oauth_server = MagicMock()
+    oauth_server.auth_type = MCPAuth.oauth2
+    oauth_server.needs_user_oauth_token = True
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+        new_callable=AsyncMock,
+        return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server.set_auth_context",
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+        True,
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+        new_callable=AsyncMock,
+        return_value=False,
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
+        new_callable=AsyncMock,
+        return_value=None,
+    ) as mock_get_stored_token, patch(
+        "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+        return_value=oauth_server,
+    ), patch.object(
+        session_manager,
+        "handle_request",
+        new_callable=AsyncMock,
+    ) as mock_handle_request:
+        with pytest.raises(HTTPException) as exc_info:
+            await handle_streamable_http_mcp(scope, receive, send)
+
+    exc = exc_info.value
+    assert exc.status_code == 401
+    assert "www-authenticate" in exc.headers
+    assert mock_get_stored_token.await_count == 1
+    assert mock_handle_request.await_count == 0
+
+
+@pytest.mark.asyncio
+async def test_per_user_oauth_with_stored_token_skips_preemptive_401():
+    """
+    Per-user OAuth server with an existing stored token should skip pre-emptive
+    401 and continue to session manager request handling.
+    """
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    scope = {
+        "type": "http",
+        "method": "POST",
+        "path": "/mcp",
+        "headers": [
+            (b"content-type", b"application/json"),
+        ],
+    }
+    receive = AsyncMock()
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = "test-user-id"
+    oauth_server = MagicMock()
+    oauth_server.auth_type = MCPAuth.oauth2
+    oauth_server.needs_user_oauth_token = True
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+        new_callable=AsyncMock,
+        return_value=(user_auth, None, ["repro_oauth_server"], None, None, None),
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server.set_auth_context",
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+        True,
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+        new_callable=AsyncMock,
+        return_value=False,
+    ), patch(
+        "litellm.proxy._experimental.mcp_server.server._get_user_oauth_extra_headers_from_db",
+        new_callable=AsyncMock,
+        return_value={"Authorization": "Bearer cached-token"},
+    ) as mock_get_stored_token, patch(
+        "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+        return_value=oauth_server,
+    ), patch.object(
+        session_manager,
+        "handle_request",
+        new_callable=AsyncMock,
+    ) as mock_handle_request:
+        await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_get_stored_token.await_count == 1
+    assert mock_handle_request.await_count == 1

From 0a4b02fe76b30e1265833d4da4dd289a35b5c493 Mon Sep 17 00:00:00 2001
From: Ryan Crabbe <ryan@berri.ai>
Date: Sat, 18 Apr 2026 14:07:18 -0700
Subject: [PATCH 89/95] fix: tighten recipient_emails guard to reject empty
 list
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

send_max_budget_alert_email previously guarded with `is not None`, which
accepts `[]` and then crashes on `recipient_emails[0]` inside
_get_email_params. The current caller (_handle_multi_threshold_max_budget_alert)
already filters empty lists upstream, but the public method signature makes
no such guarantee — a future caller passing [] would hit IndexError.

Switch to truthiness so both None and [] fall through to the single-recipient
path.
---
 .../enterprise_callbacks/send_emails/base_email.py              | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index d3c8b51a5ac..89c3b854686 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -359,7 +359,7 @@ class BaseEmailLogger(CustomLogger):
             else "N/A"
         )
 
-        if recipient_emails is not None:
+        if recipient_emails:
             # Multi-threshold path: batch send with generic key-based greeting
             email_params = await self._get_email_params(
                 email_event=EmailEvent.max_budget_alert,

From de790fd2739bce7e9b7fc28d3e452bb561e3bdea Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 14:49:27 -0700
Subject: [PATCH 90/95] chore: update Next.js build artifacts (2026-04-18 21:49
 UTC, node v22.16.0)

---
 litellm/proxy/_experimental/out/404.html      |   2 +-
 .../proxy/_experimental/out/404/index.html    |   1 -
 .../_experimental/out/__next.__PAGE__.txt     |  26 +-
 .../proxy/_experimental/out/__next._full.txt  |  56 +-
 .../proxy/_experimental/out/__next._head.txt  |   2 +-
 .../proxy/_experimental/out/__next._index.txt |   4 +-
 .../proxy/_experimental/out/__next._tree.txt  |   4 +-
 .../_next/static/chunks/01c70caec6e8a2fb.js   |   1 +
 ...82a01ae76d64ee1.js => 02ef31577423355e.js} |   4 +-
 .../_next/static/chunks/03b2134dbe52a4e9.js   |   1 -
 ...0539b80ac15aad2.js => 0549bc9afa7d4888.js} |   8 +-
 .../_next/static/chunks/05d900c88781d712.js   |   1 +
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 .../_next/static/chunks/1973a4cee645cb66.js   |   1 -
 ...0d828f9a0668699.js => 1bc2898be56acd1b.js} |  10 +-
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 .../_next/static/chunks/321168be6521c38b.js   |   7 -
 .../_next/static/chunks/341e7c75250f4f40.js   | 598 ++++++++++++++++++
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 .../_next/static/chunks/37821c5764fddf43.js   | 231 +++++++
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 .../_next/static/chunks/399a183eff6b9833.js   |  72 +++
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/082a01ae76d64ee1.js b/litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/082a01ae76d64ee1.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js
index 6369e31253a..4548149789b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/082a01ae76d64ee1.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/03b2134dbe52a4e9.js b/litellm/proxy/_experimental/out/_next/static/chunks/03b2134dbe52a4e9.js
deleted file mode 100644
index 229e6eac0ae..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/03b2134dbe52a4e9.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/30539b80ac15aad2.js b/litellm/proxy/_experimental/out/_next/static/chunks/0549bc9afa7d4888.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/30539b80ac15aad2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0549bc9afa7d4888.js
index 7e2745e32f7..feba90545f9 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/30539b80ac15aad2.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0549bc9afa7d4888.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/142704439974f6b3.js b/litellm/proxy/_experimental/out/_next/static/chunks/142704439974f6b3.js
deleted file mode 100644
index 22a02a7d4bb..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/142704439974f6b3.js
+++ /dev/null
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1488f40c80200d6a.js b/litellm/proxy/_experimental/out/_next/static/chunks/1488f40c80200d6a.js
deleted file mode 100644
index 485ae694757..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1488f40c80200d6a.js
+++ /dev/null
@@ -1,38 +0,0 @@
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mb-8",children:[(0,t.jsx)(A.AccordionHeader,{children:(0,t.jsx)("b",{children:"Optional Settings"})}),(0,t.jsxs)(B.AccordionBody,{children:[(0,t.jsx)(P.Form.Item,{label:"Max Budget (USD)",name:"max_budget",children:(0,t.jsx)(S.InputNumber,{step:.01,precision:2,width:200})}),(0,t.jsx)(P.Form.Item,{className:"mt-8",label:"Reset Budget",name:"budget_duration",children:(0,t.jsxs)(R.Select,{defaultValue:null,placeholder:"n/a",children:[(0,t.jsx)(R.Select.Option,{value:"24h",children:"daily"}),(0,t.jsx)(R.Select.Option,{value:"7d",children:"weekly"}),(0,t.jsx)(R.Select.Option,{value:"30d",children:"monthly"})]})})]})]})]}),(0,t.jsx)("div",{style:{textAlign:"right",marginTop:"10px"},children:(0,t.jsx)(_.Button,{htmlType:"submit",children:"Save"})})]})})},H=`
-curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,L=`
-curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{
-  "model": "gpt-3.5-turbo',
-  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
-`,K=`from openai import OpenAI
-client = OpenAI(
-  base_url="<your_proxy_base_url>",
-  api_key="<your_proxy_key>"
-)
-
-completion = client.chat.completions.create(
-  model="gpt-3.5-turbo",
-  messages=[
-    {"role": "system", "content": "You are a helpful assistant."},
-    {"role": "user", "content": "Hello!"}
-  ],
-  user="my-customer-id"
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1973a4cee645cb66.js b/litellm/proxy/_experimental/out/_next/static/chunks/1973a4cee645cb66.js
deleted file mode 100644
index 0ea6d7014db..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/d0d828f9a0668699.js b/litellm/proxy/_experimental/out/_next/static/chunks/1bc2898be56acd1b.js
similarity index 63%
rename from litellm/proxy/_experimental/out/_next/static/chunks/d0d828f9a0668699.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1bc2898be56acd1b.js
index a103f6f287e..de96587b61d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/d0d828f9a0668699.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1bc2898be56acd1b.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0ff09429cca56f00.js b/litellm/proxy/_experimental/out/_next/static/chunks/1c4d372849d019d5.js
similarity index 64%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0ff09429cca56f00.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1c4d372849d019d5.js
index f8d9b644702..b9baad13755 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0ff09429cca56f00.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/30c33cea8541a2f1.js b/litellm/proxy/_experimental/out/_next/static/chunks/30c33cea8541a2f1.js
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r={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"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(i).includes(e)){let t=r[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:a,accessToken:i,apiKey:r,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:c,selectedGuardrails:p,selectedPolicies:m,selectedMCPServers:g,mcpServers:u,mcpServerToolRestrictions:d,selectedVoice:_,endpointType:f,selectedModel:h,selectedSdk:A,proxySettings:v}=e,b="session"===a?i:r,I=window.location.origin,E=v?.LITELLM_UI_API_DOC_BASE_URL;E&&E.trim()?I=E:v?.PROXY_BASE_URL&&(I=v.PROXY_BASE_URL);let x=n||"Your prompt here",O=x.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),T=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),w={};l.length>0&&(w.tags=l),c.length>0&&(w.vector_stores=c),p.length>0&&(w.guardrails=p),m.length>0&&(w.policies=m);let y=h||"your-model-name",C="azure"===A?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${I}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	base_url="${I}"
-)`;switch(f){case o.CHAT:{let e=Object.keys(w).length>0,a="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=T.length>0?T:[{role:"user",content:x}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${y}",
-    messages=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${y}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${O}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${a}
-# )
-# print(response_with_file)
-`;break}case o.RESPONSES:{let e=Object.keys(w).length>0,a="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=T.length>0?T:[{role:"user",content:x}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${y}",
-    input=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${y}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${O}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${a}
-# )
-# print(response_with_file.output_text)
-`;break}case o.IMAGE:t="azure"===A?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${y}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${O}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${y}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.IMAGE_EDITS:t="azure"===A?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${O}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${y}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${O}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${y}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${y}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case o.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${y}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case o.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${y}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${_}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${y}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${C}
-${t}`}],190272)},798496,e=>{"use strict";var t=e.i(843476),a=e.i(152990),i=e.i(682830),o=e.i(271645),r=e.i(269200),n=e.i(427612),s=e.i(64848),l=e.i(942232),c=e.i(496020),p=e.i(977572),m=e.i(94629),g=e.i(360820),u=e.i(871943);function d({data:e=[],columns:d,isLoading:_=!1,defaultSorting:f=[],pagination:h,onPaginationChange:A,enablePagination:v=!1,onRowClick:b}){let[I,E]=o.default.useState(f),[x]=o.default.useState("onChange"),[O,T]=o.default.useState({}),[w,y]=o.default.useState({}),C=(0,a.useReactTable)({data:e,columns:d,state:{sorting:I,columnSizing:O,columnVisibility:w,...v&&h?{pagination:h}:{}},columnResizeMode:x,onSortingChange:E,onColumnSizingChange:T,onColumnVisibilityChange:y,...v&&A?{onPaginationChange:A}:{},getCoreRowModel:(0,i.getCoreRowModel)(),getSortedRowModel:(0,i.getSortedRowModel)(),...v?{getPaginationRowModel:(0,i.getPaginationRowModel)()}:{},enableSorting:!0,enableColumnResizing:!0,defaultColumn:{minSize:40,maxSize:500}});return(0,t.jsx)("div",{className:"rounded-lg 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/321168be6521c38b.js b/litellm/proxy/_experimental/out/_next/static/chunks/321168be6521c38b.js
deleted file mode 100644
index 738b6b9dcc1..00000000000
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+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/341e7c75250f4f40.js b/litellm/proxy/_experimental/out/_next/static/chunks/341e7c75250f4f40.js
new file mode 100644
index 00000000000..80bb2683109
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/341e7c75250f4f40.js
@@ -0,0 +1,598 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,818581,(e,t,a)=>{"use strict";Object.defineProperty(a,"__esModule",{value:!0}),Object.defineProperty(a,"useMergedRef",{enumerable:!0,get:function(){return r}});let s=e.r(271645);function r(e,t){let a=(0,s.useRef)(null),r=(0,s.useRef)(null);return(0,s.useCallback)(s=>{if(null===s){let e=a.current;e&&(a.current=null,e());let t=r.current;t&&(r.current=null,t())}else e&&(a.current=i(e,s)),t&&(r.current=i(t,s))},[e,t])}function i(e,t){if("function"!=typeof e)return e.current=t,()=>{e.current=null};{let a=e(t);return"function"==typeof a?a:()=>e(null)}}("function"==typeof a.default||"object"==typeof a.default&&null!==a.default)&&void 0===a.default.__esModule&&(Object.defineProperty(a.default,"__esModule",{value:!0}),Object.assign(a.default,a),t.exports=a.default)},62478,e=>{"use strict";var t=e.i(764205);let a=async e=>{if(!e)return null;try{return await (0,t.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}};e.s(["fetchProxySettings",0,a])},602073,e=>{"use strict";e.i(247167);var t=e.i(931067),a=e.i(271645);let s={icon:{tag:"svg",attrs:{viewBox:"0 0 1024 1024",focusable:"false"},children:[{tag:"path",attrs:{d:"M512 64L128 192v384c0 212.1 171.9 384 384 384s384-171.9 384-384V192L512 64zm312 512c0 172.3-139.7 312-312 312S200 748.3 200 576V246l312-110 312 110v330z"}},{tag:"path",attrs:{d:"M378.4 475.1a35.91 35.91 0 00-50.9 0 35.91 35.91 0 000 50.9l129.4 129.4 2.1 2.1a33.98 33.98 0 0048.1 0L730.6 434a33.98 33.98 0 000-48.1l-2.8-2.8a33.98 33.98 0 00-48.1 0L483 579.7 378.4 475.1z"}}]},name:"safety",theme:"outlined"};var r=e.i(9583),i=a.forwardRef(function(e,i){return a.createElement(r.default,(0,t.default)({},e,{ref:i,icon:s}))});e.s(["SafetyOutlined",0,i],602073)},190272,785913,e=>{"use strict";var t,a,s=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),r=((a={}).IMAGE="image",a.VIDEO="video",a.CHAT="chat",a.RESPONSES="responses",a.IMAGE_EDITS="image_edits",a.ANTHROPIC_MESSAGES="anthropic_messages",a.EMBEDDINGS="embeddings",a.SPEECH="speech",a.TRANSCRIPTION="transcription",a.A2A_AGENTS="a2a_agents",a.MCP="mcp",a.REALTIME="realtime",a);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"};e.s(["EndpointType",()=>r,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(s).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:a,accessToken:s,apiKey:i,inputMessage:l,chatHistory:n,selectedTags:o,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:m,selectedMCPServers:p,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:x,endpointType:h,selectedModel:f,selectedSdk:_,proxySettings:b}=e,y="session"===a?s:i,v=window.location.origin,j=b?.LITELLM_UI_API_DOC_BASE_URL;j&&j.trim()?v=j:b?.PROXY_BASE_URL&&(v=b.PROXY_BASE_URL);let A=l||"Your prompt here",N=A.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),T=n.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),S={};o.length>0&&(S.tags=o),c.length>0&&(S.vector_stores=c),d.length>0&&(S.guardrails=d),m.length>0&&(S.policies=m);let C=f||"your-model-name",w="azure"===_?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${y||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${v}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${y||"YOUR_LITELLM_API_KEY"}",
+	base_url="${v}"
+)`;switch(h){case r.CHAT:{let e=Object.keys(S).length>0,a="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
+    extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:A}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${C}",
+    messages=${JSON.stringify(s,null,4)}${a}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${C}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${N}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${a}
+# )
+# print(response_with_file)
+`;break}case r.RESPONSES:{let e=Object.keys(S).length>0,a="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
+    extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:A}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${C}",
+    input=${JSON.stringify(s,null,4)}${a}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${C}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${N}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${a}
+# )
+# print(response_with_file.output_text)
+`;break}case r.IMAGE:t="azure"===_?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${C}",
+	prompt="${l}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case r.IMAGE_EDITS:t="azure"===_?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case r.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${l||"Your string here"}",
+	model="${C}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case r.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${C}",
+	file=audio_file${l?`,
+	prompt="${l.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case r.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${C}",
+	input="${l||"Your text to convert to speech here"}",
+	voice="${x}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${C}",
+#     input="${l||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${w}
+${t}`}],190272)},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),s=e.i(447566),r=e.i(166406),i=e.i(492030),l=e.i(596239);let n=e=>"github"===e.source.source&&e.source.repo?`/plugin marketplace add ${e.source.repo}`:"url"===e.source.source&&e.source.url?`/plugin marketplace add ${e.source.url}`:`/plugin marketplace add ${e.name}`;e.s(["formatInstallCommand",0,n,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else 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Modes"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Input Modes:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eS.defaultInputModes??[]).map(e=>(0,t.jsx)(p.Tag,{color:"blue",children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Output Modes:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eS.defaultOutputModes??[]).map(e=>(0,t.jsx)(p.Tag,{color:"blue",children:e},e))})]})]})]}),eS.documentationUrl&&(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Documentation"}),(0,t.jsxs)("a",{href:eS.documentationUrl,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 flex items-center space-x-2",children:[(0,t.jsx)(s.ExternalLinkIcon,{className:"w-4 h-4"}),(0,t.jsx)("span",{children:"View Documentation"})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,t.jsxs)("div",{className:"mb-4",children:[(0,t.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`base_url = '${eS.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+base_url = '${eS.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,t.jsx)(c.Modal,{title:(0,t.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,t.jsx)("span",{children:ew?.server_name||"MCP Server Details"}),ew&&(0,t.jsx)(u.Tooltip,{title:"Copy server name",children:(0,t.jsx)(g.Copy,{onClick:()=>eB(ew.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ej,footer:null,onOk:()=>{eA(!1),eI(null)},onCancel:()=>{eA(!1),eI(null)},children:ew&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,t.jsx)(n.Text,{children:ew.server_name})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,t.jsx)(p.Tag,{color:"blue",children:ew.transport})]}),ew.alias&&(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,t.jsx)(n.Text,{children:ew.alias})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,t.jsx)(p.Tag,{color:"none"===ew.auth_type?"gray":"green",children:ew.auth_type})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,t.jsx)(n.Text,{children:ew.mcp_info?.description||"-"})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,t.jsxs)("a",{href:ew.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,t.jsx)("span",{children:ew.url}),(0,t.jsx)(s.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),ew.mcp_info&&Object.keys(ew.mcp_info).length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,t.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,t.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(ew.mcp_info,null,2)})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ew.server_name}": {
+            "url": "http://localhost:4000/${ew.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eB(`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ew.server_name}": {
+            "url": "http://localhost:4000/${ew.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/34465d13a9152473.js b/litellm/proxy/_experimental/out/_next/static/chunks/34465d13a9152473.js
new file mode 100644
index 00000000000..c43f2b501e0
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/34465d13a9152473.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/37821c5764fddf43.js b/litellm/proxy/_experimental/out/_next/static/chunks/37821c5764fddf43.js
new file mode 100644
index 00000000000..eae366bd7a5
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/37821c5764fddf43.js
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+    <!DOCTYPE html>
+    <html>
+    <head>
+      <title>Multi-Model Cost Estimate Report</title>
+      <style>
+        body {
+          font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
+          padding: 40px;
+          max-width: 900px;
+          margin: 0 auto;
+          color: #333;
+        }
+        h1 {
+          color: #1a1a1a;
+          border-bottom: 2px solid #1890ff;
+          padding-bottom: 10px;
+          margin-bottom: 30px;
+        }
+        h2 {
+          color: #444;
+          margin-top: 30px;
+          margin-bottom: 15px;
+        }
+        h3 {
+          color: #555;
+          margin-top: 25px;
+          margin-bottom: 10px;
+          padding-bottom: 5px;
+          border-bottom: 1px solid #eee;
+        }
+        .provider {
+          font-weight: normal;
+          color: #1890ff;
+          font-size: 14px;
+        }
+        .meta {
+          background: #f5f5f5;
+          padding: 12px 15px;
+          border-radius: 8px;
+          margin-bottom: 15px;
+          font-size: 13px;
+        }
+        .meta p {
+          margin: 4px 0;
+        }
+        table {
+          width: 100%;
+          border-collapse: collapse;
+          margin-bottom: 20px;
+        }
+        th, td {
+          padding: 10px 12px;
+          text-align: left;
+          border-bottom: 1px solid #ddd;
+        }
+        th {
+          background: #f8f9fa;
+          font-weight: 600;
+          font-size: 13px;
+        }
+        .cost-value {
+          font-family: monospace;
+          font-size: 13px;
+        }
+        .total-row {
+          font-weight: bold;
+          background: #e6f7ff;
+        }
+        .summary-box {
+          background: linear-gradient(135deg, #e6f7ff 0%, #f9f0ff 100%);
+          border: 1px solid #91d5ff;
+          border-radius: 8px;
+          padding: 20px;
+          margin-bottom: 30px;
+        }
+        .summary-box h2 {
+          margin-top: 0;
+          color: #1890ff;
+        }
+        .summary-grid {
+          display: grid;
+          grid-template-columns: repeat(3, 1fr);
+          gap: 20px;
+          margin-top: 15px;
+        }
+        .summary-item {
+          text-align: center;
+        }
+        .summary-item .label {
+          font-size: 12px;
+          color: #666;
+          margin-bottom: 5px;
+        }
+        .summary-item .value {
+          font-size: 20px;
+          font-weight: bold;
+          font-family: monospace;
+        }
+        .summary-item .value.blue { color: #1890ff; }
+        .summary-item .value.green { color: #52c41a; }
+        .summary-item .value.purple { color: #722ed1; }
+        .model-section {
+          margin-bottom: 30px;
+          page-break-inside: avoid;
+        }
+        .footer {
+          margin-top: 40px;
+          padding-top: 20px;
+          border-top: 1px solid #ddd;
+          font-size: 12px;
+          color: #666;
+        }
+        @media print {
+          body { padding: 20px; }
+          .model-section { page-break-inside: avoid; }
+        }
+      </style>
+    </head>
+    <body>
+      <h1>LLM Cost Estimate Report</h1>
+      <p style="color: #666; margin-top: -20px; margin-bottom: 30px;">${a} model${1!==a?"s":""} configured</p>
+      
+      <div class="summary-box">
+        <h2>Combined Totals</h2>
+        <div class="summary-grid">
+          <div class="summary-item">
+            <div class="label">Total Per Request</div>
+            <div class="value blue">${tA(e.totals.cost_per_request)}</div>
+          </div>
+          <div class="summary-item">
+            <div class="label">Total Daily</div>
+            <div class="value green">${tA(e.totals.daily_cost)}</div>
+          </div>
+          <div class="summary-item">
+            <div class="label">Total Monthly</div>
+            <div class="value purple">${tA(e.totals.monthly_cost)}</div>
+          </div>
+        </div>
+        ${e.totals.margin_per_request>0?`
+        <div class="summary-grid" style="margin-top: 15px; padding-top: 15px; border-top: 1px solid #ddd;">
+          <div class="summary-item">
+            <div class="label">Margin/Request</div>
+            <div class="value" style="color: #faad14;">${tA(e.totals.margin_per_request)}</div>
+          </div>
+          <div class="summary-item">
+            <div class="label">Daily Margin</div>
+            <div class="value" style="color: #faad14;">${tA(e.totals.daily_margin)}</div>
+          </div>
+          <div class="summary-item">
+            <div class="label">Monthly Margin</div>
+            <div class="value" style="color: #faad14;">${tA(e.totals.monthly_margin)}</div>
+          </div>
+        </div>
+        `:""}
+      </div>
+
+      <h2>Model Breakdown</h2>
+      ${s.map(e=>{let t;return t=e.result,`
+    <div class="model-section">
+      <h3>${t.model} ${t.provider?`<span class="provider">(${t.provider})</span>`:""}</h3>
+      
+      <div class="meta">
+        <p><strong>Input Tokens per Request:</strong> ${tP(t.input_tokens)}</p>
+        <p><strong>Output Tokens per Request:</strong> ${tP(t.output_tokens)}</p>
+        ${t.num_requests_per_day?`<p><strong>Requests per Day:</strong> ${tP(t.num_requests_per_day)}</p>`:""}
+        ${t.num_requests_per_month?`<p><strong>Requests per Month:</strong> ${tP(t.num_requests_per_month)}</p>`:""}
+      </div>
+
+      <table>
+        <tr>
+          <th>Cost Type</th>
+          <th>Per Request</th>
+          ${null!==t.daily_cost?"<th>Daily</th>":""}
+          ${null!==t.monthly_cost?"<th>Monthly</th>":""}
+        </tr>
+        <tr>
+          <td>Input Cost</td>
+          <td class="cost-value">${tA(t.input_cost_per_request)}</td>
+          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_input_cost)}</td>`:""}
+          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_input_cost)}</td>`:""}
+        </tr>
+        <tr>
+          <td>Output Cost</td>
+          <td class="cost-value">${tA(t.output_cost_per_request)}</td>
+          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_output_cost)}</td>`:""}
+          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_output_cost)}</td>`:""}
+        </tr>
+        <tr>
+          <td>Margin/Fee</td>
+          <td class="cost-value">${tA(t.margin_cost_per_request)}</td>
+          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_margin_cost)}</td>`:""}
+          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_margin_cost)}</td>`:""}
+        </tr>
+        <tr class="total-row">
+          <td>Total</td>
+          <td class="cost-value">${tA(t.cost_per_request)}</td>
+          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_cost)}</td>`:""}
+          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_cost)}</td>`:""}
+        </tr>
+      </table>
+    </div>
+  `}).join("")}
+
+      <div class="footer">
+        <p>Generated by LiteLLM Pricing Calculator on ${new Date().toLocaleString()}</p>
+      </div>
+    </body>
+    </html>
+  `;t.document.write(l),t.document.close(),t.onload=()=>{t.print()}})(e),a(!1)},children:[(0,t.jsx)(tS.FilePdfOutlined,{className:"mr-3 text-red-500"}),"Export as PDF"]}),(0,t.jsxs)("button",{className:"flex items-center w-full px-4 py-2 text-sm text-gray-700 hover:bg-gray-50 transition-colors",onClick:()=>{(e=>{let t=e.entries.filter(e=>null!==e.result),s=[["LLM Multi-Model Cost Estimate Report"],["Generated",new Date().toLocaleString()],[""]];for(let a of(s.push(["COMBINED TOTALS"],["Total Per Request",e.totals.cost_per_request.toString()],["Total Daily",e.totals.daily_cost?.toString()||"-"],["Total Monthly",e.totals.monthly_cost?.toString()||"-"],["Margin Per Request",e.totals.margin_per_request.toString()],["Daily Margin",e.totals.daily_margin?.toString()||"-"],["Monthly Margin",e.totals.monthly_margin?.toString()||"-"],[""]),s.push(["Model","Provider","Input Tokens","Output Tokens","Requests/Day","Requests/Month","Cost/Request","Daily Cost","Monthly Cost","Input Cost/Req","Output 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+Analyze the user input, the guardrail action taken, and determine if it was appropriate.
+
+Consider:
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+
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+  "confidence": 0.0,
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+}
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new file mode 100644
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+  -H 'Authorization: Bearer sk-xxx' \\
+  -H 'Content-Type: application/json' \\
+  -d '{
+  "model": "gpt-4",
+  "messages": [
+    {
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+      "content": "You are a helpful assistant."
+    }
+  ],
+  "temperature": 0.7
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+curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
+
+`,z=`
+curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{
+  "model": "gpt-3.5-turbo',
+  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
+  "user": "my-customer-id"
+}' # 👈 KEY CHANGE
+
+`,H=`from openai import OpenAI
+client = OpenAI(
+  base_url="<your_proxy_base_url>",
+  api_key="<your_proxy_key>"
+)
+
+completion = client.chat.completions.create(
+  model="gpt-3.5-turbo",
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant."},
+    {"role": "user", "content": "Hello!"}
+  ],
+  user="my-customer-id"
+)
+
+print(completion.choices[0].message)`;e.s(["default",0,({accessToken:e})=>{let[k,T]=(0,x.useState)(!1),[I,E]=(0,x.useState)(!1),[M,A]=(0,x.useState)(null),[D,R]=(0,x.useState)(!1),{data:B=[]}=(()=>{let{accessToken:e}=(0,C.default)();return(0,v.useQuery)({queryKey:S.list({}),queryFn:async()=>(await (0,N.getBudgetList)(e)??[]).filter(e=>null!=e),enabled:!!e})})(),P=(()=>{let{accessToken:e}=(0,C.default)(),t=(0,_.useQueryClient)();return(0,w.useMutation)({mutationFn:async t=>{if(!e)throw Error("Access token is required");return(0,N.budgetDeleteCall)(e,t)},onSuccess:()=>{t.invalidateQueries({queryKey:S.all})}})})(),U=async t=>{null!=e&&(A(t),E(!0))},V=async()=>{if(M&&null!=e)try{await P.mutateAsync(M.budget_id),j.default.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),"function"==typeof j.default.fromBackend?j.default.fromBackend("Failed to delete budget"):j.default.info("Failed to delete budget")}finally{R(!1),A(null)}};return(0,t.jsxs)("div",{className:"w-full mx-auto flex-auto overflow-y-auto m-8 p-2",children:[(0,t.jsx)(l.Button,{size:"sm",variant:"primary",className:"mb-2",onClick:()=>T(!0),children:"+ Create Budget"}),(0,t.jsxs)(s.TabGroup,{children:[(0,t.jsxs)(m.TabList,{children:[(0,t.jsx)(r.Tab,{children:"Budgets"}),(0,t.jsx)(r.Tab,{children:"Examples"})]}),(0,t.jsxs)(g.TabPanels,{children:[(0,t.jsx)(h.TabPanel,{children:(0,t.jsxs)("div",{className:"mt-6",children:[(0,t.jsx)(O,{isModalVisible:k,setIsModalVisible:T}),M&&(0,t.jsx)(F,{isModalVisible:I,setIsModalVisible:E,existingBudget:M}),(0,t.jsxs)(a.Card,{children:[(0,t.jsx)(p.Text,{children:"Create a budget to assign to customers."}),(0,t.jsxs)(i.Table,{children:[(0,t.jsx)(c.TableHead,{children:(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(d.TableHeaderCell,{children:"Budget ID"}),(0,t.jsx)(d.TableHeaderCell,{children:"Max Budget"}),(0,t.jsx)(d.TableHeaderCell,{children:"TPM"}),(0,t.jsx)(d.TableHeaderCell,{children:"RPM"})]})}),(0,t.jsx)(n.TableBody,{children:B.slice().sort((e,t)=>new Date(t.updated_at).getTime()-new Date(e.updated_at).getTime()).map(e=>(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(o.TableCell,{children:e.budget_id}),(0,t.jsx)(o.TableCell,{children:e.max_budget?e.max_budget:"n/a"}),(0,t.jsx)(o.TableCell,{children:e.tpm_limit?e.tpm_limit:"n/a"}),(0,t.jsx)(o.TableCell,{children:e.rpm_limit?e.rpm_limit:"n/a"}),(0,t.jsx)(y.default,{variant:"Edit",tooltipText:"Edit budget",onClick:()=>U(e),dataTestId:"edit-budget-button"}),(0,t.jsx)(y.default,{variant:"Delete",tooltipText:"Delete budget",onClick:()=>{A(e),R(!0)},dataTestId:"delete-budget-button"})]},e.budget_id))})]})]}),(0,t.jsx)(b.default,{isOpen:D,title:"Delete Budget?",message:"Are you sure you want to delete this budget? 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similarity index 64%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2aa5ca37f441cf6f.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3bddc72a3ecc2253.js
index 7b350281052..2010addaba3 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2aa5ca37f441cf6f.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7dd16a650b98a4c5.js b/litellm/proxy/_experimental/out/_next/static/chunks/3daef8922b68e600.js
similarity index 61%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7dd16a650b98a4c5.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3daef8922b68e600.js
index 417dc37f01e..d5645b7a285 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7dd16a650b98a4c5.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3daef8922b68e600.js
@@ -16,9 +16,9 @@
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You can pass any value where you see the"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:"*"})," symbol."]}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800",children:["For example, with"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:eT.model_group}),", you can use any string (",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:eT.model_group.replaceAll("*","my-custom-value")}),") that matches this pattern."]})]})]})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Token & Cost Information"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Input Tokens:"}),(0,s.jsx)(n.Text,{children:eT.max_input_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Output Tokens:"}),(0,s.jsx)(n.Text,{children:eT.max_output_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:eT.input_cost_per_token?e$(eT.input_cost_per_token):"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:eT.output_cost_per_token?e$(eT.output_cost_per_token):"Not specified"})]})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:(P=Object.entries(eT).filter(([e,s])=>e.startsWith("supports_")&&!0===s).map(([e])=>e),z=["green","blue","purple","orange","red","yellow"],0===P.length?(0,s.jsx)(n.Text,{className:"text-gray-500",children:"No special capabilities listed"}):P.map((e,t)=>(0,s.jsx)(m.Tag,{color:z[t%z.length],children:eF(e)},e)))})]}),(eT.tpm||eT.rpm)&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Rate Limits"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[eT.tpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Tokens per Minute:"}),(0,s.jsx)(n.Text,{children:eT.tpm.toLocaleString()})]}),eT.rpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Requests per Minute:"}),(0,s.jsx)(n.Text,{children:eT.rpm.toLocaleString()})]})]})]}),eT.supported_openai_params&&eT.supported_openai_params.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Supported OpenAI Parameters"}),(0,s.jsx)("div",{className:"flex flex-wrap 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you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(eT.mode||"chat"),selectedModel:eT.model_group,selectedSdk:"openai"}))},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ew?.name||"Agent Details"}),ew&&(0,s.jsx)(h.Tooltip,{title:"Copy agent name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(ew.name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ev,footer:null,onOk:()=>{ey(!1),eC(null)},onCancel:()=>{ey(!1),eC(null)},children:ew&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Agent 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Modes"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(ew.defaultInputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(ew.defaultOutputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]})]})]}),ew.documentationUrl&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Documentation"}),(0,s.jsxs)("a",{href:ew.documentationUrl,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 flex items-center space-x-2",children:[(0,s.jsx)(l.ExternalLinkIcon,{className:"w-4 h-4"}),(0,s.jsx)("span",{children:"View Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${ew.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+base_url = '${ew.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ek?.server_name||"MCP Server Details"}),ek&&(0,s.jsx)(h.Tooltip,{title:"Copy server name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(ek.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:eN,footer:null,onOk:()=>{e_(!1),eA(null)},onCancel:()=>{e_(!1),eA(null)},children:ek&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(n.Text,{children:ek.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(m.Tag,{color:"blue",children:ek.transport})]}),ek.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(n.Text,{children:ek.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(m.Tag,{color:"none"===ek.auth_type?"gray":"green",children:ek.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:ek.mcp_info?.description||"-"})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,s.jsxs)("a",{href:ek.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ek.url}),(0,s.jsx)(l.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),ek.mcp_info&&Object.keys(ek.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(ek.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ek.server_name}": {
+            "url": "http://localhost:4000/${ek.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ek.server_name}": {
+            "url": "http://localhost:4000/${ek.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/443dce180e4b120d.js b/litellm/proxy/_experimental/out/_next/static/chunks/443dce180e4b120d.js
deleted file mode 100644
index f35e6e4a380..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/443dce180e4b120d.js
+++ /dev/null
@@ -1 +0,0 @@
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t=e.original.url??"",l=t.length>40?t.substring(0,40)+"...":t;return(0,s.jsx)(h.Tooltip,{title:t,children:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)(n.Text,{className:"text-xs font-mono",children:l}),(0,s.jsx)(u.Copy,{onClick:()=>eU(t),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-3 h-3"})]})})},size:200},{header:"Transport",accessorKey:"transport",enableSorting:!0,cell:({row:e})=>{let t=e.original.transport;return(0,s.jsx)(m.Tag,{color:"blue",className:"text-xs uppercase",children:t})},size:100},{header:"Auth Type",accessorKey:"auth_type",enableSorting:!0,cell:({row:e})=>{let t=e.original.auth_type;return(0,s.jsx)(m.Tag,{color:"none"===t?"gray":"green",className:"text-xs capitalize",children:t})},size:100}],data:eH,isLoading:Q,defaultSorting:[{id:"server_name",desc:!1}]}),(0,s.jsx)("div",{className:"mt-8 text-center",children:(0,s.jsxs)(n.Text,{className:"text-sm text-gray-600",children:["Showing ",eH.length," of ",K?.length||0," MCP 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flex-shrink-0"}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-blue-900 mb-2",children:"Wildcard Routing"}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800 mb-2",children:["This model uses wildcard routing. You can pass any value where you see the"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:"*"})," symbol."]}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800",children:["For example, with"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:eT.model_group}),", you can use any string (",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded text-xs",children:eT.model_group.replaceAll("*","my-custom-value")}),") that matches this pattern."]})]})]})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Token & Cost Information"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Input Tokens:"}),(0,s.jsx)(n.Text,{children:eT.max_input_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Output Tokens:"}),(0,s.jsx)(n.Text,{children:eT.max_output_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:eT.input_cost_per_token?e$(eT.input_cost_per_token):"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:eT.output_cost_per_token?e$(eT.output_cost_per_token):"Not specified"})]})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:(P=Object.entries(eT).filter(([e,s])=>e.startsWith("supports_")&&!0===s).map(([e])=>e),z=["green","blue","purple","orange","red","yellow"],0===P.length?(0,s.jsx)(n.Text,{className:"text-gray-500",children:"No special capabilities listed"}):P.map((e,t)=>(0,s.jsx)(m.Tag,{color:z[t%z.length],children:eF(e)},e)))})]}),(eT.tpm||eT.rpm)&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Rate Limits"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[eT.tpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Tokens per Minute:"}),(0,s.jsx)(n.Text,{children:eT.tpm.toLocaleString()})]}),eT.rpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Requests per Minute:"}),(0,s.jsx)(n.Text,{children:eT.rpm.toLocaleString()})]})]})]}),eT.supported_openai_params&&eT.supported_openai_params.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Supported OpenAI Parameters"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:eT.supported_openai_params.map(e=>(0,s.jsx)(m.Tag,{color:"green",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:(0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(eT.mode||"chat"),selectedModel:eT.model_group,selectedSdk:"openai"})})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU((0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(eT.mode||"chat"),selectedModel:eT.model_group,selectedSdk:"openai"}))},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ew?.name||"Agent Details"}),ew&&(0,s.jsx)(h.Tooltip,{title:"Copy agent name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(ew.name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ev,footer:null,onOk:()=>{ey(!1),eC(null)},onCancel:()=>{ey(!1),eC(null)},children:ew&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Agent Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Name:"}),(0,s.jsx)(n.Text,{children:ew.name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Version:"}),(0,s.jsx)(n.Text,{children:ew.version})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:ew.description})]}),ew.url&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,s.jsx)("a",{href:ew.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all",children:ew.url})]})]})]}),ew.capabilities&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:Object.entries(ew.capabilities).filter(([e,s])=>!0===s).map(([e])=>(0,s.jsx)(m.Tag,{color:"green",className:"capitalize",children:e},e))})]}),ew.skills&&ew.skills.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Skills"}),(0,s.jsx)("div",{className:"space-y-4",children:ew.skills.map((e,t)=>(0,s.jsxs)("div",{className:"border border-gray-200 rounded-lg p-4",children:[(0,s.jsx)("div",{className:"flex items-start justify-between mb-2",children:(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-base",children:e.name}),(0,s.jsx)(n.Text,{className:"text-sm text-gray-600",children:e.description})]})}),e.tags&&e.tags.length>0&&(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-2",children:e.tags.map(e=>(0,s.jsx)(m.Tag,{color:"purple",className:"text-xs",children:e},e))})]},t))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Input/Output Modes"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(ew.defaultInputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(ew.defaultOutputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]})]})]}),ew.documentationUrl&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Documentation"}),(0,s.jsxs)("a",{href:ew.documentationUrl,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 flex items-center space-x-2",children:[(0,s.jsx)(l.ExternalLinkIcon,{className:"w-4 h-4"}),(0,s.jsx)("span",{children:"View Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${ew.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+base_url = '${ew.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ek?.server_name||"MCP Server Details"}),ek&&(0,s.jsx)(h.Tooltip,{title:"Copy server name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(ek.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:eN,footer:null,onOk:()=>{e_(!1),eA(null)},onCancel:()=>{e_(!1),eA(null)},children:ek&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(n.Text,{children:ek.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(m.Tag,{color:"blue",children:ek.transport})]}),ek.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(n.Text,{children:ek.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(m.Tag,{color:"none"===ek.auth_type?"gray":"green",children:ek.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:ek.mcp_info?.description||"-"})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,s.jsxs)("a",{href:ek.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ek.url}),(0,s.jsx)(l.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),ek.mcp_info&&Object.keys(ek.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(ek.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ek.server_name}": {
+            "url": "http://localhost:4000/${ek.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ek.server_name}": {
+            "url": "http://localhost:4000/${ek.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/47be83d4515c6599.js b/litellm/proxy/_experimental/out/_next/static/chunks/47be83d4515c6599.js
new file mode 100644
index 00000000000..2fa9aaa7733
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/47be83d4515c6599.js
@@ -0,0 +1 @@
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deleted file mode 100644
index 7e045892ecd..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/496544a8be968b8b.js b/litellm/proxy/_experimental/out/_next/static/chunks/496544a8be968b8b.js
new file mode 100644
index 00000000000..60971388f3a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/496544a8be968b8b.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/949fa90ad69e3ffa.js b/litellm/proxy/_experimental/out/_next/static/chunks/4b9bda626d5a281b.js
similarity index 79%
rename from litellm/proxy/_experimental/out/_next/static/chunks/949fa90ad69e3ffa.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/4b9bda626d5a281b.js
index 95c5c8af48b..b741bbf5263 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/949fa90ad69e3ffa.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/4b9bda626d5a281b.js
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deleted file mode 100644
index a9bec3b8fc3..00000000000
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+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/4e0ee3124dcdc85b.js b/litellm/proxy/_experimental/out/_next/static/chunks/4e0ee3124dcdc85b.js
deleted file mode 100644
index 2465c158b2f..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/4e0ee3124dcdc85b.js
+++ /dev/null
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index a67ec4718a9..00000000000
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t,a,i=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),s=((a={}).IMAGE="image",a.VIDEO="video",a.CHAT="chat",a.RESPONSES="responses",a.IMAGE_EDITS="image_edits",a.ANTHROPIC_MESSAGES="anthropic_messages",a.EMBEDDINGS="embeddings",a.SPEECH="speech",a.TRANSCRIPTION="transcription",a.A2A_AGENTS="a2a_agents",a.MCP="mcp",a.REALTIME="realtime",a);let r={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"};e.s(["EndpointType",()=>s,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(i).includes(e)){let t=r[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:a,accessToken:i,apiKey:r,inputMessage:o,chatHistory:n,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:p,selectedMCPServers:m,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:x,proxySettings:v}=e,b="session"===a?i:r,y=window.location.origin,j=v?.LITELLM_UI_API_DOC_BASE_URL;j&&j.trim()?y=j:v?.PROXY_BASE_URL&&(y=v.PROXY_BASE_URL);let w=o||"Your prompt here",N=w.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),E=n.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),I={};l.length>0&&(I.tags=l),c.length>0&&(I.vector_stores=c),d.length>0&&(I.guardrails=d),p.length>0&&(I.policies=p);let S=_||"your-model-name",C="azure"===x?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${y}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	base_url="${y}"
-)`;switch(h){case s.CHAT:{let e=Object.keys(I).length>0,a="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=E.length>0?E:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${S}",
-    messages=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${S}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${N}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${a}
-# )
-# print(response_with_file)
-`;break}case s.RESPONSES:{let e=Object.keys(I).length>0,a="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=E.length>0?E:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${S}",
-    input=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${S}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${N}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${a}
-# )
-# print(response_with_file.output_text)
-`;break}case s.IMAGE:t="azure"===x?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${S}",
-	prompt="${o}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case s.IMAGE_EDITS:t="azure"===x?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case s.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${o||"Your string here"}",
-	model="${S}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case s.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${S}",
-	file=audio_file${o?`,
-	prompt="${o.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case s.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${S}",
-	input="${o||"Your text to convert to speech here"}",
-	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${S}",
-#     input="${o||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${C}
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/53272b3f5faf6952.js b/litellm/proxy/_experimental/out/_next/static/chunks/53272b3f5faf6952.js
deleted file mode 100644
index 07648ce721a..00000000000
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+++ /dev/null
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deleted file mode 100644
index dc05b7db0b1..00000000000
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deleted file mode 100644
index 7cd5f427609..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5963ae3163ecd9b6.js b/litellm/proxy/_experimental/out/_next/static/chunks/5963ae3163ecd9b6.js
deleted file mode 100644
index a2486f051bd..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5963ae3163ecd9b6.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/09cc4a2273bed4aa.js b/litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/09cc4a2273bed4aa.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js
index 6a3bbb86034..81e100a5045 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/09cc4a2273bed4aa.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5c00db2ed7538165.js b/litellm/proxy/_experimental/out/_next/static/chunks/5c00db2ed7538165.js
deleted file mode 100644
index 535ae956beb..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5c00db2ed7538165.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5ed63c0faf1e5a28.js b/litellm/proxy/_experimental/out/_next/static/chunks/5d1b90e5b929acc3.js
similarity index 74%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5ed63c0faf1e5a28.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5d1b90e5b929acc3.js
index a52269545bb..d9e932b53e1 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5ed63c0faf1e5a28.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5d1b90e5b929acc3.js
@@ -1,3 +1,3 @@
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o={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"};e.s(["EndpointType",()=>a,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(i).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:r,accessToken:i,apiKey:o,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:u,selectedMCPServers:h,mcpServers:p,mcpServerToolRestrictions:m,selectedVoice:f,endpointType:g,selectedModel:b,selectedSdk:_,proxySettings:v}=e,k="session"===r?i:o,x=window.location.origin,y=v?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?x=y:v?.PROXY_BASE_URL&&(x=v.PROXY_BASE_URL);let w=n||"Your prompt here",C=w.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),j=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),E={};l.length>0&&(E.tags=l),c.length>0&&(E.vector_stores=c),d.length>0&&(E.guardrails=d),u.length>0&&(E.policies=u);let S=b||"your-model-name",O="azure"===_?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${k||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${x}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${k||"YOUR_LITELLM_API_KEY"}",
-	base_url="${x}"
-)`;switch(g){case a.CHAT:{let e=Object.keys(E).length>0,r="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let i=j.length>0?j:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${S}",
-    messages=${JSON.stringify(i,null,4)}${r}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${S}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${C}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${r}
-# )
-# print(response_with_file)
-`;break}case a.RESPONSES:{let e=Object.keys(E).length>0,r="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let i=j.length>0?j:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${S}",
-    input=${JSON.stringify(i,null,4)}${r}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${S}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${C}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${r}
-# )
-# print(response_with_file.output_text)
-`;break}case a.IMAGE:t="azure"===_?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${S}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case a.IMAGE_EDITS:t="azure"===_?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${C}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case a.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${S}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case a.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${S}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case a.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${S}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${S}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5e4cbfe76f1ba150.js b/litellm/proxy/_experimental/out/_next/static/chunks/5e4cbfe76f1ba150.js
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index 309bfddf8db..00000000000
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Spend history is preserved in logs. This resets the current period spend counter, the same as an automatic budget reset."]})]}),(0,t.jsxs)(g.TabGroup,{children:[(0,t.jsxs)(h.TabList,{className:"mb-4",children:[(0,t.jsx)(p.Tab,{children:"Overview"}),(0,t.jsx)(p.Tab,{children:"Settings"})]}),(0,t.jsxs)(f.TabPanels,{children:[(0,t.jsx)(x.TabPanel,{children:(0,t.jsxs)(u.Grid,{numItems:1,numItemsSm:2,numItemsLg:3,className:"gap-6",children:[(0,t.jsxs)(m.Card,{children:[(0,t.jsx)(y.Text,{children:"Spend"}),(0,t.jsxs)("div",{className:"mt-2",children:[(0,t.jsxs)(b.Title,{children:["$",(0,i.formatNumberWithCommas)(eg.spend,4)]}),(0,t.jsxs)(y.Text,{children:["of"," ",null!==eg.max_budget?`$${(0,i.formatNumberWithCommas)(eg.max_budget)}`:"Unlimited"]})]})]}),(0,t.jsxs)(m.Card,{children:[(0,t.jsx)(y.Text,{children:"Rate Limits"}),(0,t.jsxs)("div",{className:"mt-2",children:[(0,t.jsxs)(y.Text,{children:["TPM: ",null!==eg.tpm_limit?eg.tpm_limit:"Unlimited"]}),(0,t.jsxs)(y.Text,{children:["RPM: ",null!==eg.rpm_limit?eg.rpm_limit:"Unlimited"]})]})]}),(0,t.jsxs)(m.Card,{children:[(0,t.jsx)(y.Text,{children:"Models"}),(0,t.jsx)("div",{className:"mt-2 flex flex-wrap gap-2",children:eg.models&&eg.models.length>0?eg.models.map((e,a)=>(0,t.jsx)(c.Badge,{color:"red",children:e},a)):(0,t.jsx)(y.Text,{children:"No models specified"})})]}),(0,t.jsx)(m.Card,{children:(0,t.jsx)(A.default,{objectPermission:eg.object_permission,variant:"inline",accessToken:K})}),(0,t.jsxs)(m.Card,{children:[(0,t.jsx)(y.Text,{className:"font-medium mb-3",children:"Guardrails"}),Array.isArray(eg.metadata?.guardrails)&&eg.metadata.guardrails.length>0?(0,t.jsx)("div",{className:"flex flex-wrap gap-2",children:eg.metadata.guardrails.map((e,a)=>(0,t.jsx)(c.Badge,{color:"blue",children:e},a))}):(0,t.jsx)(y.Text,{className:"text-gray-500",children:"No guardrails configured"}),"boolean"==typeof eg.metadata?.disable_global_guardrails&&!0===eg.metadata.disable_global_guardrails&&(0,t.jsx)("div",{className:"mt-3 pt-3 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/cc0c3259bcae442b.js b/litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/cc0c3259bcae442b.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js
index 065d0806429..2c73a1b07db 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/cc0c3259bcae442b.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js
@@ -93,6 +93,6 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5f9c3b92a016f382.js b/litellm/proxy/_experimental/out/_next/static/chunks/5f9c3b92a016f382.js
deleted file mode 100644
index 9544ef4d8a3..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5f9c3b92a016f382.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5ff64383046b8aff.js b/litellm/proxy/_experimental/out/_next/static/chunks/5ff64383046b8aff.js
deleted file mode 100644
index 1f1f6770af1..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5ff64383046b8aff.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/61d8ae4ec4f309fe.js b/litellm/proxy/_experimental/out/_next/static/chunks/61d8ae4ec4f309fe.js
deleted file mode 100644
index 1acfcff512e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/61d8ae4ec4f309fe.js
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new file mode 100644
index 00000000000..cad938c4cec
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/62cdbc4cb0696a24.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/d3108ee6d0129019.js b/litellm/proxy/_experimental/out/_next/static/chunks/675b8243f98b6903.js
similarity index 79%
rename from litellm/proxy/_experimental/out/_next/static/chunks/d3108ee6d0129019.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/675b8243f98b6903.js
index 87863bfe994..7e7c60204b1 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/d3108ee6d0129019.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/675b8243f98b6903.js
@@ -24,6 +24,6 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6b12544c93793ef8.js b/litellm/proxy/_experimental/out/_next/static/chunks/6b12544c93793ef8.js
deleted file mode 100644
index c66c9ea5808..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6b12544c93793ef8.js
+++ /dev/null
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deleted file mode 100644
index 226f32a3237..00000000000
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new file mode 100644
index 00000000000..de496030b97
--- /dev/null
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@@ -0,0 +1 @@
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new file mode 100644
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Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(c.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${ew.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eD(`from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
-    AgentCard,
-    MessageSendParams,
-    SendMessageRequest,
-    SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
-    AGENT_CARD_WELL_KNOWN_PATH,
-    EXTENDED_AGENT_CARD_PATH,
-)
-
-base_url = '${ew.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eD(`client = A2AClient(
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-
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-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(d.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eC?.server_name||"MCP Server Details"}),eC&&(0,s.jsx)(u.Tooltip,{title:"Copy server name",children:(0,s.jsx)(p.default,{onClick:()=>eD(eC.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:e_,footer:null,onOk:()=>{eN(!1),eA(null)},onCancel:()=>{eN(!1),eA(null)},children:eC&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(c.Text,{children:eC.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(h.Tag,{color:"blue",children:eC.transport})]}),eC.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(c.Text,{children:eC.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(h.Tag,{color:"none"===eC.auth_type?"gray":"green",children:eC.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(c.Text,{children:eC.mcp_info?.description||"-"})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(c.Text,{className:"font-medium",children:"URL:"}),(0,s.jsxs)("a",{href:eC.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eC.url}),(0,s.jsx)(l.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),eC.mcp_info&&Object.keys(eC.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(eC.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(c.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eC.server_name}": {
-            "url": "http://localhost:4000/${eC.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eD(`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eC.server_name}": {
-            "url": "http://localhost:4000/${eC.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}],976883)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6ea6f7f1d15e966f.js b/litellm/proxy/_experimental/out/_next/static/chunks/6ea6f7f1d15e966f.js
deleted file mode 100644
index 87a69321a7b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6ea6f7f1d15e966f.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/21adc386e97b4f56.js b/litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/21adc386e97b4f56.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js
index 389441757b9..5bb6bc794a4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/21adc386e97b4f56.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js
@@ -93,6 +93,6 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/70448f37d17f36ae.js b/litellm/proxy/_experimental/out/_next/static/chunks/70448f37d17f36ae.js
deleted file mode 100644
index 160dbb27a22..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/70448f37d17f36ae.js
+++ /dev/null
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(0,x.getClaudeCodePluginsList)(e||"",a)).plugins)}})]})]})]})]}):(0,t.jsxs)(j.Card,{className:"mx-auto max-w-xl mt-10",children:[(0,t.jsx)(o.Text,{className:"text-xl text-center mb-2 text-black",children:"Public Model Hub not enabled."}),(0,t.jsx)("p",{className:"text-base text-center text-slate-800",children:"Ask your proxy admin to enable this on their Admin UI."})]}),(0,t.jsx)(s.Modal,{title:"Public Model Hub",width:600,open:O,footer:null,onOk:eA,onCancel:eO,children:(0,t.jsxs)("div",{className:"pt-5 pb-5",children:[(0,t.jsxs)("div",{className:"flex justify-between mb-4",children:[(0,t.jsx)(o.Text,{className:"text-base mr-2",children:"Shareable Link:"}),(0,t.jsx)(o.Text,{className:"max-w-sm ml-2 bg-gray-200 pr-2 pl-2 pt-1 pb-1 text-center rounded",children:`${(0,x.getProxyBaseUrl)()}/ui/model_hub_table`})]}),(0,t.jsx)("div",{className:"flex justify-end",children:(0,t.jsx)(N.Button,{onClick:()=>{eI.replace(`/model_hub_table?key=${e}`)},children:"See Page"})})]})}),(0,t.jsx)(s.Modal,{title:E?.model_group||"Model Details",width:1e3,open:z,footer:null,onOk:eA,onCancel:eO,children:E&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Model Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Model Group:"}),(0,t.jsx)(o.Text,{children:E.model_group})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Mode:"}),(0,t.jsx)(o.Text,{children:E.mode||"Not specified"})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Providers:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:E.providers.map(e=>(0,t.jsx)(m.Badge,{color:"blue",children:e},e))})]})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Token & Cost Information"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Max Input Tokens:"}),(0,t.jsx)(o.Text,{children:E.max_input_tokens?.toLocaleString()||"Not specified"})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Max Output Tokens:"}),(0,t.jsx)(o.Text,{children:E.max_output_tokens?.toLocaleString()||"Not specified"})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Input Cost per 1M Tokens:"}),(0,t.jsx)(o.Text,{children:E.input_cost_per_token?eE(E.input_cost_per_token):"Not specified"})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Output Cost per 1M Tokens:"}),(0,t.jsx)(o.Text,{children:E.output_cost_per_token?eE(E.output_cost_per_token):"Not specified"})]})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-2",children:(c=Object.entries(E).filter(([e,t])=>e.startsWith("supports_")&&!0===t).map(([e])=>e),h=["green","blue","purple","orange","red","yellow"],0===c.length?(0,t.jsx)(o.Text,{className:"text-gray-500",children:"No special capabilities listed"}):c.map((e,l)=>(0,t.jsx)(m.Badge,{color:h[l%h.length],children:e.replace(/^supports_/,"").split("_").map(e=>e.charAt(0).toUpperCase()+e.slice(1)).join(" ")},e)))})]}),(E.tpm||E.rpm)&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Rate Limits"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[E.tpm&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Tokens per Minute:"}),(0,t.jsx)(o.Text,{children:E.tpm.toLocaleString()})]}),E.rpm&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Requests per Minute:"}),(0,t.jsx)(o.Text,{children:E.rpm.toLocaleString()})]})]})]}),E.supported_openai_params&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Supported OpenAI Parameters"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-2",children:E.supported_openai_params.map(e=>(0,t.jsx)(m.Badge,{color:"green",children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,t.jsx)(et.Prism,{language:"python",className:"text-sm",children:`import openai
+
+client = openai.OpenAI(
+    api_key="your_api_key",
+    base_url="${(0,x.getProxyBaseUrl)()}"  # Your LiteLLM Proxy URL
+)
+
+response = client.chat.completions.create(
+    model="${E.model_group}",
+    messages=[
+        {
+            "role": "user",
+            "content": "Hello, how are you?"
+        }
+    ]
+)
+
+print(response.choices[0].message.content)`})]})]})}),(0,t.jsx)(s.Modal,{title:ex?.name||"Agent Details",width:1e3,open:eh,footer:null,onOk:eA,onCancel:eO,children:ex&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Agent Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Name:"}),(0,t.jsx)(o.Text,{children:ex.name})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Version:"}),(0,t.jsxs)(m.Badge,{color:"blue",children:["v",ex.version]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Protocol Version:"}),(0,t.jsx)(o.Text,{children:ex.protocolVersion})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"URL:"}),(0,t.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,t.jsx)(o.Text,{className:"truncate",children:ex.url}),(0,t.jsx)($.CopyOutlined,{onClick:()=>eH(ex.url),className:"cursor-pointer text-gray-500 hover:text-blue-500"})]})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Description:"}),(0,t.jsx)(o.Text,{className:"mt-1",children:ex.description})]})]}),ex.capabilities&&Object.keys(ex.capabilities).length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-2",children:Object.entries(ex.capabilities).filter(([e,t])=>!0===t).map(([e])=>(0,t.jsx)(m.Badge,{color:"green",children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Input/Output Modes"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Input Modes:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:ex.defaultInputModes?.map(e=>(0,t.jsx)(m.Badge,{color:"blue",children:e},e))||(0,t.jsx)(o.Text,{children:"Not specified"})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Output Modes:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:ex.defaultOutputModes?.map(e=>(0,t.jsx)(m.Badge,{color:"purple",children:e},e))||(0,t.jsx)(o.Text,{children:"Not specified"})})]})]})]}),ex.skills&&ex.skills.length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Skills"}),(0,t.jsx)("div",{className:"space-y-4",children:ex.skills.map(e=>(0,t.jsxs)("div",{className:"border border-gray-200 rounded p-4",children:[(0,t.jsxs)("div",{className:"flex justify-between items-start mb-2",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium text-base",children:e.name}),(0,t.jsxs)(o.Text,{className:"text-xs text-gray-500",children:["ID: ",e.id]})]}),e.tags&&e.tags.length>0&&(0,t.jsx)("div",{className:"flex flex-wrap gap-1",children:e.tags.map(e=>(0,t.jsx)(m.Badge,{color:"purple",size:"xs",children:e},e))})]}),(0,t.jsx)(o.Text,{className:"text-sm mb-2",children:e.description}),e.examples&&e.examples.length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-xs font-medium text-gray-700",children:"Examples:"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:e.examples.map((e,l)=>(0,t.jsx)(m.Badge,{color:"gray",size:"xs",children:e},l))})]})]},e.id))})]}),ex.supportsAuthenticatedExtendedCard&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Additional Features"}),(0,t.jsx)(m.Badge,{color:"green",children:"Supports Authenticated Extended Card"})]})]})}),(0,t.jsx)(s.Modal,{title:ev?.server_name||"MCP Server Details",width:1e3,open:eN,footer:null,onOk:eA,onCancel:eO,children:ev&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Server Name:"}),(0,t.jsx)(o.Text,{children:ev.server_name})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Server ID:"}),(0,t.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,t.jsx)(o.Text,{className:"text-xs truncate",children:ev.server_id}),(0,t.jsx)($.CopyOutlined,{onClick:()=>eH(ev.server_id),className:"cursor-pointer text-gray-500 hover:text-blue-500"})]})]}),ev.alias&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Alias:"}),(0,t.jsx)(o.Text,{children:ev.alias})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Transport:"}),(0,t.jsx)(m.Badge,{color:"blue",children:ev.transport})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Auth Type:"}),(0,t.jsx)(m.Badge,{color:"none"===ev.auth_type?"gray":"green",children:ev.auth_type})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Status:"}),(0,t.jsx)(m.Badge,{color:"active"===ev.status||"healthy"===ev.status?"green":"inactive"===ev.status||"unhealthy"===ev.status?"red":"gray",children:ev.status||"unknown"})]})]}),ev.description&&(0,t.jsxs)("div",{className:"mt-2",children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Description:"}),(0,t.jsx)(o.Text,{className:"mt-1",children:ev.description})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Connection Details"}),(0,t.jsxs)("div",{className:"space-y-2",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"URL:"}),(0,t.jsxs)("div",{className:"flex items-center space-x-2 mt-1",children:[(0,t.jsx)(o.Text,{className:"text-sm break-all bg-gray-100 p-2 rounded 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gap-2",children:ev.teams.map((e,l)=>(0,t.jsx)(m.Badge,{color:"blue",children:e},l))})]}),ev.mcp_access_groups&&ev.mcp_access_groups.length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Access Groups"}),(0,t.jsx)("div",{className:"flex flex-wrap gap-2",children:ev.mcp_access_groups.map((e,l)=>(0,t.jsx)(m.Badge,{color:"green",children:e},l))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Metadata"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Created By:"}),(0,t.jsx)(o.Text,{children:ev.created_by})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Updated By:"}),(0,t.jsx)(o.Text,{children:ev.updated_by})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Created At:"}),(0,t.jsx)(o.Text,{className:"text-sm",children:new Date(ev.created_at).toLocaleString()})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Updated At:"}),(0,t.jsx)(o.Text,{className:"text-sm",children:new Date(ev.updated_at).toLocaleString()})]}),ev.last_health_check&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Last Health Check:"}),(0,t.jsx)(o.Text,{className:"text-sm",children:new Date(ev.last_health_check).toLocaleString()})]})]}),ev.health_check_error&&(0,t.jsxs)("div",{className:"mt-2 p-2 bg-red-50 rounded",children:[(0,t.jsx)(o.Text,{className:"font-medium text-red-700",children:"Health Check Error:"}),(0,t.jsx)(o.Text,{className:"text-sm text-red-600 mt-1",children:ev.health_check_error})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,t.jsx)(et.Prism,{language:"python",className:"text-sm",children:`from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${ev.server_name}": {
+            "url": "${(0,x.getProxyBaseUrl)()}/${ev.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name",
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})]})]})}),(0,t.jsx)(y,{visible:W,onClose:()=>ea(!1),accessToken:e||"",modelHubData:_||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.modelHubCall)(e);M(t.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,t.jsx)(p,{visible:ec,onClose:()=>eo(!1),accessToken:e||"",agentHubData:en||[],onSuccess:()=>{e&&(async()=>{try{let t=(await (0,x.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));er(t)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,t.jsx)(b,{visible:ek,onClose:()=>e$(!1),accessToken:e||"",mcpHubData:eg||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.fetchMCPServers)(e);eb(t)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}}),(0,t.jsx)(U,{visible:eP,onClose:()=>eM(!1),accessToken:e||"",skillsList:eT,onSuccess:async()=>{ew((await (0,x.getClaudeCodePluginsList)(e||"",!0===a)).plugins)}})]})}],934879)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/73607810c5e7ca9a.js b/litellm/proxy/_experimental/out/_next/static/chunks/73607810c5e7ca9a.js
deleted file mode 100644
index 5e44e111dc0..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/73607810c5e7ca9a.js
+++ /dev/null
@@ -1,8 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/91d665ffb8330704.js b/litellm/proxy/_experimental/out/_next/static/chunks/73b50c3314123d9d.js
similarity index 54%
rename from litellm/proxy/_experimental/out/_next/static/chunks/91d665ffb8330704.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/73b50c3314123d9d.js
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new file mode 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/74ce31aa0fb2adc9.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/75cad56fe1cfe84c.js b/litellm/proxy/_experimental/out/_next/static/chunks/75cad56fe1cfe84c.js
deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/76d25012c7da52a0.js b/litellm/proxy/_experimental/out/_next/static/chunks/76d25012c7da52a0.js
new file mode 100644
index 00000000000..0aca7f2e475
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/76d25012c7da52a0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1d6119b4214ab712.js b/litellm/proxy/_experimental/out/_next/static/chunks/7c36bfe1ba5e3ba8.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1d6119b4214ab712.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7c36bfe1ba5e3ba8.js
index 36dc292bfb4..52b32d16f84 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1d6119b4214ab712.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/7c36bfe1ba5e3ba8.js
@@ -1,4 +1,4 @@
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 client = openai.OpenAI(
     api_key="your_api_key",
@@ -6,7 +6,7 @@ client = openai.OpenAI(
 )
 
 response = client.chat.completions.create(
-    model="${H.model_group}",
+    model="${E.model_group}",
     messages=[
         {
             "role": "user",
@@ -15,14 +15,14 @@ response = client.chat.completions.create(
     ]
 )
 
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 import asyncio
 
 # Standard MCP configuration
 config = {
     "mcpServers": {
-        "${ef.server_name}": {
-            "url": "${(0,x.getProxyBaseUrl)()}/${ef.server_name}/mcp",
+        "${ev.server_name}": {
+            "url": "${(0,x.getProxyBaseUrl)()}/${ev.server_name}/mcp",
             "headers": {
                 "x-litellm-api-key": "Bearer sk-1234"
             }
@@ -47,4 +47,4 @@ async def main():
         print(f"Response: {response}")
 
 if __name__ == "__main__":
-    asyncio.run(main())`})]})]})}),(0,t.jsx)(y,{visible:R,onClose:()=>V(!1),accessToken:e||"",modelHubData:_||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.modelHubCall)(e);I(t.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,t.jsx)(p,{visible:er,onClose:()=>ec(!1),accessToken:e||"",agentHubData:Y||[],onSuccess:()=>{e&&(async()=>{try{let t=(await (0,x.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));en(t)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,t.jsx)(b,{visible:eS,onClose:()=>e$(!1),accessToken:e||"",mcpHubData:ep||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.fetchMCPServers)(e);eg(t)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}})]})}],934879)}]);
\ No newline at end of file
+    asyncio.run(main())`})]})]})}),(0,t.jsx)(y,{visible:W,onClose:()=>ea(!1),accessToken:e||"",modelHubData:_||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.modelHubCall)(e);M(t.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,t.jsx)(p,{visible:ec,onClose:()=>eo(!1),accessToken:e||"",agentHubData:en||[],onSuccess:()=>{e&&(async()=>{try{let t=(await (0,x.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));er(t)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,t.jsx)(b,{visible:ek,onClose:()=>e$(!1),accessToken:e||"",mcpHubData:eg||[],onSuccess:()=>{e&&(async()=>{try{let t=await (0,x.fetchMCPServers)(e);eb(t)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}}),(0,t.jsx)(U,{visible:eP,onClose:()=>eM(!1),accessToken:e||"",skillsList:eT,onSuccess:async()=>{ew((await (0,x.getClaudeCodePluginsList)(e||"",!0===a)).plugins)}})]})}],934879)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7e4551c11f7f1e8a.js b/litellm/proxy/_experimental/out/_next/static/chunks/7e4551c11f7f1e8a.js
new file mode 100644
index 00000000000..2ed38553b5a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/7e4551c11f7f1e8a.js
@@ -0,0 +1 @@
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+  "project_name": "your_project_name"
+}`})});case"AimSecurity":return(0,l.jsx)(r.Form.Item,{label:"Aim Security Configuration",name:"config",tooltip:"JSON configuration for Aim Security",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});case"Bedrock":return(0,l.jsx)(r.Form.Item,{label:"Amazon Bedrock Configuration",name:"config",tooltip:"JSON configuration for Amazon Bedrock guardrails",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+  "guardrail_version": "your_guardrail_version"
+}`})});case"GuardrailsAI":return(0,l.jsx)(r.Form.Item,{label:"Guardrails.ai Configuration",name:"config",tooltip:"JSON configuration for Guardrails.ai",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+  "guardrail_id": "your_guardrail_id"
+}`})});case"LakeraAI":return(0,l.jsx)(r.Form.Item,{label:"Lakera AI Configuration",name:"config",tooltip:"JSON configuration for Lakera AI",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});case"PromptInjection":return(0,l.jsx)(r.Form.Item,{label:"Prompt Injection Configuration",name:"config",tooltip:"JSON configuration for prompt injection detection",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});default:return(0,l.jsx)(r.Form.Item,{label:"Custom Configuration",name:"config",tooltip:"JSON configuration for your custom guardrail",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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Budget",name:"budget_duration",children:(0,r.jsxs)(S.Select,{defaultValue:null,placeholder:"n/a",children:[(0,r.jsx)(S.Select.Option,{value:"24h",children:"daily"}),(0,r.jsx)(S.Select.Option,{value:"7d",children:"weekly"}),(0,r.jsx)(S.Select.Option,{value:"30d",children:"monthly"})]})})]})]})]}),(0,r.jsx)("div",{style:{textAlign:"right",marginTop:"10px"},children:(0,r.jsx)(E.Button,{htmlType:"submit",children:"Save"})})]})})},R=`
+curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
+
+`,L=`
+curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{
+  "model": "gpt-3.5-turbo',
+  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
+  "user": "my-customer-id"
+}' # 👈 KEY CHANGE
+
+`,q=`from openai import OpenAI
+client = OpenAI(
+  base_url="<your_proxy_base_url>",
+  api_key="<your_proxy_key>"
+)
+
+completion = client.chat.completions.create(
+  model="gpt-3.5-turbo",
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant."},
+    {"role": "user", "content": "Hello!"}
+  ],
+  user="my-customer-id"
+)
+
+print(completion.choices[0].message)`;e.s(["default",0,({accessToken:e})=>{let[w,_]=(0,p.useState)(!1),[A,B]=(0,p.useState)(!1),[P,E]=(0,p.useState)(null),[M,O]=(0,p.useState)(!1),{data:F=[]}=(()=>{let{accessToken:e}=(0,I.default)();return(0,y.useQuery)({queryKey:N.list({}),queryFn:async()=>(await (0,T.getBudgetList)(e)??[]).filter(e=>null!=e),enabled:!!e})})(),S=(()=>{let{accessToken:e}=(0,I.default)(),r=(0,k.useQueryClient)();return(0,v.useMutation)({mutationFn:async r=>{if(!e)throw Error("Access token is required");return(0,T.budgetDeleteCall)(e,r)},onSuccess:()=>{r.invalidateQueries({queryKey:N.all})}})})(),U=async r=>{null!=e&&(E(r),B(!0))},z=async()=>{if(P&&null!=e)try{await S.mutateAsync(P.budget_id),j.default.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),"function"==typeof j.default.fromBackend?j.default.fromBackend("Failed to delete budget"):j.default.info("Failed to delete budget")}finally{O(!1),E(null)}};return(0,r.jsxs)("div",{className:"w-full mx-auto flex-auto overflow-y-auto m-8 p-2",children:[(0,r.jsx)(t.Button,{size:"sm",variant:"primary",className:"mb-2",onClick:()=>_(!0),children:"+ Create Budget"}),(0,r.jsxs)(o.TabGroup,{children:[(0,r.jsxs)(m.TabList,{children:[(0,r.jsx)(l.Tab,{children:"Budgets"}),(0,r.jsx)(l.Tab,{children:"Examples"})]}),(0,r.jsxs)(h.TabPanels,{children:[(0,r.jsx)(g.TabPanel,{children:(0,r.jsxs)("div",{className:"mt-6",children:[(0,r.jsx)(D,{isModalVisible:w,setIsModalVisible:_}),P&&(0,r.jsx)(H,{isModalVisible:A,setIsModalVisible:B,existingBudget:P}),(0,r.jsxs)(a.Card,{children:[(0,r.jsx)(b.Text,{children:"Create a budget to assign to customers."}),(0,r.jsxs)(i.Table,{children:[(0,r.jsx)(d.TableHead,{children:(0,r.jsxs)(u.TableRow,{children:[(0,r.jsx)(c.TableHeaderCell,{children:"Budget ID"}),(0,r.jsx)(c.TableHeaderCell,{children:"Max Budget"}),(0,r.jsx)(c.TableHeaderCell,{children:"TPM"}),(0,r.jsx)(c.TableHeaderCell,{children:"RPM"})]})}),(0,r.jsx)(n.TableBody,{children:F.slice().sort((e,r)=>new Date(r.updated_at).getTime()-new Date(e.updated_at).getTime()).map(e=>(0,r.jsxs)(u.TableRow,{children:[(0,r.jsx)(s.TableCell,{children:e.budget_id}),(0,r.jsx)(s.TableCell,{children:e.max_budget?e.max_budget:"n/a"}),(0,r.jsx)(s.TableCell,{children:e.tpm_limit?e.tpm_limit:"n/a"}),(0,r.jsx)(s.TableCell,{children:e.rpm_limit?e.rpm_limit:"n/a"}),(0,r.jsx)(C.default,{variant:"Edit",tooltipText:"Edit budget",onClick:()=>U(e),dataTestId:"edit-budget-button"}),(0,r.jsx)(C.default,{variant:"Delete",tooltipText:"Delete budget",onClick:()=>{E(e),O(!0)},dataTestId:"delete-budget-button"})]},e.budget_id))})]})]}),(0,r.jsx)(f.default,{isOpen:M,title:"Delete Budget?",message:"Are you sure you want to delete this budget? This action cannot be undone.",resourceInformationTitle:"Budget Information",resourceInformation:[{label:"Budget ID",value:P?.budget_id,code:!0},{label:"Max Budget",value:P?.max_budget},{label:"TPM",value:P?.tpm_limit},{label:"RPM",value:P?.rpm_limit}],onCancel:()=>{O(!1)},onOk:z,confirmLoading:S.isPending})]})}),(0,r.jsx)(g.TabPanel,{children:(0,r.jsxs)("div",{className:"mt-6",children:[(0,r.jsx)(b.Text,{className:"text-base",children:"How to use budget id"}),(0,r.jsxs)(o.TabGroup,{children:[(0,r.jsxs)(m.TabList,{children:[(0,r.jsx)(l.Tab,{children:"Assign Budget to Customer"}),(0,r.jsx)(l.Tab,{children:"Test it (Curl)"}),(0,r.jsx)(l.Tab,{children:"Test it (OpenAI SDK)"})]}),(0,r.jsxs)(h.TabPanels,{children:[(0,r.jsx)(g.TabPanel,{children:(0,r.jsx)(x.Prism,{language:"bash",children:R})}),(0,r.jsx)(g.TabPanel,{children:(0,r.jsx)(x.Prism,{language:"bash",children:L})}),(0,r.jsx)(g.TabPanel,{children:(0,r.jsx)(x.Prism,{language:"python",children:q})})]})]})]})})]})]})]})}],646050)},267167,e=>{"use strict";var r=e.i(843476),t=e.i(646050),a=e.i(135214);e.s(["default",0,()=>{let{accessToken:e}=(0,a.default)();return(0,r.jsx)(t.default,{accessToken:e})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/89a9f6c83d5a09c6.js b/litellm/proxy/_experimental/out/_next/static/chunks/89a9f6c83d5a09c6.js
deleted file mode 100644
index b1e7e94deb9..00000000000
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+++ /dev/null
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-curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,L=`
-curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{
-  "model": "gpt-3.5-turbo',
-  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
-`,$=`from openai import OpenAI
-client = OpenAI(
-  base_url="<your_proxy_base_url>",
-  api_key="<your_proxy_key>"
-)
-
-completion = client.chat.completions.create(
-  model="gpt-3.5-turbo",
-  messages=[
-    {"role": "system", "content": "You are a helpful assistant."},
-    {"role": "user", "content": "Hello!"}
-  ],
-  user="my-customer-id"
-)
-
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8c4d9ca78c194144.js b/litellm/proxy/_experimental/out/_next/static/chunks/8c4d9ca78c194144.js
new file mode 100644
index 00000000000..9974b094b09
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/977ff290dac56471.js b/litellm/proxy/_experimental/out/_next/static/chunks/977ff290dac56471.js
deleted file mode 100644
index 72d5c75d9a1..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/977ff290dac56471.js
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000000..fdc7738c32c
--- /dev/null
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new file mode 100644
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new file mode 100644
index 00000000000..a87ab5e05a9
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t,i,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),r=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i);let o={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"};e.s(["EndpointType",()=>r,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:o,inputMessage:n,chatHistory:l,selectedTags:s,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:p,selectedMCPServers:u,mcpServers:g,mcpServerToolRestrictions:m,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:x,proxySettings:v}=e,b="session"===i?a:o,A=window.location.origin,y=v?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?A=y:v?.PROXY_BASE_URL&&(A=v.PROXY_BASE_URL);let I=n||"Your prompt here",w=I.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),E=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};s.length>0&&(C.tags=s),d.length>0&&(C.vector_stores=d),c.length>0&&(C.guardrails=c),p.length>0&&(C.policies=p);let S=_||"your-model-name",O="azure"===x?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${A}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${A}"
+)`;switch(h){case r.CHAT:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:I}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${S}",
+    messages=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${S}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${w}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${i}
+# )
+# print(response_with_file)
+`;break}case r.RESPONSES:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:I}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${S}",
+    input=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${S}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${w}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${i}
+# )
+# print(response_with_file.output_text)
+`;break}case r.IMAGE:t="azure"===x?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${S}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${S}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case r.IMAGE_EDITS:t="azure"===x?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${S}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${S}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case r.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${S}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case r.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${S}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case r.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${S}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${S}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${O}
+${t}`}],190272)},652272,209261,e=>{"use strict";var t=e.i(843476),i=e.i(271645),a=e.i(447566),r=e.i(166406),o=e.i(492030),n=e.i(596239);let l=e=>"github"===e.source.source&&e.source.repo?`/plugin marketplace add ${e.source.repo}`:"url"===e.source.source&&e.source.url?`/plugin marketplace add ${e.source.url}`:`/plugin marketplace add ${e.name}`;e.s(["formatInstallCommand",0,l,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/a76e219674b601e4.js b/litellm/proxy/_experimental/out/_next/static/chunks/a76e219674b601e4.js
new file mode 100644
index 00000000000..42f0369f456
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t,o,i=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),a=((o={}).IMAGE="image",o.VIDEO="video",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDINGS="embeddings",o.SPEECH="speech",o.TRANSCRIPTION="transcription",o.A2A_AGENTS="a2a_agents",o.MCP="mcp",o.REALTIME="realtime",o);let n={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"};e.s(["EndpointType",()=>a,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(i).includes(e)){let t=n[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:o,accessToken:i,apiKey:n,inputMessage:r,chatHistory:s,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:p,selectedMCPServers:m,mcpServers:u,mcpServerToolRestrictions:f,selectedVoice:g,endpointType:h,selectedModel:_,selectedSdk:b,proxySettings:x}=e,v="session"===o?i:n,y=window.location.origin,j=x?.LITELLM_UI_API_DOC_BASE_URL;j&&j.trim()?y=j:x?.PROXY_BASE_URL&&(y=x.PROXY_BASE_URL);let w=r||"Your prompt here",S=w.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),k=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};l.length>0&&(C.tags=l),c.length>0&&(C.vector_stores=c),d.length>0&&(C.guardrails=d),p.length>0&&(C.policies=p);let N=_||"your-model-name",O="azure"===b?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${v||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${y}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${v||"YOUR_LITELLM_API_KEY"}",
+	base_url="${y}"
+)`;switch(h){case a.CHAT:{let e=Object.keys(C).length>0,o="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let i=k.length>0?k:[{role:"user",content:w}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${N}",
+    messages=${JSON.stringify(i,null,4)}${o}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${N}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${S}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${o}
+# )
+# print(response_with_file)
+`;break}case a.RESPONSES:{let e=Object.keys(C).length>0,o="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let i=k.length>0?k:[{role:"user",content:w}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${N}",
+    input=${JSON.stringify(i,null,4)}${o}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${N}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${S}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${o}
+# )
+# print(response_with_file.output_text)
+`;break}case a.IMAGE:t="azure"===b?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${N}",
+	prompt="${r}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case a.IMAGE_EDITS:t="azure"===b?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case a.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${r||"Your string here"}",
+	model="${N}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case a.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${N}",
+	file=audio_file${r?`,
+	prompt="${r.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case a.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${N}",
+	input="${r||"Your text to convert to speech here"}",
+	voice="${g}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${N}",
+#     input="${r||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
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t,i,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),o=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i);let r={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"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=r[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:r,inputMessage:n,chatHistory:l,selectedTags:s,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:p,selectedMCPServers:g,mcpServers:u,mcpServerToolRestrictions:m,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:A,proxySettings:b}=e,v="session"===i?a:r,x=window.location.origin,y=b?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?x=y:b?.PROXY_BASE_URL&&(x=b.PROXY_BASE_URL);let I=n||"Your prompt here",E=I.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),C=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),S={};s.length>0&&(S.tags=s),d.length>0&&(S.vector_stores=d),c.length>0&&(S.guardrails=c),p.length>0&&(S.policies=p);let O=_||"your-model-name",w="azure"===A?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${v||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${x}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${v||"YOUR_LITELLM_API_KEY"}",
+	base_url="${x}"
+)`;switch(h){case o.CHAT:{let e=Object.keys(S).length>0,i="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=C.length>0?C:[{role:"user",content:I}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${O}",
+    messages=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${O}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${E}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${i}
+# )
+# print(response_with_file)
+`;break}case o.RESPONSES:{let e=Object.keys(S).length>0,i="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=C.length>0?C:[{role:"user",content:I}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${O}",
+    input=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${O}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${E}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${i}
+# )
+# print(response_with_file.output_text)
+`;break}case o.IMAGE:t="azure"===A?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${O}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${E}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${O}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.IMAGE_EDITS:t="azure"===A?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${E}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${O}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${E}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${O}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${O}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case o.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${O}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case o.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${O}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${O}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${w}
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new file mode 100644
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index b05bc8b158f..00000000000
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new file mode 100644
index 00000000000..f568e492fdd
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/ad532bdba5680b08.css
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/adef4bf3cf492b28.js b/litellm/proxy/_experimental/out/_next/static/chunks/adef4bf3cf492b28.js
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new file mode 100644
index 00000000000..b2fd0573771
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/b01279f88358b7f5.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/b6cdb9a433f054f3.js b/litellm/proxy/_experimental/out/_next/static/chunks/b6cdb9a433f054f3.js
deleted file mode 100644
index 504209fc4ff..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/b6cdb9a433f054f3.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/b83ca9892d2d63cf.js b/litellm/proxy/_experimental/out/_next/static/chunks/b83ca9892d2d63cf.js
new file mode 100644
index 00000000000..fe2c03f466e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/b83ca9892d2d63cf.js
@@ -0,0 +1,420 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,596239,e=>{"use strict";e.i(247167);var t=e.i(931067),i=e.i(271645);let a={icon:{tag:"svg",attrs:{viewBox:"64 64 896 896",focusable:"false"},children:[{tag:"path",attrs:{d:"M574 665.4a8.03 8.03 0 00-11.3 0L446.5 781.6c-53.8 53.8-144.6 59.5-204 0-59.5-59.5-53.8-150.2 0-204l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3l-39.8-39.8a8.03 8.03 0 00-11.3 0L191.4 526.5c-84.6 84.6-84.6 221.5 0 306s221.5 84.6 306 0l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3L574 665.4zm258.6-474c-84.6-84.6-221.5-84.6-306 0L410.3 307.6a8.03 8.03 0 000 11.3l39.7 39.7c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c53.8-53.8 144.6-59.5 204 0 59.5 59.5 53.8 150.2 0 204L665.3 562.6a8.03 8.03 0 000 11.3l39.8 39.8c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c84.5-84.6 84.5-221.5 0-306.1zM610.1 372.3a8.03 8.03 0 00-11.3 0L372.3 598.7a8.03 8.03 0 000 11.3l39.6 39.6c3.1 3.1 8.2 3.1 11.3 0l226.4-226.4c3.1-3.1 3.1-8.2 0-11.3l-39.5-39.6z"}}]},name:"link",theme:"outlined"};var o=e.i(9583),r=i.forwardRef(function(e,r){return i.createElement(o.default,(0,t.default)({},e,{ref:r,icon:a}))});e.s(["LinkOutlined",0,r],596239)},190272,785913,e=>{"use strict";var t,i,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),o=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i);let r={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"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=r[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:r,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:c,selectedMCPServers:g,mcpServers:m,mcpServerToolRestrictions:u,selectedVoice:f,endpointType:_,selectedModel:h,selectedSdk:A,proxySettings:x}=e,b="session"===i?a:r,y=window.location.origin,I=x?.LITELLM_UI_API_DOC_BASE_URL;I&&I.trim()?y=I:x?.PROXY_BASE_URL&&(y=x.PROXY_BASE_URL);let v=n||"Your prompt here",C=v.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),E=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),O={};l.length>0&&(O.tags=l),p.length>0&&(O.vector_stores=p),d.length>0&&(O.guardrails=d),c.length>0&&(O.policies=c);let T=h||"your-model-name",S="azure"===A?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${y}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${y}"
+)`;switch(_){case o.CHAT:{let e=Object.keys(O).length>0,i="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:v}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${T}",
+    messages=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${T}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${C}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${i}
+# )
+# print(response_with_file)
+`;break}case o.RESPONSES:{let e=Object.keys(O).length>0,i="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=E.length>0?E:[{role:"user",content:v}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${T}",
+    input=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${T}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${C}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${i}
+# )
+# print(response_with_file.output_text)
+`;break}case o.IMAGE:t="azure"===A?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${T}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${T}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.IMAGE_EDITS:t="azure"===A?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${T}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${T}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${T}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case o.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${T}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case o.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${T}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${T}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${S}
+${t}`}],190272)},652272,209261,e=>{"use strict";var t=e.i(843476),i=e.i(271645),a=e.i(447566),o=e.i(166406),r=e.i(492030),n=e.i(596239);let s=e=>"github"===e.source.source&&e.source.repo?`/plugin marketplace add ${e.source.repo}`:"url"===e.source.source&&e.source.url?`/plugin marketplace add ${e.source.url}`:`/plugin marketplace add ${e.name}`;e.s(["formatInstallCommand",0,s,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/ba0b0ec2cfedbf03.js b/litellm/proxy/_experimental/out/_next/static/chunks/ba0b0ec2cfedbf03.js
deleted file mode 100644
index b3a7e3b98ce..00000000000
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+++ /dev/null
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-    <!DOCTYPE html>
-    <html>
-    <head>
-      <title>Multi-Model Cost Estimate Report</title>
-      <style>
-        body {
-          font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
-          padding: 40px;
-          max-width: 900px;
-          margin: 0 auto;
-          color: #333;
-        }
-        h1 {
-          color: #1a1a1a;
-          border-bottom: 2px solid #1890ff;
-          padding-bottom: 10px;
-          margin-bottom: 30px;
-        }
-        h2 {
-          color: #444;
-          margin-top: 30px;
-          margin-bottom: 15px;
-        }
-        h3 {
-          color: #555;
-          margin-top: 25px;
-          margin-bottom: 10px;
-          padding-bottom: 5px;
-          border-bottom: 1px solid #eee;
-        }
-        .provider {
-          font-weight: normal;
-          color: #1890ff;
-          font-size: 14px;
-        }
-        .meta {
-          background: #f5f5f5;
-          padding: 12px 15px;
-          border-radius: 8px;
-          margin-bottom: 15px;
-          font-size: 13px;
-        }
-        .meta p {
-          margin: 4px 0;
-        }
-        table {
-          width: 100%;
-          border-collapse: collapse;
-          margin-bottom: 20px;
-        }
-        th, td {
-          padding: 10px 12px;
-          text-align: left;
-          border-bottom: 1px solid #ddd;
-        }
-        th {
-          background: #f8f9fa;
-          font-weight: 600;
-          font-size: 13px;
-        }
-        .cost-value {
-          font-family: monospace;
-          font-size: 13px;
-        }
-        .total-row {
-          font-weight: bold;
-          background: #e6f7ff;
-        }
-        .summary-box {
-          background: linear-gradient(135deg, #e6f7ff 0%, #f9f0ff 100%);
-          border: 1px solid #91d5ff;
-          border-radius: 8px;
-          padding: 20px;
-          margin-bottom: 30px;
-        }
-        .summary-box h2 {
-          margin-top: 0;
-          color: #1890ff;
-        }
-        .summary-grid {
-          display: grid;
-          grid-template-columns: repeat(3, 1fr);
-          gap: 20px;
-          margin-top: 15px;
-        }
-        .summary-item {
-          text-align: center;
-        }
-        .summary-item .label {
-          font-size: 12px;
-          color: #666;
-          margin-bottom: 5px;
-        }
-        .summary-item .value {
-          font-size: 20px;
-          font-weight: bold;
-          font-family: monospace;
-        }
-        .summary-item .value.blue { color: #1890ff; }
-        .summary-item .value.green { color: #52c41a; }
-        .summary-item .value.purple { color: #722ed1; }
-        .model-section {
-          margin-bottom: 30px;
-          page-break-inside: avoid;
-        }
-        .footer {
-          margin-top: 40px;
-          padding-top: 20px;
-          border-top: 1px solid #ddd;
-          font-size: 12px;
-          color: #666;
-        }
-        @media print {
-          body { padding: 20px; }
-          .model-section { page-break-inside: avoid; }
-        }
-      </style>
-    </head>
-    <body>
-      <h1>LLM Cost Estimate Report</h1>
-      <p style="color: #666; margin-top: -20px; margin-bottom: 30px;">${a} model${1!==a?"s":""} configured</p>
-      
-      <div class="summary-box">
-        <h2>Combined Totals</h2>
-        <div class="summary-grid">
-          <div class="summary-item">
-            <div class="label">Total Per Request</div>
-            <div class="value blue">${tA(e.totals.cost_per_request)}</div>
-          </div>
-          <div class="summary-item">
-            <div class="label">Total Daily</div>
-            <div class="value green">${tA(e.totals.daily_cost)}</div>
-          </div>
-          <div class="summary-item">
-            <div class="label">Total Monthly</div>
-            <div class="value purple">${tA(e.totals.monthly_cost)}</div>
-          </div>
-        </div>
-        ${e.totals.margin_per_request>0?`
-        <div class="summary-grid" style="margin-top: 15px; padding-top: 15px; border-top: 1px solid #ddd;">
-          <div class="summary-item">
-            <div class="label">Margin/Request</div>
-            <div class="value" style="color: #faad14;">${tA(e.totals.margin_per_request)}</div>
-          </div>
-          <div class="summary-item">
-            <div class="label">Daily Margin</div>
-            <div class="value" style="color: #faad14;">${tA(e.totals.daily_margin)}</div>
-          </div>
-          <div class="summary-item">
-            <div class="label">Monthly Margin</div>
-            <div class="value" style="color: #faad14;">${tA(e.totals.monthly_margin)}</div>
-          </div>
-        </div>
-        `:""}
-      </div>
-
-      <h2>Model Breakdown</h2>
-      ${s.map(e=>{let t;return t=e.result,`
-    <div class="model-section">
-      <h3>${t.model} ${t.provider?`<span class="provider">(${t.provider})</span>`:""}</h3>
-      
-      <div class="meta">
-        <p><strong>Input Tokens per Request:</strong> ${tP(t.input_tokens)}</p>
-        <p><strong>Output Tokens per Request:</strong> ${tP(t.output_tokens)}</p>
-        ${t.num_requests_per_day?`<p><strong>Requests per Day:</strong> ${tP(t.num_requests_per_day)}</p>`:""}
-        ${t.num_requests_per_month?`<p><strong>Requests per Month:</strong> ${tP(t.num_requests_per_month)}</p>`:""}
-      </div>
-
-      <table>
-        <tr>
-          <th>Cost Type</th>
-          <th>Per Request</th>
-          ${null!==t.daily_cost?"<th>Daily</th>":""}
-          ${null!==t.monthly_cost?"<th>Monthly</th>":""}
-        </tr>
-        <tr>
-          <td>Input Cost</td>
-          <td class="cost-value">${tA(t.input_cost_per_request)}</td>
-          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_input_cost)}</td>`:""}
-          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_input_cost)}</td>`:""}
-        </tr>
-        <tr>
-          <td>Output Cost</td>
-          <td class="cost-value">${tA(t.output_cost_per_request)}</td>
-          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_output_cost)}</td>`:""}
-          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_output_cost)}</td>`:""}
-        </tr>
-        <tr>
-          <td>Margin/Fee</td>
-          <td class="cost-value">${tA(t.margin_cost_per_request)}</td>
-          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_margin_cost)}</td>`:""}
-          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_margin_cost)}</td>`:""}
-        </tr>
-        <tr class="total-row">
-          <td>Total</td>
-          <td class="cost-value">${tA(t.cost_per_request)}</td>
-          ${null!==t.daily_cost?`<td class="cost-value">${tA(t.daily_cost)}</td>`:""}
-          ${null!==t.monthly_cost?`<td class="cost-value">${tA(t.monthly_cost)}</td>`:""}
-        </tr>
-      </table>
-    </div>
-  `}).join("")}
-
-      <div class="footer">
-        <p>Generated by LiteLLM Pricing Calculator on ${new Date().toLocaleString()}</p>
-      </div>
-    </body>
-    </html>
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6285575743097e8a.js b/litellm/proxy/_experimental/out/_next/static/chunks/bfbc736ab510b9aa.js
similarity index 59%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6285575743097e8a.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/bfbc736ab510b9aa.js
index c5e86bede5b..bc464e35e9d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6285575743097e8a.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/bfbc736ab510b9aa.js
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strict";e.s(["extractCategories",0,e=>{let t=new Set;return e.forEach(e=>{e.category&&""!==e.category.trim()&&t.add(e.category)}),["All",...Array.from(t).sort(),"Other"]},"filterPluginsByCategory",0,(e,t)=>"All"===t?e:"Other"===t?e.filter(e=>!e.category||""===e.category.trim()):e.filter(e=>e.category===t),"filterPluginsBySearch",0,(e,t)=>{if(!t||""===t.trim())return e;let r=t.toLowerCase().trim();return e.filter(e=>{let t=e.name.toLowerCase().includes(r),a=e.description?.toLowerCase().includes(r)||!1,o=e.keywords?.some(e=>e.toLowerCase().includes(r))||!1;return t||a||o})},"formatDateString",0,e=>{if(!e)return"N/A";try{return new Date(e).toLocaleDateString("en-US",{year:"numeric",month:"short",day:"numeric"})}catch(e){return"Invalid date"}},"formatInstallCommand",0,e=>"github"===e.source.source&&e.source.repo?`/plugin marketplace add ${e.source.repo}`:"url"===e.source.source&&e.source.url?`/plugin marketplace add ${e.source.url}`:`/plugin marketplace add ${e.name}`,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else if(t.includes("integration")||t.includes("api"))return"yellow";return"gray"},"getSourceDisplayText",0,e=>"github"===e.source&&e.repo?`GitHub: ${e.repo}`:"url"===e.source&&e.url?e.url:"Unknown source","getSourceLink",0,e=>"github"===e.source&&e.repo?`https://github.com/${e.repo}`:"url"===e.source&&e.url?e.url:null,"isValidEmail",0,e=>!e||/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(e),"isValidSemanticVersion",0,e=>!e||/^\d+\.\d+\.\d+(-[a-zA-Z0-9.-]+)?(\+[a-zA-Z0-9.-]+)?$/.test(e),"isValidUrl",0,e=>{if(!e)return!0;try{return new URL(e),!0}catch{return!1}},"parseKeywords",0,e=>e&&""!==e.trim()?e.split(",").map(e=>e.trim()).filter(e=>""!==e):[],"validatePluginName",0,e=>!!e&&""!==e.trim()&&/^[a-z0-9-]+$/.test(e)])},190272,785913,e=>{"use strict";var t,r,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),o=((r={}).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents",r.MCP="mcp",r.REALTIME="realtime",r);let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:r,accessToken:a,apiKey:i,inputMessage:n,chatHistory:l,selectedTags:s,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:u,selectedMCPServers:m,mcpServers:g,mcpServerToolRestrictions:p,selectedVoice:f,endpointType:h,selectedModel:b,selectedSdk:v,proxySettings:C}=e,x="session"===r?a:i,k=window.location.origin,_=C?.LITELLM_UI_API_DOC_BASE_URL;_&&_.trim()?k=_:C?.PROXY_BASE_URL&&(k=C.PROXY_BASE_URL);let y=n||"Your prompt here",w=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),$=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),A={};s.length>0&&(A.tags=s),c.length>0&&(A.vector_stores=c),d.length>0&&(A.guardrails=d),u.length>0&&(A.policies=u);let E=b||"your-model-name",O="azure"===v?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${k}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${k}"
-)`;switch(h){case o.CHAT:{let e=Object.keys(A).length>0,r="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let a=$.length>0?$:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${E}",
-    messages=${JSON.stringify(a,null,4)}${r}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${E}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${w}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${r}
-# )
-# print(response_with_file)
-`;break}case o.RESPONSES:{let e=Object.keys(A).length>0,r="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let a=$.length>0?$:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${E}",
-    input=${JSON.stringify(a,null,4)}${r}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${E}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${w}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${r}
-# )
-# print(response_with_file.output_text)
-`;break}case o.IMAGE:t="azure"===v?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${E}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${w}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${E}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.IMAGE_EDITS:t="azure"===v?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${w}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${E}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${w}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${E}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${E}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case o.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/8ad286894fa29834.js b/litellm/proxy/_experimental/out/_next/static/chunks/c236812537117996.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/8ad286894fa29834.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/c236812537117996.js
index 718da30d57b..3794cd28872 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8ad286894fa29834.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/c236812537117996.js
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deleted file mode 100644
index 91da85c5065..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/75c0e2a9c99fbaf9.js b/litellm/proxy/_experimental/out/_next/static/chunks/cbdff18b8d0102ff.js
similarity index 59%
rename from litellm/proxy/_experimental/out/_next/static/chunks/75c0e2a9c99fbaf9.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/cbdff18b8d0102ff.js
index 970bed330d8..4919cd48c78 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/75c0e2a9c99fbaf9.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/cbdff18b8d0102ff.js
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/d077cc2c21a37474.js b/litellm/proxy/_experimental/out/_next/static/chunks/d077cc2c21a37474.js
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new file mode 100644
index 00000000000..36ed5cb1fe2
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+  "project_name": "your_project_name"
+}`})});case"AimSecurity":return(0,l.jsx)(r.Form.Item,{label:"Aim Security Configuration",name:"config",tooltip:"JSON configuration for Aim Security",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});case"Bedrock":return(0,l.jsx)(r.Form.Item,{label:"Amazon Bedrock Configuration",name:"config",tooltip:"JSON configuration for Amazon Bedrock guardrails",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+  "guardrail_version": "your_guardrail_version"
+}`})});case"GuardrailsAI":return(0,l.jsx)(r.Form.Item,{label:"Guardrails.ai Configuration",name:"config",tooltip:"JSON configuration for Guardrails.ai",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+  "guardrail_id": "your_guardrail_id"
+}`})});case"LakeraAI":return(0,l.jsx)(r.Form.Item,{label:"Lakera AI Configuration",name:"config",tooltip:"JSON configuration for Lakera AI",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});case"PromptInjection":return(0,l.jsx)(r.Form.Item,{label:"Prompt Injection Configuration",name:"config",tooltip:"JSON configuration for prompt injection detection",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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+}`})});default:return(0,l.jsx)(r.Form.Item,{label:"Custom Configuration",name:"config",tooltip:"JSON configuration for your custom guardrail",children:(0,l.jsx)(i.Input.TextArea,{rows:4,placeholder:`{
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new file mode 100644
index 00000000000..65284309a0d
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index 00000000000..19d9ef64302
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3f6d752af33e3d33.js b/litellm/proxy/_experimental/out/_next/static/chunks/e5af85ebd6f84f2f.js
similarity index 95%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3f6d752af33e3d33.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/e5af85ebd6f84f2f.js
index d08bf27190c..ca560cf8868 100644
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new file mode 100644
index 00000000000..fd10db16c1a
--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/eae62cc609f298d0.js b/litellm/proxy/_experimental/out/_next/static/chunks/eae62cc609f298d0.js
deleted file mode 100644
index 354156cf6c6..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/ec6c2f1c9b8d05be.js b/litellm/proxy/_experimental/out/_next/static/chunks/ec6c2f1c9b8d05be.js
deleted file mode 100644
index 9b54e2299da..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/ec6c2f1c9b8d05be.js
+++ /dev/null
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deleted file mode 100644
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-(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,818581,(e,t,a)=>{"use strict";Object.defineProperty(a,"__esModule",{value:!0}),Object.defineProperty(a,"useMergedRef",{enumerable:!0,get:function(){return r}});let s=e.r(271645);function r(e,t){let a=(0,s.useRef)(null),r=(0,s.useRef)(null);return(0,s.useCallback)(s=>{if(null===s){let e=a.current;e&&(a.current=null,e());let t=r.current;t&&(r.current=null,t())}else e&&(a.current=i(e,s)),t&&(r.current=i(t,s))},[e,t])}function i(e,t){if("function"!=typeof e)return e.current=t,()=>{e.current=null};{let a=e(t);return"function"==typeof a?a:()=>e(null)}}("function"==typeof a.default||"object"==typeof a.default&&null!==a.default)&&void 0===a.default.__esModule&&(Object.defineProperty(a.default,"__esModule",{value:!0}),Object.assign(a.default,a),t.exports=a.default)},62478,e=>{"use strict";var t=e.i(764205);let a=async e=>{if(!e)return null;try{return await (0,t.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}};e.s(["fetchProxySettings",0,a])},602073,e=>{"use strict";e.i(247167);var t=e.i(931067),a=e.i(271645);let s={icon:{tag:"svg",attrs:{viewBox:"0 0 1024 1024",focusable:"false"},children:[{tag:"path",attrs:{d:"M512 64L128 192v384c0 212.1 171.9 384 384 384s384-171.9 384-384V192L512 64zm312 512c0 172.3-139.7 312-312 312S200 748.3 200 576V246l312-110 312 110v330z"}},{tag:"path",attrs:{d:"M378.4 475.1a35.91 35.91 0 00-50.9 0 35.91 35.91 0 000 50.9l129.4 129.4 2.1 2.1a33.98 33.98 0 0048.1 0L730.6 434a33.98 33.98 0 000-48.1l-2.8-2.8a33.98 33.98 0 00-48.1 0L483 579.7 378.4 475.1z"}}]},name:"safety",theme:"outlined"};var r=e.i(9583),i=a.forwardRef(function(e,i){return a.createElement(r.default,(0,t.default)({},e,{ref:i,icon:s}))});e.s(["SafetyOutlined",0,i],602073)},190272,785913,e=>{"use strict";var t,a,s=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),r=((a={}).IMAGE="image",a.VIDEO="video",a.CHAT="chat",a.RESPONSES="responses",a.IMAGE_EDITS="image_edits",a.ANTHROPIC_MESSAGES="anthropic_messages",a.EMBEDDINGS="embeddings",a.SPEECH="speech",a.TRANSCRIPTION="transcription",a.A2A_AGENTS="a2a_agents",a.MCP="mcp",a.REALTIME="realtime",a);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"};e.s(["EndpointType",()=>r,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(s).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:a,accessToken:s,apiKey:i,inputMessage:l,chatHistory:n,selectedTags:o,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:m,selectedMCPServers:p,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:x,endpointType:h,selectedModel:_,selectedSdk:f,proxySettings:b}=e,v="session"===a?s:i,j=window.location.origin,A=b?.LITELLM_UI_API_DOC_BASE_URL;A&&A.trim()?j=A:b?.PROXY_BASE_URL&&(j=b.PROXY_BASE_URL);let y=l||"Your prompt here",N=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),T=n.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};o.length>0&&(C.tags=o),c.length>0&&(C.vector_stores=c),d.length>0&&(C.guardrails=d),m.length>0&&(C.policies=m);let S=_||"your-model-name",I="azure"===f?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${v||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${j}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${v||"YOUR_LITELLM_API_KEY"}",
-	base_url="${j}"
-)`;switch(h){case r.CHAT:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${S}",
-    messages=${JSON.stringify(s,null,4)}${a}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${S}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${N}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${a}
-# )
-# print(response_with_file)
-`;break}case r.RESPONSES:{let e=Object.keys(C).length>0,a="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let s=T.length>0?T:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${S}",
-    input=${JSON.stringify(s,null,4)}${a}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${S}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${N}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${a}
-# )
-# print(response_with_file.output_text)
-`;break}case r.IMAGE:t="azure"===f?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${S}",
-	prompt="${l}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case r.IMAGE_EDITS:t="azure"===f?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${N}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case r.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${l||"Your string here"}",
-	model="${S}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case r.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
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-	file=audio_file${l?`,
-	prompt="${l.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case r.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
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-	input="${l||"Your text to convert to speech here"}",
-	voice="${x}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${S}",
-#     input="${l||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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Documentation"})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,t.jsxs)("div",{className:"mb-4",children:[(0,t.jsx)(o.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`base_url = '${eT.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eP(`from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
-    AgentCard,
-    MessageSendParams,
-    SendMessageRequest,
-    SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
-    AGENT_CARD_WELL_KNOWN_PATH,
-    EXTENDED_AGENT_CARD_PATH,
-)
-
-base_url = '${eT.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eP(`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,t.jsx)(d.Modal,{title:(0,t.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,t.jsx)("span",{children:eS?.server_name||"MCP Server Details"}),eS&&(0,t.jsx)(g.Tooltip,{title:"Copy server name",children:(0,t.jsx)(x.default,{onClick:()=>eP(eS.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ej,footer:null,onOk:()=>{eA(!1),eI(null)},onCancel:()=>{eA(!1),eI(null)},children:eS&&(0,t.jsxs)("div",{className:"space-y-6",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,t.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Server Name:"}),(0,t.jsx)(o.Text,{children:eS.server_name})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Transport:"}),(0,t.jsx)(u.Tag,{color:"blue",children:eS.transport})]}),eS.alias&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Alias:"}),(0,t.jsx)(o.Text,{children:eS.alias})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Auth Type:"}),(0,t.jsx)(u.Tag,{color:"none"===eS.auth_type?"gray":"green",children:eS.auth_type})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"Description:"}),(0,t.jsx)(o.Text,{children:eS.mcp_info?.description||"-"})]}),(0,t.jsxs)("div",{className:"col-span-2",children:[(0,t.jsx)(o.Text,{className:"font-medium",children:"URL:"}),(0,t.jsxs)("a",{href:eS.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all flex items-center space-x-2",children:[(0,t.jsx)("span",{children:eS.url}),(0,t.jsx)(s.ExternalLinkIcon,{className:"w-4 h-4"})]})]})]})]}),eS.mcp_info&&Object.keys(eS.mcp_info).length>0&&(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,t.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,t.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(eS.mcp_info,null,2)})})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(o.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,t.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,t.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eS.server_name}": {
-            "url": "http://localhost:4000/${eS.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`})}),(0,t.jsx)("div",{className:"mt-2 text-right",children:(0,t.jsx)("button",{onClick:()=>{eP(`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eS.server_name}": {
-            "url": "http://localhost:4000/${eS.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}],976883)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/ee2ff956ecb0b135.js b/litellm/proxy/_experimental/out/_next/static/chunks/ee2ff956ecb0b135.js
new file mode 100644
index 00000000000..6ec9bf37f26
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/ee2ff956ecb0b135.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/f1dbb03c29e83fe5.js b/litellm/proxy/_experimental/out/_next/static/chunks/f1dbb03c29e83fe5.js
deleted file mode 100644
index 4fe4ade2573..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/f1dbb03c29e83fe5.js
+++ /dev/null
@@ -1,420 +0,0 @@
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-
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-	api_key="${v||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${I}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${v||"YOUR_LITELLM_API_KEY"}",
-	base_url="${I}"
-)`;switch(_){case r.CHAT:{let e=Object.keys(T).length>0,a="";if(e){let e=JSON.stringify({metadata:T},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=O.length>0?O:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${w}",
-    messages=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${w}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${x}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${a}
-# )
-# print(response_with_file)
-`;break}case r.RESPONSES:{let e=Object.keys(T).length>0,a="";if(e){let e=JSON.stringify({metadata:T},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`,
-    extra_body=${e}`}let i=O.length>0?O:[{role:"user",content:y}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${w}",
-    input=${JSON.stringify(i,null,4)}${a}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${w}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${x}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${a}
-# )
-# print(response_with_file.output_text)
-`;break}case r.IMAGE:t="azure"===A?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${w}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${x}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${w}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case r.IMAGE_EDITS:t="azure"===A?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${x}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${w}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${x}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${w}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case r.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${w}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case r.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${w}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case r.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${w}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${w}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${C}
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/f2ef00f2974f51e5.js b/litellm/proxy/_experimental/out/_next/static/chunks/f2ef00f2974f51e5.js
deleted file mode 100644
index 58afca1ebc9..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/f38fd03e3ec9f55a.js b/litellm/proxy/_experimental/out/_next/static/chunks/f38fd03e3ec9f55a.js
deleted file mode 100644
index 701c65f0878..00000000000
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new file mode 100644
index 00000000000..81f32e137e0
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new file mode 100644
index 00000000000..fba043c9de8
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/fa8dcdcf9803fe4f.js b/litellm/proxy/_experimental/out/_next/static/chunks/fa8dcdcf9803fe4f.js
new file mode 100644
index 00000000000..e4c18b6c1d5
--- /dev/null
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/fc7722581dc8bd2f.js b/litellm/proxy/_experimental/out/_next/static/chunks/fc7722581dc8bd2f.js
new file mode 100644
index 00000000000..e400446281c
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/fc7722581dc8bd2f.js
@@ -0,0 +1,420 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,492030,e=>{"use strict";var t=e.i(121229);e.s(["CheckOutlined",()=>t.default])},166406,e=>{"use strict";var t=e.i(190144);e.s(["CopyOutlined",()=>t.default])},447566,e=>{"use strict";e.i(247167);var t=e.i(931067),o=e.i(271645);let n={icon:{tag:"svg",attrs:{viewBox:"64 64 896 896",focusable:"false"},children:[{tag:"path",attrs:{d:"M872 474H286.9l350.2-304c5.6-4.9 2.2-14-5.2-14h-88.5c-3.9 0-7.6 1.4-10.5 3.9L155 487.8a31.96 31.96 0 000 48.3L535.1 866c1.5 1.3 3.3 2 5.2 2h91.5c7.4 0 10.8-9.2 5.2-14L286.9 550H872c4.4 0 8-3.6 8-8v-60c0-4.4-3.6-8-8-8z"}}]},name:"arrow-left",theme:"outlined"};var i=e.i(9583),a=o.forwardRef(function(e,a){return o.createElement(i.default,(0,t.default)({},e,{ref:a,icon:n}))});e.s(["ArrowLeftOutlined",0,a],447566)},596239,e=>{"use strict";e.i(247167);var t=e.i(931067),o=e.i(271645);let n={icon:{tag:"svg",attrs:{viewBox:"64 64 896 896",focusable:"false"},children:[{tag:"path",attrs:{d:"M574 665.4a8.03 8.03 0 00-11.3 0L446.5 781.6c-53.8 53.8-144.6 59.5-204 0-59.5-59.5-53.8-150.2 0-204l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3l-39.8-39.8a8.03 8.03 0 00-11.3 0L191.4 526.5c-84.6 84.6-84.6 221.5 0 306s221.5 84.6 306 0l116.2-116.2c3.1-3.1 3.1-8.2 0-11.3L574 665.4zm258.6-474c-84.6-84.6-221.5-84.6-306 0L410.3 307.6a8.03 8.03 0 000 11.3l39.7 39.7c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c53.8-53.8 144.6-59.5 204 0 59.5 59.5 53.8 150.2 0 204L665.3 562.6a8.03 8.03 0 000 11.3l39.8 39.8c3.1 3.1 8.2 3.1 11.3 0l116.2-116.2c84.5-84.6 84.5-221.5 0-306.1zM610.1 372.3a8.03 8.03 0 00-11.3 0L372.3 598.7a8.03 8.03 0 000 11.3l39.6 39.6c3.1 3.1 8.2 3.1 11.3 0l226.4-226.4c3.1-3.1 3.1-8.2 0-11.3l-39.5-39.6z"}}]},name:"link",theme:"outlined"};var i=e.i(9583),a=o.forwardRef(function(e,a){return o.createElement(i.default,(0,t.default)({},e,{ref:a,icon:n}))});e.s(["LinkOutlined",0,a],596239)},190272,785913,e=>{"use strict";var t,o,n=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),i=((o={}).IMAGE="image",o.VIDEO="video",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDINGS="embeddings",o.SPEECH="speech",o.TRANSCRIPTION="transcription",o.A2A_AGENTS="a2a_agents",o.MCP="mcp",o.REALTIME="realtime",o);let a={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"};e.s(["EndpointType",()=>i,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(n).includes(e)){let t=a[e];return console.log("endpointType:",t),t}return"chat"}],785913),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:o,accessToken:n,apiKey:a,inputMessage:s,chatHistory:r,selectedTags:l,selectedVectorStores:c,selectedGuardrails:p,selectedPolicies:d,selectedMCPServers:m,mcpServers:u,mcpServerToolRestrictions:f,selectedVoice:g,endpointType:h,selectedModel:_,selectedSdk:b,proxySettings:v}=e,x="session"===o?n:a,y=window.location.origin,w=v?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?y=w:v?.PROXY_BASE_URL&&(y=v.PROXY_BASE_URL);let j=s||"Your prompt here",S=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),k=r.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),O={};l.length>0&&(O.tags=l),c.length>0&&(O.vector_stores=c),p.length>0&&(O.guardrails=p),d.length>0&&(O.policies=d);let C=_||"your-model-name",E="azure"===b?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${y}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	base_url="${y}"
+)`;switch(h){case i.CHAT:{let e=Object.keys(O).length>0,o="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let n=k.length>0?k:[{role:"user",content:j}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${C}",
+    messages=${JSON.stringify(n,null,4)}${o}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${C}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${S}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${o}
+# )
+# print(response_with_file)
+`;break}case i.RESPONSES:{let e=Object.keys(O).length>0,o="";if(e){let e=JSON.stringify({metadata:O},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let n=k.length>0?k:[{role:"user",content:j}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${C}",
+    input=${JSON.stringify(n,null,4)}${o}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${C}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${S}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${o}
+# )
+# print(response_with_file.output_text)
+`;break}case i.IMAGE:t="azure"===b?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${C}",
+	prompt="${s}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case i.IMAGE_EDITS:t="azure"===b?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case i.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${s||"Your string here"}",
+	model="${C}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case i.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${C}",
+	file=audio_file${s?`,
+	prompt="${s.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case i.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${C}",
+	input="${s||"Your text to convert to speech here"}",
+	voice="${g}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${C}",
+#     input="${s||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${E}
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similarity index 90%
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rename to litellm/proxy/_experimental/out/_next/static/chunks/fcad393dcc862a21.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/ak_B7XGok3Ra_ZXFSQmNR/_clientMiddlewareManifest.json b/litellm/proxy/_experimental/out/_next/static/x1MiXvDJ6AiryJNvkycV4/_clientMiddlewareManifest.json
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diff --git a/litellm/proxy/_experimental/out/_next/static/ak_B7XGok3Ra_ZXFSQmNR/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/x1MiXvDJ6AiryJNvkycV4/_ssgManifest.js
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diff --git a/litellm/proxy/_experimental/out/_not-found.html b/litellm/proxy/_experimental/out/_not-found.html
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diff --git a/litellm/proxy/_experimental/out/mcp/oauth/callback.txt b/litellm/proxy/_experimental/out/mcp/oauth/callback.txt
index e550a4ec64f..5dbe9772a06 100644
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From ba24e4a1b3228d747c9d1bd8339ca56fb8ba9aec Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 16:45:32 -0700
Subject: [PATCH 91/95] remove next env

---
 ui/litellm-dashboard/.env.production | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/.env.production b/ui/litellm-dashboard/.env.production
index 1df897e7d23..995fca4af2e 100644
--- a/ui/litellm-dashboard/.env.production
+++ b/ui/litellm-dashboard/.env.production
@@ -1,2 +1 @@
-NODE_ENV=production
-NEXT_PUBLIC_BASE_URL="ui/"
\ No newline at end of file
+NODE_ENV=production
\ No newline at end of file

From aab3ef8988b12d166b20356a81c53127480f1125 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 16:46:25 -0700
Subject: [PATCH 92/95] chore: update Next.js build artifacts (2026-04-18 23:46
 UTC, node v22.16.0)

---
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 .../out/api-reference/__next._full.txt        |  6 ++--
 .../out/api-reference/__next._head.txt        |  2 +-
 .../out/api-reference/__next._index.txt       |  2 +-
 .../out/api-reference/__next._tree.txt        |  2 +-
 litellm/proxy/_experimental/out/chat.html     |  2 +-
 litellm/proxy/_experimental/out/chat.txt      |  4 +--
 .../_experimental/out/chat/__next._full.txt   |  4 +--
 .../_experimental/out/chat/__next._head.txt   |  2 +-
 .../_experimental/out/chat/__next._index.txt  |  2 +-
 .../_experimental/out/chat/__next._tree.txt   |  2 +-
 .../out/chat/__next.chat.__PAGE__.txt         |  4 +--
 .../_experimental/out/chat/__next.chat.txt    |  2 +-
 .../out/experimental/api-playground.html      |  2 +-
 .../out/experimental/api-playground.txt       |  6 ++--
 ...k.experimental.api-playground.__PAGE__.txt |  4 +--
 ...2hib2FyZCk.experimental.api-playground.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../api-playground/__next._full.txt           |  6 ++--
 .../api-playground/__next._head.txt           |  2 +-
 .../api-playground/__next._index.txt          |  2 +-
 .../api-playground/__next._tree.txt           |  2 +-
 .../out/experimental/budgets.html             |  2 +-
 .../out/experimental/budgets.txt              |  6 ++--
 ...ib2FyZCk.experimental.budgets.__PAGE__.txt |  4 +--
 ....!KGRhc2hib2FyZCk.experimental.budgets.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../budgets/__next.!KGRhc2hib2FyZCk.txt       |  4 +--
 .../out/experimental/budgets/__next._full.txt |  6 ++--
 .../out/experimental/budgets/__next._head.txt |  2 +-
 .../experimental/budgets/__next._index.txt    |  2 +-
 .../out/experimental/budgets/__next._tree.txt |  2 +-
 .../out/experimental/caching.html             |  2 +-
 .../out/experimental/caching.txt              |  6 ++--
 ...ib2FyZCk.experimental.caching.__PAGE__.txt |  4 +--
 ....!KGRhc2hib2FyZCk.experimental.caching.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../caching/__next.!KGRhc2hib2FyZCk.txt       |  4 +--
 .../out/experimental/caching/__next._full.txt |  6 ++--
 .../out/experimental/caching/__next._head.txt |  2 +-
 .../experimental/caching/__next._index.txt    |  2 +-
 .../out/experimental/caching/__next._tree.txt |  2 +-
 .../out/experimental/claude-code-plugins.html |  2 +-
 .../out/experimental/claude-code-plugins.txt  |  6 ++--
 ...erimental.claude-code-plugins.__PAGE__.txt |  4 +--
 ...FyZCk.experimental.claude-code-plugins.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../claude-code-plugins/__next._full.txt      |  6 ++--
 .../claude-code-plugins/__next._head.txt      |  2 +-
 .../claude-code-plugins/__next._index.txt     |  2 +-
 .../claude-code-plugins/__next._tree.txt      |  2 +-
 .../out/experimental/old-usage.html           |  2 +-
 .../out/experimental/old-usage.txt            |  6 ++--
 ...2FyZCk.experimental.old-usage.__PAGE__.txt |  4 +--
 ...KGRhc2hib2FyZCk.experimental.old-usage.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../old-usage/__next.!KGRhc2hib2FyZCk.txt     |  4 +--
 .../experimental/old-usage/__next._full.txt   |  6 ++--
 .../experimental/old-usage/__next._head.txt   |  2 +-
 .../experimental/old-usage/__next._index.txt  |  2 +-
 .../experimental/old-usage/__next._tree.txt   |  2 +-
 .../out/experimental/prompts.html             |  2 +-
 .../out/experimental/prompts.txt              |  6 ++--
 ...ib2FyZCk.experimental.prompts.__PAGE__.txt |  4 +--
 ....!KGRhc2hib2FyZCk.experimental.prompts.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../prompts/__next.!KGRhc2hib2FyZCk.txt       |  4 +--
 .../out/experimental/prompts/__next._full.txt |  6 ++--
 .../out/experimental/prompts/__next._head.txt |  2 +-
 .../experimental/prompts/__next._index.txt    |  2 +-
 .../out/experimental/prompts/__next._tree.txt |  2 +-
 .../out/experimental/tag-management.html      |  2 +-
 .../out/experimental/tag-management.txt       |  6 ++--
 ...k.experimental.tag-management.__PAGE__.txt |  4 +--
 ...2hib2FyZCk.experimental.tag-management.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.experimental.txt  |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../tag-management/__next._full.txt           |  6 ++--
 .../tag-management/__next._head.txt           |  2 +-
 .../tag-management/__next._index.txt          |  2 +-
 .../tag-management/__next._tree.txt           |  2 +-
 .../proxy/_experimental/out/guardrails.html   |  2 +-
 .../proxy/_experimental/out/guardrails.txt    |  6 ++--
 ...t.!KGRhc2hib2FyZCk.guardrails.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.guardrails.txt    |  2 +-
 .../guardrails/__next.!KGRhc2hib2FyZCk.txt    |  4 +--
 .../out/guardrails/__next._full.txt           |  6 ++--
 .../out/guardrails/__next._head.txt           |  2 +-
 .../out/guardrails/__next._index.txt          |  2 +-
 .../out/guardrails/__next._tree.txt           |  2 +-
 litellm/proxy/_experimental/out/index.html    |  2 +-
 litellm/proxy/_experimental/out/index.txt     |  8 ++---
 litellm/proxy/_experimental/out/login.html    |  2 +-
 litellm/proxy/_experimental/out/login.txt     |  4 +--
 .../_experimental/out/login/__next._full.txt  |  4 +--
 .../_experimental/out/login/__next._head.txt  |  2 +-
 .../_experimental/out/login/__next._index.txt |  2 +-
 .../_experimental/out/login/__next._tree.txt  |  2 +-
 .../out/login/__next.login.__PAGE__.txt       |  4 +--
 .../_experimental/out/login/__next.login.txt  |  2 +-
 litellm/proxy/_experimental/out/logs.html     |  2 +-
 litellm/proxy/_experimental/out/logs.txt      |  6 ++--
 .../__next.!KGRhc2hib2FyZCk.logs.__PAGE__.txt |  4 +--
 .../out/logs/__next.!KGRhc2hib2FyZCk.logs.txt |  2 +-
 .../out/logs/__next.!KGRhc2hib2FyZCk.txt      |  4 +--
 .../_experimental/out/logs/__next._full.txt   |  6 ++--
 .../_experimental/out/logs/__next._head.txt   |  2 +-
 .../_experimental/out/logs/__next._index.txt  |  2 +-
 .../_experimental/out/logs/__next._tree.txt   |  2 +-
 .../_experimental/out/mcp/oauth/callback.html |  2 +-
 .../_experimental/out/mcp/oauth/callback.txt  |  2 +-
 .../out/mcp/oauth/callback/__next._full.txt   |  2 +-
 .../out/mcp/oauth/callback/__next._head.txt   |  2 +-
 .../out/mcp/oauth/callback/__next._index.txt  |  2 +-
 .../out/mcp/oauth/callback/__next._tree.txt   |  2 +-
 .../__next.mcp.oauth.callback.__PAGE__.txt    |  2 +-
 .../callback/__next.mcp.oauth.callback.txt    |  2 +-
 .../mcp/oauth/callback/__next.mcp.oauth.txt   |  2 +-
 .../out/mcp/oauth/callback/__next.mcp.txt     |  2 +-
 .../proxy/_experimental/out/model-hub.html    |  2 +-
 litellm/proxy/_experimental/out/model-hub.txt |  6 ++--
 ...xt.!KGRhc2hib2FyZCk.model-hub.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.model-hub.txt     |  2 +-
 .../out/model-hub/__next.!KGRhc2hib2FyZCk.txt |  4 +--
 .../out/model-hub/__next._full.txt            |  6 ++--
 .../out/model-hub/__next._head.txt            |  2 +-
 .../out/model-hub/__next._index.txt           |  2 +-
 .../out/model-hub/__next._tree.txt            |  2 +-
 .../proxy/_experimental/out/model_hub.html    |  2 +-
 litellm/proxy/_experimental/out/model_hub.txt |  4 +--
 .../out/model_hub/__next._full.txt            |  4 +--
 .../out/model_hub/__next._head.txt            |  2 +-
 .../out/model_hub/__next._index.txt           |  2 +-
 .../out/model_hub/__next._tree.txt            |  2 +-
 .../model_hub/__next.model_hub.__PAGE__.txt   |  4 +--
 .../out/model_hub/__next.model_hub.txt        |  2 +-
 .../_experimental/out/model_hub_table.html    |  2 +-
 .../_experimental/out/model_hub_table.txt     |  4 +--
 .../out/model_hub_table/__next._full.txt      |  4 +--
 .../out/model_hub_table/__next._head.txt      |  2 +-
 .../out/model_hub_table/__next._index.txt     |  2 +-
 .../out/model_hub_table/__next._tree.txt      |  2 +-
 .../__next.model_hub_table.__PAGE__.txt       |  4 +--
 .../__next.model_hub_table.txt                |  2 +-
 .../out/models-and-endpoints.html             |  2 +-
 .../out/models-and-endpoints.txt              |  6 ++--
 ...ib2FyZCk.models-and-endpoints.__PAGE__.txt |  4 +--
 ....!KGRhc2hib2FyZCk.models-and-endpoints.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../out/models-and-endpoints/__next._full.txt |  6 ++--
 .../out/models-and-endpoints/__next._head.txt |  2 +-
 .../models-and-endpoints/__next._index.txt    |  2 +-
 .../out/models-and-endpoints/__next._tree.txt |  2 +-
 .../proxy/_experimental/out/onboarding.html   |  2 +-
 .../proxy/_experimental/out/onboarding.txt    |  4 +--
 .../out/onboarding/__next._full.txt           |  4 +--
 .../out/onboarding/__next._head.txt           |  2 +-
 .../out/onboarding/__next._index.txt          |  2 +-
 .../out/onboarding/__next._tree.txt           |  2 +-
 .../onboarding/__next.onboarding.__PAGE__.txt |  4 +--
 .../out/onboarding/__next.onboarding.txt      |  2 +-
 .../_experimental/out/organizations.html      |  2 +-
 .../proxy/_experimental/out/organizations.txt |  6 ++--
 ...KGRhc2hib2FyZCk.organizations.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.organizations.txt |  2 +-
 .../organizations/__next.!KGRhc2hib2FyZCk.txt |  4 +--
 .../out/organizations/__next._full.txt        |  6 ++--
 .../out/organizations/__next._head.txt        |  2 +-
 .../out/organizations/__next._index.txt       |  2 +-
 .../out/organizations/__next._tree.txt        |  2 +-
 .../proxy/_experimental/out/playground.html   |  2 +-
 .../proxy/_experimental/out/playground.txt    |  6 ++--
 ...t.!KGRhc2hib2FyZCk.playground.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.playground.txt    |  2 +-
 .../playground/__next.!KGRhc2hib2FyZCk.txt    |  4 +--
 .../out/playground/__next._full.txt           |  6 ++--
 .../out/playground/__next._head.txt           |  2 +-
 .../out/playground/__next._index.txt          |  2 +-
 .../out/playground/__next._tree.txt           |  2 +-
 litellm/proxy/_experimental/out/policies.html |  2 +-
 litellm/proxy/_experimental/out/policies.txt  |  6 ++--
 ...ext.!KGRhc2hib2FyZCk.policies.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.policies.txt      |  2 +-
 .../out/policies/__next.!KGRhc2hib2FyZCk.txt  |  4 +--
 .../out/policies/__next._full.txt             |  6 ++--
 .../out/policies/__next._head.txt             |  2 +-
 .../out/policies/__next._index.txt            |  2 +-
 .../out/policies/__next._tree.txt             |  2 +-
 .../out/settings/admin-settings.html          |  2 +-
 .../out/settings/admin-settings.txt           |  6 ++--
 ...FyZCk.settings.admin-settings.__PAGE__.txt |  4 +--
 ...GRhc2hib2FyZCk.settings.admin-settings.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.settings.txt      |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../settings/admin-settings/__next._full.txt  |  6 ++--
 .../settings/admin-settings/__next._head.txt  |  2 +-
 .../settings/admin-settings/__next._index.txt |  2 +-
 .../settings/admin-settings/__next._tree.txt  |  2 +-
 .../out/settings/logging-and-alerts.html      |  2 +-
 .../out/settings/logging-and-alerts.txt       |  6 ++--
 ...k.settings.logging-and-alerts.__PAGE__.txt |  4 +--
 ...2hib2FyZCk.settings.logging-and-alerts.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.settings.txt      |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../logging-and-alerts/__next._full.txt       |  6 ++--
 .../logging-and-alerts/__next._head.txt       |  2 +-
 .../logging-and-alerts/__next._index.txt      |  2 +-
 .../logging-and-alerts/__next._tree.txt       |  2 +-
 .../out/settings/router-settings.html         |  2 +-
 .../out/settings/router-settings.txt          |  6 ++--
 ...yZCk.settings.router-settings.__PAGE__.txt |  4 +--
 ...Rhc2hib2FyZCk.settings.router-settings.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.settings.txt      |  2 +-
 .../__next.!KGRhc2hib2FyZCk.txt               |  4 +--
 .../settings/router-settings/__next._full.txt |  6 ++--
 .../settings/router-settings/__next._head.txt |  2 +-
 .../router-settings/__next._index.txt         |  2 +-
 .../settings/router-settings/__next._tree.txt |  2 +-
 .../_experimental/out/settings/ui-theme.html  |  2 +-
 .../_experimental/out/settings/ui-theme.txt   |  6 ++--
 .../__next.!KGRhc2hib2FyZCk.settings.txt      |  2 +-
 ...c2hib2FyZCk.settings.ui-theme.__PAGE__.txt |  4 +--
 ...ext.!KGRhc2hib2FyZCk.settings.ui-theme.txt |  2 +-
 .../ui-theme/__next.!KGRhc2hib2FyZCk.txt      |  4 +--
 .../out/settings/ui-theme/__next._full.txt    |  6 ++--
 .../out/settings/ui-theme/__next._head.txt    |  2 +-
 .../out/settings/ui-theme/__next._index.txt   |  2 +-
 .../out/settings/ui-theme/__next._tree.txt    |  2 +-
 litellm/proxy/_experimental/out/skills.html   |  2 +-
 litellm/proxy/_experimental/out/skills.txt    |  6 ++--
 ..._next.!KGRhc2hib2FyZCk.skills.__PAGE__.txt |  4 +--
 .../skills/__next.!KGRhc2hib2FyZCk.skills.txt |  2 +-
 .../out/skills/__next.!KGRhc2hib2FyZCk.txt    |  4 +--
 .../_experimental/out/skills/__next._full.txt |  6 ++--
 .../_experimental/out/skills/__next._head.txt |  2 +-
 .../out/skills/__next._index.txt              |  2 +-
 .../_experimental/out/skills/__next._tree.txt |  2 +-
 litellm/proxy/_experimental/out/teams.html    |  2 +-
 litellm/proxy/_experimental/out/teams.txt     |  6 ++--
 ...__next.!KGRhc2hib2FyZCk.teams.__PAGE__.txt |  4 +--
 .../teams/__next.!KGRhc2hib2FyZCk.teams.txt   |  2 +-
 .../out/teams/__next.!KGRhc2hib2FyZCk.txt     |  4 +--
 .../_experimental/out/teams/__next._full.txt  |  6 ++--
 .../_experimental/out/teams/__next._head.txt  |  2 +-
 .../_experimental/out/teams/__next._index.txt |  2 +-
 .../_experimental/out/teams/__next._tree.txt  |  2 +-
 litellm/proxy/_experimental/out/test-key.html |  2 +-
 litellm/proxy/_experimental/out/test-key.txt  |  6 ++--
 ...ext.!KGRhc2hib2FyZCk.test-key.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.test-key.txt      |  2 +-
 .../out/test-key/__next.!KGRhc2hib2FyZCk.txt  |  4 +--
 .../out/test-key/__next._full.txt             |  6 ++--
 .../out/test-key/__next._head.txt             |  2 +-
 .../out/test-key/__next._index.txt            |  2 +-
 .../out/test-key/__next._tree.txt             |  2 +-
 .../_experimental/out/tools/mcp-servers.html  |  2 +-
 .../_experimental/out/tools/mcp-servers.txt   |  6 ++--
 ...c2hib2FyZCk.tools.mcp-servers.__PAGE__.txt |  4 +--
 ...ext.!KGRhc2hib2FyZCk.tools.mcp-servers.txt |  2 +-
 .../__next.!KGRhc2hib2FyZCk.tools.txt         |  2 +-
 .../mcp-servers/__next.!KGRhc2hib2FyZCk.txt   |  4 +--
 .../out/tools/mcp-servers/__next._full.txt    |  6 ++--
 .../out/tools/mcp-servers/__next._head.txt    |  2 +-
 .../out/tools/mcp-servers/__next._index.txt   |  2 +-
 .../out/tools/mcp-servers/__next._tree.txt    |  2 +-
 .../out/tools/vector-stores.html              |  2 +-
 .../_experimental/out/tools/vector-stores.txt |  6 ++--
 .../__next.!KGRhc2hib2FyZCk.tools.txt         |  2 +-
 ...hib2FyZCk.tools.vector-stores.__PAGE__.txt |  4 +--
 ...t.!KGRhc2hib2FyZCk.tools.vector-stores.txt |  2 +-
 .../vector-stores/__next.!KGRhc2hib2FyZCk.txt |  4 +--
 .../out/tools/vector-stores/__next._full.txt  |  6 ++--
 .../out/tools/vector-stores/__next._head.txt  |  2 +-
 .../out/tools/vector-stores/__next._index.txt |  2 +-
 .../out/tools/vector-stores/__next._tree.txt  |  2 +-
 litellm/proxy/_experimental/out/usage.html    |  2 +-
 litellm/proxy/_experimental/out/usage.txt     |  6 ++--
 .../out/usage/__next.!KGRhc2hib2FyZCk.txt     |  4 +--
 ...__next.!KGRhc2hib2FyZCk.usage.__PAGE__.txt |  4 +--
 .../usage/__next.!KGRhc2hib2FyZCk.usage.txt   |  2 +-
 .../_experimental/out/usage/__next._full.txt  |  6 ++--
 .../_experimental/out/usage/__next._head.txt  |  2 +-
 .../_experimental/out/usage/__next._index.txt |  2 +-
 .../_experimental/out/usage/__next._tree.txt  |  2 +-
 litellm/proxy/_experimental/out/users.html    |  2 +-
 litellm/proxy/_experimental/out/users.txt     |  6 ++--
 .../out/users/__next.!KGRhc2hib2FyZCk.txt     |  4 +--
 ...__next.!KGRhc2hib2FyZCk.users.__PAGE__.txt |  4 +--
 .../users/__next.!KGRhc2hib2FyZCk.users.txt   |  2 +-
 .../_experimental/out/users/__next._full.txt  |  6 ++--
 .../_experimental/out/users/__next._head.txt  |  2 +-
 .../_experimental/out/users/__next._index.txt |  2 +-
 .../_experimental/out/users/__next._tree.txt  |  2 +-
 .../proxy/_experimental/out/virtual-keys.html |  2 +-
 .../proxy/_experimental/out/virtual-keys.txt  |  6 ++--
 .../virtual-keys/__next.!KGRhc2hib2FyZCk.txt  |  4 +--
 ...!KGRhc2hib2FyZCk.virtual-keys.__PAGE__.txt |  4 +--
 .../__next.!KGRhc2hib2FyZCk.virtual-keys.txt  |  2 +-
 .../out/virtual-keys/__next._full.txt         |  6 ++--
 .../out/virtual-keys/__next._head.txt         |  2 +-
 .../out/virtual-keys/__next._index.txt        |  2 +-
 .../out/virtual-keys/__next._tree.txt         |  2 +-
 336 files changed, 548 insertions(+), 548 deletions(-)
 rename litellm/proxy/_experimental/out/_next/static/{x1MiXvDJ6AiryJNvkycV4 => 3qyC5Vtvhd5fSC6sPp1iW}/_buildManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/{x1MiXvDJ6AiryJNvkycV4 => 3qyC5Vtvhd5fSC6sPp1iW}/_clientMiddlewareManifest.json (100%)
 rename litellm/proxy/_experimental/out/_next/static/{x1MiXvDJ6AiryJNvkycV4 => 3qyC5Vtvhd5fSC6sPp1iW}/_ssgManifest.js (100%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{ea446ebc8d028964.js => 0a240f3b9f7eb75f.js} (50%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/1c4d372849d019d5.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{c236812537117996.js => 342c7d7210247a5e.js} (76%)
 delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/675b8243f98b6903.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{5b7fb0ad19ac5da0.js => 75aa748805945c8c.js} (75%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/788df93b05bf3865.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{02ef31577423355e.js => b727940bc64dbb7e.js} (75%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{6ef5f1d1f944d232.js => c13f822e4447c193.js} (75%)
 rename litellm/proxy/_experimental/out/_next/static/chunks/{5e6fe0b0f346469c.js => cf06797ce4e438f9.js} (75%)
 create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/cfa990da36cb4196.js
 rename litellm/proxy/_experimental/out/_next/static/chunks/{154af7547e4197e2.js => f675f7f6ccc1c51d.js} (91%)

diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index 93b430bad02..c42980210ac 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/c236812537117996.js b/litellm/proxy/_experimental/out/_next/static/chunks/342c7d7210247a5e.js
similarity index 76%
rename from litellm/proxy/_experimental/out/_next/static/chunks/c236812537117996.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/342c7d7210247a5e.js
index 3794cd28872..df122764095 100644
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deleted file mode 100644
index 7e7c60204b1..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js b/litellm/proxy/_experimental/out/_next/static/chunks/75aa748805945c8c.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/75aa748805945c8c.js
index 81e100a5045..52f0b5a8ead 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5b7fb0ad19ac5da0.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/75aa748805945c8c.js
@@ -93,6 +93,6 @@
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new file mode 100644
index 00000000000..572813945a9
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js b/litellm/proxy/_experimental/out/_next/static/chunks/b727940bc64dbb7e.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/b727940bc64dbb7e.js
index 4548149789b..994a0750009 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/02ef31577423355e.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/b727940bc64dbb7e.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js b/litellm/proxy/_experimental/out/_next/static/chunks/c13f822e4447c193.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/c13f822e4447c193.js
index 5bb6bc794a4..1608f3e0aa9 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6ef5f1d1f944d232.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/c13f822e4447c193.js
@@ -93,6 +93,6 @@
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js b/litellm/proxy/_experimental/out/_next/static/chunks/cf06797ce4e438f9.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/cf06797ce4e438f9.js
index 2c73a1b07db..dfee75e1863 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5e6fe0b0f346469c.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/cf06797ce4e438f9.js
@@ -93,6 +93,6 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/154af7547e4197e2.js b/litellm/proxy/_experimental/out/_next/static/chunks/f675f7f6ccc1c51d.js
similarity index 91%
rename from litellm/proxy/_experimental/out/_next/static/chunks/154af7547e4197e2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/f675f7f6ccc1c51d.js
index 1a2bc3ceac3..3519caae5f6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/154af7547e4197e2.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/f675f7f6ccc1c51d.js
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index 28ff65591b1..0115c7d22bc 100644
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index c85e363b4be..1eaf24baa45 100644
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index ccf4f824121..ba98f18c30f 100644
--- a/litellm/proxy/_experimental/out/virtual-keys/__next._index.txt
+++ b/litellm/proxy/_experimental/out/virtual-keys/__next._index.txt
@@ -5,4 +5,4 @@
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--- a/litellm/proxy/_experimental/out/virtual-keys/__next._tree.txt
+++ b/litellm/proxy/_experimental/out/virtual-keys/__next._tree.txt
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From 4d63a1367eeb9d848f87aa1e54df0a8b7e039d9a Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 18:31:24 -0700
Subject: [PATCH 93/95] =?UTF-8?q?bump:=20version=201.83.9=20=E2=86=92=201.?=
 =?UTF-8?q?83.10?=
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 03e45c28a35..3e8ec81ac7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm"
-version = "1.83.9"
+version = "1.83.10"
 description = "Library to easily interface with LLM API providers"
 readme = "README.md"
 requires-python = ">=3.10, <3.14"
@@ -236,7 +236,7 @@ source-exclude = [
 profile = "black"
 
 [tool.commitizen]
-version = "1.83.9"
+version = "1.83.10"
 version_files = [
     "pyproject.toml:^version",
 ]

From 49ba6b81607c99df0d9dbeaf4f913a70d17dae9a Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Apr 2026 18:43:09 -0700
Subject: [PATCH 94/95] add uv lock

---
 uv.lock | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/uv.lock b/uv.lock
index 8286e605dae..9fab81532c1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-04-15T19:41:16.413341Z"
+exclude-newer = "2026-04-16T01:42:55.429233Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -3085,7 +3085,7 @@ wheels = [
 
 [[package]]
 name = "litellm"
-version = "1.83.9"
+version = "1.83.10"
 source = { editable = "." }
 dependencies = [
     { name = "aiohttp" },

From 2f22a1293e7dd30f89de7a56d9a10ca3e9852ad4 Mon Sep 17 00:00:00 2001
From: ishaan-berri <155045088+ishaan-berri@users.noreply.github.com>
Date: Sat, 18 Apr 2026 19:03:56 -0700
Subject: [PATCH 95/95] bump litellm-proxy-extras to 0.4.67 (#26043)

* bump litellm-proxy-extras version to 0.4.67

* bump litellm-proxy-extras pin to 0.4.67 in litellm pyproject

* regenerate uv.lock for litellm-proxy-extras 0.4.67

* bump litellm-enterprise version to 0.1.38

* bump litellm-enterprise pin to 0.1.38 in litellm pyproject

* regenerate uv.lock for litellm-enterprise 0.1.38
---
 enterprise/pyproject.toml           | 4 ++--
 litellm-proxy-extras/pyproject.toml | 4 ++--
 pyproject.toml                      | 4 ++--
 uv.lock                             | 6 +++---
 4 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 32b11a43ee4..1217a84692e 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.36"
+version = "0.1.38"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -25,7 +25,7 @@ required-version = "==0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.36"
+version = "0.1.38"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 88ec8e6de96..959f9519a7f 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.66"
+version = "0.4.67"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 readme = "README.md"
 requires-python = ">=3.9"
@@ -25,7 +25,7 @@ required-version = "==0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.4.66"
+version = "0.4.67"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/pyproject.toml b/pyproject.toml
index 3e8ec81ac7a..d5d238473b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,8 +52,8 @@ proxy = [
     "azure-identity==1.25.2",
     "azure-storage-blob==12.28.0",
     "mcp==1.26.0",
-    "litellm-proxy-extras==0.4.66",
-    "litellm-enterprise==0.1.37",
+    "litellm-proxy-extras==0.4.67",
+    "litellm-enterprise==0.1.38",
     "RestrictedPython==8.1",
     "rich==13.9.4",
     "polars==1.38.1",
diff --git a/uv.lock b/uv.lock
index 9fab81532c1..d99da67fb82 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-04-16T01:42:55.429233Z"
+exclude-newer = "2026-04-16T02:00:05.930008Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -3413,12 +3413,12 @@ proxy-dev = [
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.36"
+version = "0.1.38"
 source = { editable = "enterprise" }
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.66"
+version = "0.4.67"
 source = { editable = "litellm-proxy-extras" }
 
 [[package]]