diff --git a/docs/my-website/docs/mcp.md b/docs/my-website/docs/mcp.md
index 33e9ebad153..6333f7f0913 100644
--- a/docs/my-website/docs/mcp.md
+++ b/docs/my-website/docs/mcp.md
@@ -2,7 +2,7 @@ import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 import Image from '@theme/IdealImage';
 
-# /mcp - Model Context Protocol
+# MCP Overview
 
 LiteLLM Proxy provides an MCP Gateway that allows you to use a fixed endpoint for all MCP tools and control MCP access by Key, Team. 
 
@@ -246,8 +246,203 @@ litellm_settings:
 </TabItem>
 </Tabs>
 
-## MCP Tool Filtering
+## Converting OpenAPI Specs to MCP Servers
 
+LiteLLM can automatically convert OpenAPI specifications into MCP servers, allowing you to expose any REST API as MCP tools. This is useful when you have existing APIs with OpenAPI/Swagger documentation and want to make them available as MCP tools.
+
+### Benefits
+
+- **Rapid Integration**: Convert existing APIs to MCP tools without writing custom MCP server code
+- **Automatic Tool Generation**: LiteLLM automatically generates MCP tools from your OpenAPI spec
+- **Unified Interface**: Use the same MCP interface for both native MCP servers and OpenAPI-based APIs
+- **Easy Testing**: Test and iterate on API integrations quickly
+
+### Configuration
+
+Add your OpenAPI-based MCP server to your `config.yaml`:
+
+```yaml title="config.yaml - OpenAPI to MCP" showLineNumbers
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: openai/gpt-4o
+      api_key: sk-xxxxxxx
+
+mcp_servers:
+  # OpenAPI Spec Example - Petstore API
+  petstore_mcp:
+    url: "https://petstore.swagger.io/v2"
+    spec_path: "/path/to/openapi.json"
+    auth_type: "none"
+  
+  # OpenAPI Spec with API Key Authentication
+  my_api_mcp:
+    url: "http://0.0.0.0:8090"
+    spec_path: "/path/to/openapi.json"
+    auth_type: "api_key"
+    auth_value: "your-api-key-here"
+  
+  # OpenAPI Spec with Bearer Token
+  secured_api_mcp:
+    url: "https://api.example.com"
+    spec_path: "/path/to/openapi.json" 
+    auth_type: "bearer_token"
+    auth_value: "your-bearer-token"
+```
+
+### Configuration Parameters
+
+| Parameter | Required | Description |
+|-----------|----------|-------------|
+| `url` | Yes | The base URL of your API endpoint |
+| `spec_path` | Yes | Path or URL to your OpenAPI specification file (JSON or YAML) |
+| `auth_type` | No | Authentication type: `none`, `api_key`, `bearer_token`, `basic`, `authorization` |
+| `auth_value` | No | Authentication value (required if `auth_type` is set) |
+| `description` | No | Optional description for the MCP server |
+| `allowed_tools` | No | List of specific tools to allow (see [MCP Tool Filtering](#mcp-tool-filtering)) |
+| `disallowed_tools` | No | List of specific tools to block (see [MCP Tool Filtering](#mcp-tool-filtering)) |
+
+### Usage Example
+
+Once configured, you can use the OpenAPI-based MCP server just like any other MCP server:
+
+<Tabs>
+<TabItem value="fastmcp" label="Python FastMCP">
+
+```python title="Using OpenAPI-based MCP Server" showLineNumbers
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "petstore": {
+            "url": "http://localhost:4000/petstore_mcp/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 generated from OpenAPI spec
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Example: Get a pet by ID (from Petstore API)
+        response = await client.call_tool(
+            name="getpetbyid", 
+            arguments={"petId": "1"}
+        )
+        print(f"Response:\n{response}\n")
+
+        # Example: Find pets by status
+        response = await client.call_tool(
+            name="findpetsbystatus", 
+            arguments={"status": "available"}
+        )
+        print(f"Response:\n{response}\n")
+
+if __name__ == "__main__":
+    asyncio.run(main())
+```
+
+</TabItem>
+
+<TabItem value="cursor" label="Cursor IDE">
+
+```json title="Cursor MCP Configuration for OpenAPI Server" showLineNumbers
+{
+  "mcpServers": {
+    "Petstore": {
+      "url": "http://localhost:4000/petstore_mcp/mcp",
+      "headers": {
+        "x-litellm-api-key": "Bearer $LITELLM_API_KEY"
+      }
+    }
+  }
+}
+```
+
+</TabItem>
+
+<TabItem value="openai" label="OpenAI Responses API">
+
+```bash title="Using OpenAPI MCP Server with OpenAI" showLineNumbers
+curl --location 'https://api.openai.com/v1/responses' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer $OPENAI_API_KEY" \
+--data '{
+    "model": "gpt-4o",
+    "tools": [
+        {
+            "type": "mcp",
+            "server_label": "petstore",
+            "server_url": "http://localhost:4000/petstore_mcp/mcp",
+            "require_approval": "never",
+            "headers": {
+                "x-litellm-api-key": "Bearer YOUR_LITELLM_API_KEY"
+            }
+        }
+    ],
+    "input": "Find all available pets in the petstore",
+    "tool_choice": "required"
+}'
+```
+
+</TabItem>
+</Tabs>
+
+### How It Works
+
+1. **Spec Loading**: LiteLLM loads your OpenAPI specification from the provided `spec_path`
+2. **Tool Generation**: Each API endpoint in the spec becomes an MCP tool
+3. **Parameter Mapping**: OpenAPI parameters are automatically mapped to MCP tool parameters
+4. **Request Handling**: When a tool is called, LiteLLM converts the MCP request to the appropriate HTTP request
+5. **Response Translation**: API responses are converted back to MCP format
+
+### OpenAPI Spec Requirements
+
+Your OpenAPI specification should follow standard OpenAPI/Swagger conventions:
+- **Supported versions**: OpenAPI 3.0.x, OpenAPI 3.1.x, Swagger 2.0
+- **Required fields**: `paths`, `info` sections should be properly defined
+- **Operation IDs**: Each operation should have a unique `operationId` (this becomes the tool name)
+- **Parameters**: Request parameters should be properly documented with types and descriptions
+
+### Example OpenAPI Spec Structure
+
+```yaml title="sample-openapi.yaml" showLineNumbers
+openapi: 3.0.0
+info:
+  title: My API
+  version: 1.0.0
+paths:
+  /pets/{petId}:
+    get:
+      operationId: getPetById
+      summary: Get a pet by ID
+      parameters:
+        - name: petId
+          in: path
+          required: true
+          schema:
+            type: integer
+      responses:
+        '200':
+          description: Successful response
+          content:
+            application/json:
+              schema:
+                type: object
+```
+
+## Allow/Disallow MCP Tools
+  
 Control which tools are available from your MCP servers. You can either allow only specific tools or block dangerous ones.
 
 <Tabs>
@@ -306,210 +501,118 @@ mcp_servers:
 - If you specify both `allowed_tools` and `disallowed_tools`, the allowed list takes priority
 - Tool names are case-sensitive
 
-## Using your MCP
+---
 
-### Use on LiteLLM UI 
+## Allow/Disallow MCP Tool Parameters
 
-Follow this walkthrough to use your MCP on LiteLLM UI
+Control which parameters are allowed for specific MCP tools using the `allowed_params` configuration. This provides fine-grained control over tool usage by restricting the parameters that can be passed to each tool.
 
-<iframe width="840" height="500" src="https://www.loom.com/embed/57e0763267254bc79dbe6658d0b8758c" frameborder="0" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>
+### Configuration
 
-### Use with Responses API
+`allowed_params` is a dictionary that maps tool names to lists of allowed parameter names. When configured, only the specified parameters will be accepted for that tool - any other parameters will be rejected with a 403 error.
 
-Replace `http://localhost:4000` with your LiteLLM Proxy base URL.
-
-Demo Video Using Responses API with LiteLLM Proxy: [Demo video here](https://www.loom.com/share/34587e618c5c47c0b0d67b4e4d02718f?sid=2caf3d45-ead4-4490-bcc1-8d6dd6041c02)
-
-
-<Tabs>
-<TabItem value="curl" label="cURL">
-
-```bash title="cURL Example" showLineNumbers
-curl --location 'http://localhost:4000/v1/responses' \
---header 'Content-Type: application/json' \
---header "Authorization: Bearer sk-1234" \
---data '{
-    "model": "gpt-5",
-    "input": [
-    {
-      "role": "user",
-      "content": "give me TLDR of what BerriAI/litellm repo is about",
-      "type": "message"
-    }
-  ],
-    "tools": [
-        {
-            "type": "mcp",
-            "server_label": "litellm",
-            "server_url": "litellm_proxy",
-            "require_approval": "never"
-        }
-    ],
-    "stream": true,
-    "tool_choice": "required"
-}'
+```yaml title="config.yaml with allowed_params" showLineNumbers
+mcp_servers:
+  deepwiki_mcp:
+    url: https://mcp.deepwiki.com/mcp
+    transport: "http"
+    auth_type: "none"
+    allowed_params:
+      # Tool name: list of allowed parameters
+      read_wiki_contents: ["status"]
+  
+  my_api_mcp:
+    url: "https://my-api-server.com"
+    auth_type: "api_key"
+    auth_value: "my-key"
+    allowed_params:
+      # Using unprefixed tool name
+      getpetbyid: ["status"]
+      # Using prefixed tool name (both formats work)
+      my_api_mcp-findpetsbystatus: ["status", "limit"]
+      # Another tool with multiple allowed params
+      create_issue: ["title", "body", "labels"]
 ```
 
-</TabItem>
-<TabItem value="python" label="Python SDK">
+### How It Works
 
-```python title="Python SDK Example" showLineNumbers
-"""
-Use LiteLLM Proxy MCP Gateway to call MCP tools.
+1. **Tool-specific filtering**: Each tool can have its own list of allowed parameters
+2. **Flexible naming**: Tool names can be specified with or without the server prefix (e.g., both `"getpetbyid"` and `"my_api_mcp-getpetbyid"` work)
+3. **Whitelist approach**: Only parameters in the allowed list are permitted
+4. **Unlisted tools**: If `allowed_params` is not set, all parameters are allowed
+5. **Error handling**: Requests with disallowed parameters receive a 403 error with details about which parameters are allowed
 
-When using LiteLLM Proxy, you can use the same MCP tools across all your LLM providers.
-"""
-import openai
+### Example Request Behavior
 
-client = openai.OpenAI(
-    api_key="sk-1234", # paste your litellm proxy api key here
-    base_url="http://localhost:4000" # paste your litellm proxy base url here
-)
-print("Making API request to Responses API with MCP tools")
+With the configuration above, here's how requests would be handled:
 
-response = client.responses.create(
-    model="gpt-5",
-    input=[
-        {
-            "role": "user",
-            "content": "give me TLDR of what BerriAI/litellm repo is about",
-            "type": "message"
-        }
-    ],
-    tools=[
-        {
-            "type": "mcp",
-            "server_label": "litellm",
-            "server_url": "litellm_proxy",
-            "require_approval": "never"
-        }
-    ],
-    stream=True,
-    tool_choice="required"
-)
-
-for chunk in response:
-    print("response chunk: ", chunk)
-```
-
-</TabItem>
-</Tabs>
-
-#### Specifying MCP Tools
-
-You can specify which MCP tools are available by using the `allowed_tools` parameter. This allows you to restrict access to specific tools within an MCP server.
-
-To get the list of allowed tools when using LiteLLM MCP Gateway, you can naigate to the LiteLLM UI on MCP Servers > MCP Tools > Click the Tool > Copy Tool Name.
-
-<Tabs>
-<TabItem value="curl" label="cURL">
-
-```bash title="cURL Example with allowed_tools" showLineNumbers
-curl --location 'http://localhost:4000/v1/responses' \
---header 'Content-Type: application/json' \
---header "Authorization: Bearer sk-1234" \
---data '{
-    "model": "gpt-5",
-    "input": [
-    {
-      "role": "user",
-      "content": "give me TLDR of what BerriAI/litellm repo is about",
-      "type": "message"
-    }
-  ],
-    "tools": [
-        {
-            "type": "mcp",
-            "server_label": "litellm",
-            "server_url": "litellm_proxy/mcp",
-            "require_approval": "never",
-            "allowed_tools": ["GitMCP-fetch_litellm_documentation"]
-        }
-    ],
-    "stream": true,
-    "tool_choice": "required"
-}'
-```
-
-</TabItem>
-<TabItem value="python" label="Python SDK">
-
-```python title="Python SDK Example with allowed_tools" showLineNumbers
-import openai
-
-client = openai.OpenAI(
-    api_key="sk-1234",
-    base_url="http://localhost:4000"
-)
-
-response = client.responses.create(
-    model="gpt-5",
-    input=[
-        {
-            "role": "user",
-            "content": "give me TLDR of what BerriAI/litellm repo is about",
-            "type": "message"
-        }
-    ],
-    tools=[
-        {
-            "type": "mcp",
-            "server_label": "litellm",
-            "server_url": "litellm_proxy/mcp",
-            "require_approval": "never",
-            "allowed_tools": ["GitMCP-fetch_litellm_documentation"]
-        }
-    ],
-    stream=True,
-    tool_choice="required"
-)
-
-print(response)
-```
-
-</TabItem>
-</Tabs>
-
-### Use with Cursor IDE
-
-Use tools directly from Cursor IDE with LiteLLM MCP:
-
-**Setup Instructions:**
-
-1. **Open Cursor Settings**: Use `⇧+⌘+J` (Mac) or `Ctrl+Shift+J` (Windows/Linux)
-2. **Navigate to MCP Tools**: Go to the "MCP Tools" tab and click "New MCP Server"
-3. **Add Configuration**: Copy and paste the JSON configuration below, then save with `Cmd+S` or `Ctrl+S`
-
-```json title="Basic Cursor MCP Configuration" showLineNumbers
+**✅ Allowed Request:**
+```json
 {
-  "mcpServers": {
-    "LiteLLM": {
-      "url": "litellm_proxy",
-      "headers": {
-        "x-litellm-api-key": "Bearer $LITELLM_API_KEY"
-      }
-    }
+  "tool": "read_wiki_contents",
+  "arguments": {
+    "status": "active"
   }
 }
 ```
 
-#### How it works when server_url="litellm_proxy"
+**❌ Rejected Request:**
+```json
+{
+  "tool": "read_wiki_contents",
+  "arguments": {
+    "status": "active",
+    "limit": 10  // This parameter is not allowed
+  }
+}
+```
 
-When server_url="litellm_proxy", LiteLLM bridges non-MCP providers to your MCP tools.
+**Error Response:**
+```json
+{
+  "error": "Parameters ['limit'] are not allowed for tool read_wiki_contents. Allowed parameters: ['status']. Contact proxy admin to allow these parameters."
+}
+```
 
-- Tool Discovery: LiteLLM fetches MCP tools and converts them to OpenAI-compatible definitions
-- LLM Call: Tools are sent to the LLM with your input; LLM selects which tools to call
-- Tool Execution: LiteLLM automatically parses arguments, routes calls to MCP servers, executes tools, and retrieves results
-- Response Integration: Tool results are sent back to LLM for final response generation
-- Output: Complete response combining LLM reasoning with tool execution results
+### Use Cases
 
-This enables MCP tool usage with any LiteLLM-supported provider, regardless of native MCP support.
+- **Security**: Prevent users from accessing sensitive parameters or dangerous operations
+- **Cost control**: Restrict expensive parameters (e.g., limiting result counts)
+- **Compliance**: Enforce parameter usage policies for regulatory requirements
+- **Staged rollouts**: Gradually enable parameters as tools are tested
+- **Multi-tenant isolation**: Different parameter access for different user groups
 
-#### Auto-execution for require_approval: "never"
+### Combining with Tool Filtering
 
-Setting require_approval: "never" triggers automatic tool execution, returning the final response in a single API call without additional user interaction.
+`allowed_params` works alongside `allowed_tools` and `disallowed_tools` for complete control:
 
+```yaml title="Combined filtering example" showLineNumbers
+mcp_servers:
+  github_mcp:
+    url: "https://api.githubcopilot.com/mcp"
+    auth_type: oauth2
+    authorization_url: https://github.com/login/oauth/authorize
+    token_url: https://github.com/login/oauth/access_token
+    client_id: os.environ/GITHUB_OAUTH_CLIENT_ID
+    client_secret: os.environ/GITHUB_OAUTH_CLIENT_SECRET
+    scopes: ["public_repo", "user:email"]
+    # Only allow specific tools
+    allowed_tools: ["create_issue", "list_issues", "search_issues"]
+    # Block dangerous operations
+    disallowed_tools: ["delete_repo"]
+    # Restrict parameters per tool
+    allowed_params:
+      create_issue: ["title", "body", "labels"]
+      list_issues: ["state", "sort", "perPage"]
+      search_issues: ["query", "sort", "order", "perPage"]
+```
 
+This configuration ensures that:
+1. Only the three listed tools are available
+2. The `delete_repo` tool is explicitly blocked
+3. Each tool can only use its specified parameters
+
+---
 
 ## MCP Server Access Control
 
@@ -1489,221 +1592,6 @@ curl --location '<your-litellm-proxy-base-url>/v1/responses' \
 }'
 ```
 
-
-
-## MCP Cost Tracking
-
-LiteLLM provides two ways to track costs for MCP tool calls:
-
-| Method | When to Use | What It Does |
-|--------|-------------|--------------|
-| **Config-based Cost Tracking** | Simple cost tracking with fixed costs per tool/server | Automatically tracks costs based on configuration |
-| **Custom Post-MCP Hook** | Dynamic cost tracking with custom logic | Allows custom cost calculations and response modifications |
-
-### Config-based Cost Tracking
-
-Configure fixed costs for MCP servers directly in your config.yaml:
-
-```yaml title="config.yaml" showLineNumbers
-model_list:
-  - model_name: gpt-4o
-    litellm_params:
-      model: openai/gpt-4o
-      api_key: sk-xxxxxxx
-
-mcp_servers:
-  zapier_server:
-    url: "https://actions.zapier.com/mcp/sk-xxxxx/sse"
-    mcp_info:
-      mcp_server_cost_info:
-        # Default cost for all tools in this server
-        default_cost_per_query: 0.01
-        # Custom cost for specific tools
-        tool_name_to_cost_per_query:
-          send_email: 0.05
-          create_document: 0.03
-          
-  expensive_api_server:
-    url: "https://api.expensive-service.com/mcp"
-    mcp_info:
-      mcp_server_cost_info:
-        default_cost_per_query: 1.50
-```
-
-### Custom Post-MCP Hook
-
-Use this when you need dynamic cost calculation or want to modify the MCP response before it's returned to the user.
-
-#### 1. Create a custom MCP hook file
-
-```python title="custom_mcp_hook.py" showLineNumbers
-from typing import Optional
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.mcp import MCPPostCallResponseObject
-
-
-class CustomMCPCostTracker(CustomLogger):
-    """
-    Custom handler for MCP cost tracking and response modification
-    """
-    
-    async def async_post_mcp_tool_call_hook(
-        self, 
-        kwargs, 
-        response_obj: MCPPostCallResponseObject, 
-        start_time, 
-        end_time
-    ) -> Optional[MCPPostCallResponseObject]:
-        """
-        Called after each MCP tool call. 
-        Modify costs and response before returning to user.
-        """
-        
-        # Extract tool information from kwargs
-        tool_name = kwargs.get("name", "")
-        server_name = kwargs.get("server_name", "")
-        
-        # Calculate custom cost based on your logic
-        custom_cost = 42.00
-        
-        # Set the response cost
-        response_obj.hidden_params.response_cost = custom_cost
-        
-  
-      
-        return response_obj
-    
-
-# Create instance for LiteLLM to use
-custom_mcp_cost_tracker = CustomMCPCostTracker()
-```
-
-#### 2. Configure in config.yaml
-
-```yaml title="config.yaml" showLineNumbers
-model_list:
-  - model_name: gpt-4o
-    litellm_params:
-      model: openai/gpt-4o
-      api_key: sk-xxxxxxx
-
-# Add your custom MCP hook
-callbacks:
-  - custom_mcp_hook.custom_mcp_cost_tracker
-
-mcp_servers:
-  zapier_server:
-    url: "https://actions.zapier.com/mcp/sk-xxxxx/sse"
-```
-
-#### 3. Start the proxy
-
-```shell
-$ litellm --config /path/to/config.yaml 
-```
-
-When MCP tools are called, your custom hook will:
-1. Calculate costs based on your custom logic
-2. Modify the response if needed
-3. Track costs in LiteLLM's logging system
-
-## MCP Guardrails
-
-LiteLLM supports applying guardrails to MCP tool calls to ensure security and compliance. You can configure guardrails to run before or during MCP calls to validate inputs and block or mask sensitive information.
-
-### Supported MCP Guardrail Modes
-
-MCP guardrails support the following modes:
-
-- `pre_mcp_call`: Run **before** MCP call, on **input**. Use this mode when you want to apply validation/masking/blocking for MCP requests
-- `during_mcp_call`: Run **during** MCP call execution. Use this mode for real-time monitoring and intervention
-
-### Configuration Examples
-
-Configure guardrails to run before MCP tool calls to validate and sanitize inputs:
-
-```yaml title="config.yaml" showLineNumbers
-guardrails:
-  - guardrail_name: "mcp-input-validation"
-    litellm_params:
-      guardrail: presidio  # or other supported guardrails
-      mode: "pre_mcp_call" # or during_mcp_call
-      pii_entities_config:
-        CREDIT_CARD: "BLOCK"  # Will block requests containing credit card numbers
-        EMAIL_ADDRESS: "MASK"  # Will mask email addresses
-        PHONE_NUMBER: "MASK"   # Will mask phone numbers
-      default_on: true
-```
-
-
-### Usage Examples
-
-#### Testing Pre-MCP Call Guardrails
-
-Test your MCP guardrails with a request that includes sensitive information:
-
-```bash title="Test MCP Guardrail" showLineNumbers
-curl http://localhost:4000/chat/completions \
-  -H "Content-Type: application/json" \
-  -H "Authorization: Bearer sk-1234" \
-  -d '{
-    "model": "gpt-3.5-turbo",
-    "messages": [
-      {"role": "user", "content": "My credit card is 4111-1111-1111-1111 and my email is john@example.com"}
-    ],
-    "guardrails": ["mcp-input-validation"]
-  }'
-```
-
-The request will be processed as follows:
-1. Credit card number will be blocked (request rejected)
-2. Email address will be masked (e.g., replaced with `<EMAIL_ADDRESS>`)
-
-#### Using with MCP Tools
-
-When using MCP tools, guardrails will be applied to the tool inputs:
-
-```python title="Python Example with MCP Guardrails" showLineNumbers
-import openai
-
-client = openai.OpenAI(
-    api_key="your-api-key",
-    base_url="http://localhost:4000"
-)
-
-# This request will trigger MCP guardrails
-response = client.chat.completions.create(
-    model="gpt-3.5-turbo",
-    messages=[
-        {"role": "user", "content": "Send an email to 555-123-4567 with my SSN 123-45-6789"}
-    ],
-    tools=[{"type": "mcp", "server_label": "litellm", "server_url": "litellm_proxy"}],
-    guardrails=["mcp-input-validation"]
-)
-```
-
-### Supported Guardrail Providers
-
-MCP guardrails work with all LiteLLM-supported guardrail providers:
-
-- **Presidio**: PII detection and masking
-- **Bedrock**: AWS Bedrock guardrails
-- **Lakera**: Content moderation
-- **Aporia**: Custom guardrails
-- **Custom**: Your own guardrail implementations
-
-## MCP Permission Management
-
-LiteLLM supports managing permissions for MCP Servers by Keys, Teams, Organizations (entities) on LiteLLM. When a MCP client attempts to list tools, LiteLLM will only return the tools the entity has permissions to access.
-
-When Creating a Key, Team, or Organization, you can select the allowed MCP Servers that the entity has access to.
-
-<Image 
-  img={require('../img/mcp_key.png')}
-  style={{width: '80%', display: 'block', margin: '0'}}
-/>
-
-
 ## LiteLLM Proxy - Walk through MCP Gateway
 LiteLLM exposes an MCP Gateway for admins to add all their MCP servers to LiteLLM. The key benefits of using LiteLLM Proxy with MCP are:
 
diff --git a/docs/my-website/docs/mcp_control.md b/docs/my-website/docs/mcp_control.md
new file mode 100644
index 00000000000..484cb13708c
--- /dev/null
+++ b/docs/my-website/docs/mcp_control.md
@@ -0,0 +1,45 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import Image from '@theme/IdealImage';
+
+# MCP Permission Management
+
+Control which MCP servers and tools can be accessed by specific keys, teams, or organizations in LiteLLM. When a client attempts to list or call tools, LiteLLM enforces access controls based on configured permissions.
+
+## Overview
+
+LiteLLM provides fine-grained permission management for MCP servers, allowing you to:
+
+- **Restrict MCP access by entity**: Control which keys, teams, or organizations can access specific MCP servers
+- **Tool-level filtering**: Automatically filter available tools based on entity permissions
+- **Centralized control**: Manage all MCP permissions from the LiteLLM Admin UI or API
+
+This ensures that only authorized entities can discover and use MCP tools, providing an additional security layer for your MCP infrastructure.
+
+:::info Related Documentation
+- [MCP Overview](./mcp.md) - Learn about MCP in LiteLLM
+- [MCP Cost Tracking](./mcp_cost.md) - Track costs for MCP tool calls
+- [MCP Guardrails](./mcp_guardrail.md) - Apply security guardrails to MCP calls
+- [Using MCP](./mcp_usage.md) - How to use MCP with LiteLLM
+:::
+
+## How It Works
+
+LiteLLM supports managing permissions for MCP Servers by Keys, Teams, Organizations (entities) on LiteLLM. When a MCP client attempts to list tools, LiteLLM will only return the tools the entity has permissions to access.
+
+When Creating a Key, Team, or Organization, you can select the allowed MCP Servers that the entity has access to.
+
+<Image 
+  img={require('../img/mcp_key.png')}
+  style={{width: '80%', display: 'block', margin: '0'}}
+/>
+
+
+## Set Allowed Tools for a Key, Team, or Organization
+
+Control which tools different teams can access from the same MCP server. For example, give your Engineering team access to `list_repositories`, `create_issue`, and `search_code`, while Sales only gets `search_code` and `close_issue`.
+
+
+This video shows how to set allowed tools for a Key, Team, or Organization.
+
+<iframe width="840" height="500" src="https://www.loom.com/embed/7464d444c3324078892367272fe50745" frameborder="0" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>
diff --git a/docs/my-website/docs/mcp_cost.md b/docs/my-website/docs/mcp_cost.md
new file mode 100644
index 00000000000..4f5d65fe019
--- /dev/null
+++ b/docs/my-website/docs/mcp_cost.md
@@ -0,0 +1,121 @@
+
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import Image from '@theme/IdealImage';
+
+# MCP Cost Tracking
+
+LiteLLM provides two ways to track costs for MCP tool calls:
+
+| Method | When to Use | What It Does |
+|--------|-------------|--------------|
+| **Config-based Cost Tracking** | Simple cost tracking with fixed costs per tool/server | Automatically tracks costs based on configuration |
+| **Custom Post-MCP Hook** | Dynamic cost tracking with custom logic | Allows custom cost calculations and response modifications |
+
+### Config-based Cost Tracking
+
+Configure fixed costs for MCP servers directly in your config.yaml:
+
+```yaml title="config.yaml" showLineNumbers
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: openai/gpt-4o
+      api_key: sk-xxxxxxx
+
+mcp_servers:
+  zapier_server:
+    url: "https://actions.zapier.com/mcp/sk-xxxxx/sse"
+    mcp_info:
+      mcp_server_cost_info:
+        # Default cost for all tools in this server
+        default_cost_per_query: 0.01
+        # Custom cost for specific tools
+        tool_name_to_cost_per_query:
+          send_email: 0.05
+          create_document: 0.03
+          
+  expensive_api_server:
+    url: "https://api.expensive-service.com/mcp"
+    mcp_info:
+      mcp_server_cost_info:
+        default_cost_per_query: 1.50
+```
+
+### Custom Post-MCP Hook
+
+Use this when you need dynamic cost calculation or want to modify the MCP response before it's returned to the user.
+
+#### 1. Create a custom MCP hook file
+
+```python title="custom_mcp_hook.py" showLineNumbers
+from typing import Optional
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.types.mcp import MCPPostCallResponseObject
+
+
+class CustomMCPCostTracker(CustomLogger):
+    """
+    Custom handler for MCP cost tracking and response modification
+    """
+    
+    async def async_post_mcp_tool_call_hook(
+        self, 
+        kwargs, 
+        response_obj: MCPPostCallResponseObject, 
+        start_time, 
+        end_time
+    ) -> Optional[MCPPostCallResponseObject]:
+        """
+        Called after each MCP tool call. 
+        Modify costs and response before returning to user.
+        """
+        
+        # Extract tool information from kwargs
+        tool_name = kwargs.get("name", "")
+        server_name = kwargs.get("server_name", "")
+        
+        # Calculate custom cost based on your logic
+        custom_cost = 42.00
+        
+        # Set the response cost
+        response_obj.hidden_params.response_cost = custom_cost
+        
+  
+      
+        return response_obj
+    
+
+# Create instance for LiteLLM to use
+custom_mcp_cost_tracker = CustomMCPCostTracker()
+```
+
+#### 2. Configure in config.yaml
+
+```yaml title="config.yaml" showLineNumbers
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: openai/gpt-4o
+      api_key: sk-xxxxxxx
+
+# Add your custom MCP hook
+callbacks:
+  - custom_mcp_hook.custom_mcp_cost_tracker
+
+mcp_servers:
+  zapier_server:
+    url: "https://actions.zapier.com/mcp/sk-xxxxx/sse"
+```
+
+#### 3. Start the proxy
+
+```shell
+$ litellm --config /path/to/config.yaml 
+```
+
+When MCP tools are called, your custom hook will:
+1. Calculate costs based on your custom logic
+2. Modify the response if needed
+3. Track costs in LiteLLM's logging system
+
diff --git a/docs/my-website/docs/mcp_guardrail.md b/docs/my-website/docs/mcp_guardrail.md
new file mode 100644
index 00000000000..f71ea2fe5ef
--- /dev/null
+++ b/docs/my-website/docs/mcp_guardrail.md
@@ -0,0 +1,88 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import Image from '@theme/IdealImage';
+
+# MCP Guardrails
+
+LiteLLM supports applying guardrails to MCP tool calls to ensure security and compliance. You can configure guardrails to run before or during MCP calls to validate inputs and block or mask sensitive information.
+
+### Supported MCP Guardrail Modes
+
+MCP guardrails support the following modes:
+
+- `pre_mcp_call`: Run **before** MCP call, on **input**. Use this mode when you want to apply validation/masking/blocking for MCP requests
+- `during_mcp_call`: Run **during** MCP call execution. Use this mode for real-time monitoring and intervention
+
+### Configuration Examples
+
+Configure guardrails to run before MCP tool calls to validate and sanitize inputs:
+
+```yaml title="config.yaml" showLineNumbers
+guardrails:
+  - guardrail_name: "mcp-input-validation"
+    litellm_params:
+      guardrail: presidio  # or other supported guardrails
+      mode: "pre_mcp_call" # or during_mcp_call
+      pii_entities_config:
+        CREDIT_CARD: "BLOCK"  # Will block requests containing credit card numbers
+        EMAIL_ADDRESS: "MASK"  # Will mask email addresses
+        PHONE_NUMBER: "MASK"   # Will mask phone numbers
+      default_on: true
+```
+
+
+### Usage Examples
+
+#### Testing Pre-MCP Call Guardrails
+
+Test your MCP guardrails with a request that includes sensitive information:
+
+```bash title="Test MCP Guardrail" showLineNumbers
+curl http://localhost:4000/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gpt-3.5-turbo",
+    "messages": [
+      {"role": "user", "content": "My credit card is 4111-1111-1111-1111 and my email is john@example.com"}
+    ],
+    "guardrails": ["mcp-input-validation"]
+  }'
+```
+
+The request will be processed as follows:
+1. Credit card number will be blocked (request rejected)
+2. Email address will be masked (e.g., replaced with `<EMAIL_ADDRESS>`)
+
+#### Using with MCP Tools
+
+When using MCP tools, guardrails will be applied to the tool inputs:
+
+```python title="Python Example with MCP Guardrails" showLineNumbers
+import openai
+
+client = openai.OpenAI(
+    api_key="your-api-key",
+    base_url="http://localhost:4000"
+)
+
+# This request will trigger MCP guardrails
+response = client.chat.completions.create(
+    model="gpt-3.5-turbo",
+    messages=[
+        {"role": "user", "content": "Send an email to 555-123-4567 with my SSN 123-45-6789"}
+    ],
+    tools=[{"type": "mcp", "server_label": "litellm", "server_url": "litellm_proxy"}],
+    guardrails=["mcp-input-validation"]
+)
+```
+
+### Supported Guardrail Providers
+
+MCP guardrails work with all LiteLLM-supported guardrail providers:
+
+- **Presidio**: PII detection and masking
+- **Bedrock**: AWS Bedrock guardrails
+- **Lakera**: Content moderation
+- **Aporia**: Custom guardrails
+- **Custom**: Your own guardrail implementations
\ No newline at end of file
diff --git a/docs/my-website/docs/mcp_usage.md b/docs/my-website/docs/mcp_usage.md
new file mode 100644
index 00000000000..ef9d8a5ed1b
--- /dev/null
+++ b/docs/my-website/docs/mcp_usage.md
@@ -0,0 +1,209 @@
+
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import Image from '@theme/IdealImage';
+
+# Using your MCP
+
+This document covers how to use LiteLLM as an MCP Gateway. You can see how to use it with Responses API, Cursor IDE, and OpenAI SDK.
+
+### Use on LiteLLM UI 
+
+Follow this walkthrough to use your MCP on LiteLLM UI
+
+<iframe width="840" height="500" src="https://www.loom.com/embed/57e0763267254bc79dbe6658d0b8758c" frameborder="0" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>
+
+### Use with Responses API
+
+Replace `http://localhost:4000` with your LiteLLM Proxy base URL.
+
+Demo Video Using Responses API with LiteLLM Proxy: [Demo video here](https://www.loom.com/share/34587e618c5c47c0b0d67b4e4d02718f?sid=2caf3d45-ead4-4490-bcc1-8d6dd6041c02)
+
+
+<Tabs>
+<TabItem value="curl" label="cURL">
+
+```bash title="cURL Example" showLineNumbers
+curl --location 'http://localhost:4000/v1/responses' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer sk-1234" \
+--data '{
+    "model": "gpt-5",
+    "input": [
+    {
+      "role": "user",
+      "content": "give me TLDR of what BerriAI/litellm repo is about",
+      "type": "message"
+    }
+  ],
+    "tools": [
+        {
+            "type": "mcp",
+            "server_label": "litellm",
+            "server_url": "litellm_proxy",
+            "require_approval": "never"
+        }
+    ],
+    "stream": true,
+    "tool_choice": "required"
+}'
+```
+
+</TabItem>
+<TabItem value="python" label="Python SDK">
+
+```python title="Python SDK Example" showLineNumbers
+"""
+Use LiteLLM Proxy MCP Gateway to call MCP tools.
+
+When using LiteLLM Proxy, you can use the same MCP tools across all your LLM providers.
+"""
+import openai
+
+client = openai.OpenAI(
+    api_key="sk-1234", # paste your litellm proxy api key here
+    base_url="http://localhost:4000" # paste your litellm proxy base url here
+)
+print("Making API request to Responses API with MCP tools")
+
+response = client.responses.create(
+    model="gpt-5",
+    input=[
+        {
+            "role": "user",
+            "content": "give me TLDR of what BerriAI/litellm repo is about",
+            "type": "message"
+        }
+    ],
+    tools=[
+        {
+            "type": "mcp",
+            "server_label": "litellm",
+            "server_url": "litellm_proxy",
+            "require_approval": "never"
+        }
+    ],
+    stream=True,
+    tool_choice="required"
+)
+
+for chunk in response:
+    print("response chunk: ", chunk)
+```
+
+</TabItem>
+</Tabs>
+
+#### Specifying MCP Tools
+
+You can specify which MCP tools are available by using the `allowed_tools` parameter. This allows you to restrict access to specific tools within an MCP server.
+
+To get the list of allowed tools when using LiteLLM MCP Gateway, you can naigate to the LiteLLM UI on MCP Servers > MCP Tools > Click the Tool > Copy Tool Name.
+
+<Tabs>
+<TabItem value="curl" label="cURL">
+
+```bash title="cURL Example with allowed_tools" showLineNumbers
+curl --location 'http://localhost:4000/v1/responses' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer sk-1234" \
+--data '{
+    "model": "gpt-5",
+    "input": [
+    {
+      "role": "user",
+      "content": "give me TLDR of what BerriAI/litellm repo is about",
+      "type": "message"
+    }
+  ],
+    "tools": [
+        {
+            "type": "mcp",
+            "server_label": "litellm",
+            "server_url": "litellm_proxy/mcp",
+            "require_approval": "never",
+            "allowed_tools": ["GitMCP-fetch_litellm_documentation"]
+        }
+    ],
+    "stream": true,
+    "tool_choice": "required"
+}'
+```
+
+</TabItem>
+<TabItem value="python" label="Python SDK">
+
+```python title="Python SDK Example with allowed_tools" showLineNumbers
+import openai
+
+client = openai.OpenAI(
+    api_key="sk-1234",
+    base_url="http://localhost:4000"
+)
+
+response = client.responses.create(
+    model="gpt-5",
+    input=[
+        {
+            "role": "user",
+            "content": "give me TLDR of what BerriAI/litellm repo is about",
+            "type": "message"
+        }
+    ],
+    tools=[
+        {
+            "type": "mcp",
+            "server_label": "litellm",
+            "server_url": "litellm_proxy/mcp",
+            "require_approval": "never",
+            "allowed_tools": ["GitMCP-fetch_litellm_documentation"]
+        }
+    ],
+    stream=True,
+    tool_choice="required"
+)
+
+print(response)
+```
+
+</TabItem>
+</Tabs>
+
+### Use with Cursor IDE
+
+Use tools directly from Cursor IDE with LiteLLM MCP:
+
+**Setup Instructions:**
+
+1. **Open Cursor Settings**: Use `⇧+⌘+J` (Mac) or `Ctrl+Shift+J` (Windows/Linux)
+2. **Navigate to MCP Tools**: Go to the "MCP Tools" tab and click "New MCP Server"
+3. **Add Configuration**: Copy and paste the JSON configuration below, then save with `Cmd+S` or `Ctrl+S`
+
+```json title="Basic Cursor MCP Configuration" showLineNumbers
+{
+  "mcpServers": {
+    "LiteLLM": {
+      "url": "litellm_proxy",
+      "headers": {
+        "x-litellm-api-key": "Bearer $LITELLM_API_KEY"
+      }
+    }
+  }
+}
+```
+
+#### How it works when server_url="litellm_proxy"
+
+When server_url="litellm_proxy", LiteLLM bridges non-MCP providers to your MCP tools.
+
+- Tool Discovery: LiteLLM fetches MCP tools and converts them to OpenAI-compatible definitions
+- LLM Call: Tools are sent to the LLM with your input; LLM selects which tools to call
+- Tool Execution: LiteLLM automatically parses arguments, routes calls to MCP servers, executes tools, and retrieves results
+- Response Integration: Tool results are sent back to LLM for final response generation
+- Output: Complete response combining LLM reasoning with tool execution results
+
+This enables MCP tool usage with any LiteLLM-supported provider, regardless of native MCP support.
+
+#### Auto-execution for require_approval: "never"
+
+Setting require_approval: "never" triggers automatic tool execution, returning the final response in a single API call without additional user interaction.
diff --git a/docs/my-website/docs/providers/bedrock_embedding.md b/docs/my-website/docs/providers/bedrock_embedding.md
index 69c5f3c86ec..cd492084711 100644
--- a/docs/my-website/docs/providers/bedrock_embedding.md
+++ b/docs/my-website/docs/providers/bedrock_embedding.md
@@ -265,6 +265,7 @@ print(response)
 | TwelveLabs Marengo Embed 2.7 | `embedding(model="bedrock/us.twelvelabs.marengo-embed-2-7-v1:0", input=input)` | Supports multimodal input (text, video, audio, image) |
 | Cohere Embeddings - English | `embedding(model="bedrock/cohere.embed-english-v3", input=input)` | [here](https://github.com/BerriAI/litellm/blob/f5905e100068e7a4d61441d7453d7cf5609c2121/litellm/llms/bedrock/embed/cohere_transformation.py#L18)
 | Cohere Embeddings - Multilingual | `embedding(model="bedrock/cohere.embed-multilingual-v3", input=input)` | [here](https://github.com/BerriAI/litellm/blob/f5905e100068e7a4d61441d7453d7cf5609c2121/litellm/llms/bedrock/embed/cohere_transformation.py#L18)
+| Cohere Embed v4 | `embedding(model="bedrock/cohere.embed-v4:0", input=input)` | Supports text and image input, configurable dimensions (256, 512, 1024, 1536), 128k context length |
 
 ### Advanced - [Drop Unsupported Params](https://docs.litellm.ai/docs/completion/drop_params#openai-proxy-usage)
 
diff --git a/docs/my-website/docs/providers/openai/responses_api.md b/docs/my-website/docs/providers/openai/responses_api.md
index e96a2f95225..8d91ca674b7 100644
--- a/docs/my-website/docs/providers/openai/responses_api.md
+++ b/docs/my-website/docs/providers/openai/responses_api.md
@@ -37,6 +37,29 @@ for event in response:
     print(event)
 ```
 
+#### Image Generation with Streaming
+```python showLineNumbers title="OpenAI Streaming Image Generation"
+import litellm
+import base64
+
+# Streaming image generation with partial images
+stream = litellm.responses(
+    model="gpt-4.1",  # Use an actual image generation model
+    input="Generate a gorgeous image of a river made of white owl feathers",
+    stream=True,
+    tools=[{"type": "image_generation", "partial_images": 2}],
+
+)
+
+for event in stream:
+    if event.type == "response.image_generation_call.partial_image":
+        idx = event.partial_image_index
+        image_base64 = event.partial_image_b64
+        image_bytes = base64.b64decode(image_base64)
+        with open(f"river{idx}.png", "wb") as f:
+            f.write(image_bytes)
+```
+
 #### GET a Response
 ```python showLineNumbers title="Get Response by ID"
 import litellm
@@ -150,6 +173,33 @@ for event in response:
     print(event)
 ```
 
+#### Image Generation with Streaming
+```python showLineNumbers title="OpenAI Proxy Streaming Image Generation"
+from openai import OpenAI
+import base64
+
+# Initialize client with your proxy URL
+client = OpenAI(api_key="sk-1234", base_url="http://localhost:4000")
+
+stream = client.responses.create(
+    model="gpt-4.1",
+    input="Draw a gorgeous image of a river made of white owl feathers, snaking its way through a serene winter landscape",
+    stream=True,
+    tools=[{"type": "image_generation", "partial_images": 2}],
+)
+
+
+for event in stream:
+    print(f"event: {event}")
+    if event.type == "response.image_generation_call.partial_image":
+        idx = event.partial_image_index
+        image_base64 = event.partial_image_b64
+        image_bytes = base64.b64decode(image_base64)
+        with open(f"river{idx}.png", "wb") as f:
+            f.write(image_bytes)
+
+```
+
 #### GET a Response
 ```python showLineNumbers title="Get Response by ID with OpenAI SDK"
 from openai import OpenAI
diff --git a/docs/my-website/docs/proxy/admin_ui_sso.md b/docs/my-website/docs/proxy/admin_ui_sso.md
index 32bf97410cb..bd18dd9c690 100644
--- a/docs/my-website/docs/proxy/admin_ui_sso.md
+++ b/docs/my-website/docs/proxy/admin_ui_sso.md
@@ -81,6 +81,23 @@ MICROSOFT_TENANT="5a39737
     http://localhost:4000/sso/callback
     ```
 
+**Using App Roles for User Permissions**
+
+You can assign user roles directly from Entra ID using App Roles. LiteLLM will automatically read the app roles from the JWT token and assign the corresponding role to the user.
+
+Supported roles:
+- `proxy_admin` - Admin over the platform
+- `proxy_admin_viewer` - Can login, view all keys, view all spend (read-only)
+- `internal_user` - Normal user. Can login, view spend and depending on team-member permissions - view/create/delete their own keys.
+
+
+To set up app roles:
+1. Navigate to your App Registration on https://portal.azure.com/
+2. Go to "App roles" and create a new app role
+3. Use one of the supported role names above (e.g., `proxy_admin`)
+4. Assign users to these roles in your Enterprise Application
+5. When users sign in via SSO, LiteLLM will automatically assign them the corresponding role
+
 </TabItem>
 
 <TabItem value="Generic" label="Generic SSO Provider">
diff --git a/docs/my-website/docs/proxy/caching.md b/docs/my-website/docs/proxy/caching.md
index 617609cf08a..9cfd796d90f 100644
--- a/docs/my-website/docs/proxy/caching.md
+++ b/docs/my-website/docs/proxy/caching.md
@@ -278,6 +278,8 @@ Set either `REDIS_URL` or the `REDIS_HOST` in your os environment, to enable cac
   REDIS_HOST = ""       # REDIS_HOST='redis-18841.c274.us-east-1-3.ec2.cloud.redislabs.com'
   REDIS_PORT = ""       # REDIS_PORT='18841'
   REDIS_PASSWORD = ""   # REDIS_PASSWORD='liteLlmIsAmazing'
+  REDIS_USERNAME = ""   # REDIS_USERNAME='my-redis-username' [OPTIONAL] if your redis server requires a username
+  REDIS_SSL = "True"    # REDIS_SSL='True' to enable SSL by default is False
   ```
 
 **Additional kwargs**  
diff --git a/docs/my-website/docs/proxy/dynamic_rate_limit.md b/docs/my-website/docs/proxy/dynamic_rate_limit.md
index b3aed6a359e..06d49dfaf0f 100644
--- a/docs/my-website/docs/proxy/dynamic_rate_limit.md
+++ b/docs/my-website/docs/proxy/dynamic_rate_limit.md
@@ -141,6 +141,7 @@ litellm_settings:
     "dev": 0.1   # 10% reserved for development (1 RPM)
   priority_reservation_settings:
     default_priority: 0  # Weight (0%) assigned to keys without explicit priority metadata
+    saturation_threshold: 0.50 #  A model is saturated if it has hit 50% of its RPM limit
 
 general_settings:
   master_key: sk-1234 # OR set `LITELLM_MASTER_KEY=".."` in your .env
@@ -156,6 +157,8 @@ general_settings:
 
 `priority_reservation_settings`: Object (Optional)
 - **default_priority (float)**: Weight/percentage (0.0 to 1.0) assigned to API keys that have no priority metadata set (defaults to 0.5)
+- **saturation_threshold (float)**: Saturation level (0.0 to 1.0) at which strict priority enforcement begins for a model. Saturation is calculated as `max(current_rpm/max_rpm, current_tpm/max_tpm)`. Below this threshold, generous mode allows priority borrowing from unused capacity. Above this threshold, strict mode enforces normalized priority limits.
+  - Example: When model usage is low, keys can use more than their allocated share. When model usage is high, keys are strictly limited to their allocated share.
 
 **Start Proxy**
 
diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md
index 8bb10bbe36a..80bd2ba6f7b 100644
--- a/docs/my-website/docs/response_api.md
+++ b/docs/my-website/docs/response_api.md
@@ -14,6 +14,7 @@ Requests to /chat/completions may be bridged here automatically when the provide
 | Logging | ✅ | Works across all integrations |
 | End-user Tracking | ✅ | |
 | Streaming | ✅ | |
+| Image Generation Streaming | ✅ | Progressive image generation with partial images (1-3) |
 | Fallbacks | ✅ | Works between supported models |
 | Loadbalancing | ✅ | Works between supported models |
 | Supported operations | Create a response, Get a response, Delete a response | |
@@ -56,6 +57,29 @@ for event in response:
     print(event)
 ```
 
+#### Image Generation with Streaming
+```python showLineNumbers title="OpenAI Streaming Image Generation"
+import litellm
+import base64
+
+# Streaming image generation with partial images
+stream = litellm.responses(
+    model="gpt-4.1",  # Use an actual image generation model
+    input="Generate a gorgeous image of a river made of white owl feathers",
+    stream=True,
+    tools=[{"type": "image_generation", "partial_images": 2}],
+
+)
+
+for event in stream:
+    if event.type == "response.image_generation_call.partial_image":
+        idx = event.partial_image_index
+        image_base64 = event.partial_image_b64
+        image_bytes = base64.b64decode(image_base64)
+        with open(f"river{idx}.png", "wb") as f:
+            f.write(image_bytes)
+```
+
 #### GET a Response
 ```python showLineNumbers title="Get Response by ID"
 import litellm
@@ -380,6 +404,32 @@ for event in response:
     print(event)
 ```
 
+#### Image Generation with Streaming
+```python showLineNumbers title="OpenAI Proxy Streaming Image Generation"
+from openai import OpenAI
+import base64
+
+client = OpenAI(api_key="sk-1234", base_url="http://localhost:4000")
+
+stream = client.responses.create(
+    model="gpt-4.1",
+    input="Draw a gorgeous image of a river made of white owl feathers, snaking its way through a serene winter landscape",
+    stream=True,
+    tools=[{"type": "image_generation", "partial_images": 2}],
+)
+
+
+for event in stream:
+    print(f"event: {event}")
+    if event.type == "response.image_generation_call.partial_image":
+        idx = event.partial_image_index
+        image_base64 = event.partial_image_b64
+        image_bytes = base64.b64decode(image_base64)
+        with open(f"river{idx}.png", "wb") as f:
+            f.write(image_bytes)
+
+```
+
 #### GET a Response
 ```python showLineNumbers title="Get Response by ID with OpenAI SDK"
 from openai import OpenAI
diff --git a/docs/my-website/docs/tutorials/msft_sso.md b/docs/my-website/docs/tutorials/msft_sso.md
index f7ad6440f2e..2936f27297f 100644
--- a/docs/my-website/docs/tutorials/msft_sso.md
+++ b/docs/my-website/docs/tutorials/msft_sso.md
@@ -140,6 +140,54 @@ litellm_settings:
 <Image img={require('../../img/msft_default_settings.png')}  style={{ width: '900px', height: 'auto' }} />
 
 
+## 4. Using Entra ID App Roles for User Permissions
+
+You can assign user roles directly from Entra ID using App Roles. LiteLLM will automatically read the app roles from the JWT token during SSO sign-in and assign the corresponding role to the user.
+
+### 4.1 Supported Roles
+
+LiteLLM supports the following app roles (case-insensitive):
+
+- `proxy_admin` - Admin over the entire LiteLLM platform
+- `proxy_admin_viewer` - Read-only admin access (can view all keys and spend)
+- `org_admin` - Admin over a specific organization (can create teams and users within their org)
+- `internal_user` - Standard user (can create/view/delete their own keys and view their own spend)
+
+### 4.2 Create App Roles in Entra ID
+
+1. Navigate to your App Registration on https://portal.azure.com/
+2. Go to **App roles** > **Create app role**
+
+3. Configure the app role:
+   - **Display name**: Proxy Admin (or your preferred display name)
+   - **Value**: `proxy_admin` (use one of the supported role values above)
+   - **Description**: Administrator access to LiteLLM proxy
+   - **Allowed member types**: Users/Groups
+
+
+4. Click **Apply** to save the role
+
+### 4.3 Assign Users to App Roles
+
+1. Navigate to **Enterprise Applications** on https://portal.azure.com/
+2. Select your LiteLLM application
+3. Go to **Users and groups** > **Add user/group**
+4. Select the user and assign them to one of the app roles you created
+
+
+### 4.4 Test the Role Assignment
+
+1. Sign in to LiteLLM UI via SSO as a user with an assigned app role
+2. LiteLLM will automatically extract the app role from the JWT token
+3. The user will be assigned the corresponding LiteLLM role in the database
+4. The user's permissions will reflect their assigned role
+
+**How it works:**
+- When a user signs in via Microsoft SSO, LiteLLM extracts the `roles` claim from the JWT `id_token`
+- If any of the roles match a valid LiteLLM role (case-insensitive), that role is assigned to the user
+- If multiple roles are present, LiteLLM uses the first valid role it finds
+- This role assignment persists in the LiteLLM database and determines the user's access level
+
 ## Video Walkthrough
 
 This walks through setting up sso auto-add for **Microsoft Entra ID**
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 095752f02cf..10d46c38599 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -333,7 +333,17 @@ const sidebars = {
             "image_variations",
           ]
         },
-        "mcp",
+        {
+          type: "category",
+          label: "/mcp - Model Context Protocol",
+          items: [
+            "mcp",
+            "mcp_usage",
+            "mcp_control",
+            "mcp_cost",
+            "mcp_guardrail",
+          ]
+        },
         "moderation",
         {
           type: "category",
@@ -529,16 +539,10 @@ const sidebars = {
       type: "category",
       label: "Guides",
       items: [
-        {
-          type: "category",
-          label: "Tools",
-          items: [
-            "completion/computer_use",
-            "completion/web_search",
-            "completion/web_fetch",
-            "completion/function_call",
-          ]
-        },
+        "completion/computer_use",
+        "completion/web_search",
+        "completion/web_fetch",
+        "completion/function_call",
         "completion/audio",
         "completion/document_understanding",
         "completion/drop_params",
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 60cf327c26f..e461c88efd6 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1190,6 +1190,9 @@ from .llms.azure.responses.transformation import AzureOpenAIResponsesAPIConfig
 from .llms.azure.responses.o_series_transformation import (
     AzureOpenAIOSeriesResponsesAPIConfig,
 )
+from .llms.litellm_proxy.responses.transformation import (
+    LiteLLMProxyResponsesAPIConfig,
+)
 from .llms.openai.chat.o_series_transformation import (
     OpenAIOSeriesConfig as OpenAIO1Config,  # maintain backwards compatibility
     OpenAIOSeriesConfig,
diff --git a/litellm/_redis.py b/litellm/_redis.py
index bcb305985fc..e6ac323ff5a 100644
--- a/litellm/_redis.py
+++ b/litellm/_redis.py
@@ -177,14 +177,21 @@ def get_redis_url_from_environment():
         raise ValueError(
             "Either 'REDIS_URL' or both 'REDIS_HOST' and 'REDIS_PORT' must be specified for Redis."
         )
-
-    if "REDIS_PASSWORD" in os.environ:
-        redis_password = f":{os.environ['REDIS_PASSWORD']}@"
+    
+    if "REDIS_SSL" in os.environ and os.environ["REDIS_SSL"].lower() == "true":
+        redis_protocol = "rediss"
     else:
-        redis_password = ""
-
+        redis_protocol = "redis"
+    
+    # Build authentication part of URL
+    auth_part = ""
+    if "REDIS_USERNAME" in os.environ and "REDIS_PASSWORD" in os.environ:
+        auth_part = f"{os.environ['REDIS_USERNAME']}:{os.environ['REDIS_PASSWORD']}@"
+    elif "REDIS_PASSWORD" in os.environ:
+        auth_part = f"{os.environ['REDIS_PASSWORD']}@"
+    
     return (
-        f"redis://{redis_password}{os.environ['REDIS_HOST']}:{os.environ['REDIS_PORT']}"
+        f"{redis_protocol}://{auth_part}{os.environ['REDIS_HOST']}:{os.environ['REDIS_PORT']}"
     )
 
 
diff --git a/litellm/caching/caching_handler.py b/litellm/caching/caching_handler.py
index 17cd50f75aa..6bbc3231224 100644
--- a/litellm/caching/caching_handler.py
+++ b/litellm/caching/caching_handler.py
@@ -14,10 +14,10 @@ It utilizes the (RedisCache, s3Cache, RedisSemanticCache, QdrantSemanticCache, I
 In each method it will call the appropriate method from caching.py
 """
 
-import time
 import asyncio
 import datetime
 import inspect
+import time
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -62,12 +62,10 @@ else:
     LiteLLMLoggingObj = Any
 
 
-from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
-
-
 from litellm.litellm_core_utils.core_helpers import (
-_get_parent_otel_span_from_kwargs,
+    _get_parent_otel_span_from_kwargs,
 )
+from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
 
 
 class CachingHandlerResponse(BaseModel):
@@ -214,9 +212,7 @@ class LLMCachingHandler:
                             end_time=end_time,
                             cache_hit=cache_hit,
                         )
-                    cache_key = litellm.cache._get_preset_cache_key_from_kwargs(
-                        **kwargs
-                    )
+                    cache_key = litellm.cache.get_cache_key(**kwargs)
                     if (
                         isinstance(cached_result, BaseModel)
                         or isinstance(cached_result, CustomStreamWrapper)
@@ -330,9 +326,7 @@ class LLMCachingHandler:
                         end_time=end_time,
                         cache_hit=cache_hit
                     )
-                    cache_key = litellm.cache._get_preset_cache_key_from_kwargs(
-                        **kwargs
-                    )
+                    cache_key = litellm.cache.get_cache_key(**kwargs)
                     if (
                         isinstance(cached_result, BaseModel)
                         or isinstance(cached_result, CustomStreamWrapper)
diff --git a/litellm/constants.py b/litellm/constants.py
index 3ff9a4b6fb0..7fe0e69a41f 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -871,6 +871,7 @@ bedrock_embedding_models: set = set(
         "amazon.titan-embed-text-v1",
         "cohere.embed-english-v3",
         "cohere.embed-multilingual-v3",
+        "cohere.embed-v4:0",
         "twelvelabs.marengo-embed-2-7-v1:0",
     ]
 )
diff --git a/litellm/files/main.py b/litellm/files/main.py
index 18be2c702bf..144b9291327 100644
--- a/litellm/files/main.py
+++ b/litellm/files/main.py
@@ -268,6 +268,7 @@ def create_file(
         raise e
 
 
+@client
 async def afile_retrieve(
     file_id: str,
     custom_llm_provider: Literal["openai", "azure"] = "openai",
@@ -308,6 +309,7 @@ async def afile_retrieve(
         raise e
 
 
+@client
 def file_retrieve(
     file_id: str,
     custom_llm_provider: Literal["openai", "azure"] = "openai",
@@ -422,6 +424,7 @@ def file_retrieve(
 
 
 # Delete file
+@client
 async def afile_delete(
     file_id: str,
     custom_llm_provider: Literal["openai", "azure"] = "openai",
@@ -462,6 +465,7 @@ async def afile_delete(
         raise e
 
 
+@client
 def file_delete(
     file_id: str,
     custom_llm_provider: Literal["openai", "azure"] = "openai",
@@ -577,6 +581,7 @@ def file_delete(
 
 
 # List files
+@client
 async def afile_list(
     custom_llm_provider: Literal["openai", "azure"] = "openai",
     purpose: Optional[str] = None,
@@ -617,6 +622,7 @@ async def afile_list(
         raise e
 
 
+@client
 def file_list(
     custom_llm_provider: Literal["openai", "azure"] = "openai",
     purpose: Optional[str] = None,
@@ -729,6 +735,7 @@ def file_list(
         raise e
 
 
+@client
 async def afile_content(
     file_id: str,
     custom_llm_provider: Literal["openai", "azure", "vertex_ai"] = "openai",
@@ -771,6 +778,7 @@ async def afile_content(
         raise e
 
 
+@client
 def file_content(
     file_id: str,
     model: Optional[str] = None,
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 696c67c44d7..eafcab88557 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -81,12 +81,12 @@ from litellm.types.llms.openai import (
 )
 from litellm.types.mcp import MCPPostCallResponseObject
 from litellm.types.rerank import RerankResponse
-from litellm.types.router import CustomPricingLiteLLMParams
 from litellm.types.utils import (
     CachingDetails,
     CallTypes,
     CostBreakdown,
     CostResponseTypes,
+    CustomPricingLiteLLMParams,
     DynamicPromptManagementParamLiteral,
     EmbeddingResponse,
     GuardrailStatus,
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index c1d8a1cd41b..d2cad0abd93 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -2,7 +2,6 @@ import copy
 import json
 import mimetypes
 import re
-from litellm._uuid import uuid
 import xml.etree.ElementTree as ET
 from enum import Enum
 from typing import Any, List, Optional, Tuple, cast, overload
@@ -13,6 +12,7 @@ import litellm
 import litellm.types
 import litellm.types.llms
 from litellm import verbose_logger
+from litellm._uuid import uuid
 from litellm.llms.custom_httpx.http_handler import HTTPHandler, get_async_httpx_client
 from litellm.types.files import get_file_extension_from_mime_type
 from litellm.types.llms.anthropic import *
@@ -232,7 +232,6 @@ def ollama_pt(
         ## MERGE CONSECUTIVE ASSISTANT CONTENT ##
         while msg_i < len(messages) and messages[msg_i]["role"] == "assistant":
             assistant_content_str += convert_content_list_to_str(messages[msg_i])
-            msg_i += 1
 
             tool_calls = messages[msg_i].get("tool_calls")
             ollama_tool_calls = []
@@ -258,7 +257,7 @@ def ollama_pt(
                     f"Tool Calls: {json.dumps(ollama_tool_calls, indent=2)}"
                 )
 
-                msg_i += 1
+            msg_i += 1
 
         if assistant_content_str:
             prompt += f"### Assistant:\n{assistant_content_str}\n\n"
@@ -365,62 +364,20 @@ def phind_codellama_pt(messages):
     return prompt
 
 
-def hf_chat_template(  # noqa: PLR0915
-    model: str, messages: list, chat_template: Optional[Any] = None
-):
-    # Define Jinja2 environment
-    env = ImmutableSandboxedEnvironment()
-
-    def raise_exception(message):
-        raise Exception(f"Error message - {message}")
-
-    # Create a template object from the template text
-    env.globals["raise_exception"] = raise_exception
-
-    ## get the tokenizer config from huggingface
-    bos_token = ""
-    eos_token = ""
-    if chat_template is None:
-
-        def _get_tokenizer_config(hf_model_name):
-            try:
-                url = f"https://huggingface.co/{hf_model_name}/raw/main/tokenizer_config.json"
-                # Make a GET request to fetch the JSON data
-                client = HTTPHandler(concurrent_limit=1)
-
-                response = client.get(url)
-            except Exception as e:
-                raise e
-            if response.status_code == 200:
-                # Parse the JSON data
-                tokenizer_config = json.loads(response.content)
-                return {"status": "success", "tokenizer": tokenizer_config}
-            else:
-                return {"status": "failure"}
-
-        if model in litellm.known_tokenizer_config:
-            tokenizer_config = litellm.known_tokenizer_config[model]
-        else:
-            tokenizer_config = _get_tokenizer_config(model)
-            litellm.known_tokenizer_config.update({model: tokenizer_config})
-
-        if (
-            tokenizer_config["status"] == "failure"
-            or "chat_template" not in tokenizer_config["tokenizer"]
-        ):
-            raise Exception("No chat template found")
-        ## read the bos token, eos token and chat template from the json
-        tokenizer_config = tokenizer_config["tokenizer"]  # type: ignore
-
-        bos_token = tokenizer_config["bos_token"]  # type: ignore
-        if bos_token is not None and not isinstance(bos_token, str):
-            if isinstance(bos_token, dict):
-                bos_token = bos_token.get("content", None)
-        eos_token = tokenizer_config["eos_token"]  # type: ignore
-        if eos_token is not None and not isinstance(eos_token, str):
-            if isinstance(eos_token, dict):
-                eos_token = eos_token.get("content", None)
-        chat_template = tokenizer_config["chat_template"]  # type: ignore
+def _render_chat_template(env, chat_template: str, bos_token: str, eos_token: str, messages: list) -> str:
+    """
+    Shared template rendering logic for both sync and async hf_chat_template
+    
+    Args:
+        env: Jinja2 environment
+        chat_template: Chat template string
+        bos_token: Beginning of sequence token
+        eos_token: End of sequence token
+        messages: Messages to render
+        
+    Returns:
+        Rendered template string
+    """
     try:
         template = env.from_string(chat_template)  # type: ignore
     except Exception as e:
@@ -435,7 +392,6 @@ def hf_chat_template(  # noqa: PLR0915
                 bos_token="<bos>",
             )
             return True
-
         # This will be raised if Jinja attempts to render the system message and it can't
         except Exception:
             return False
@@ -469,7 +425,7 @@ def hf_chat_template(  # noqa: PLR0915
                 )
             except Exception as e:
                 if "Conversation roles must alternate user/assistant" in str(e):
-                    # reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, add a blank 'user' or 'assistant' message to ensure compatibility
+                    # reformat messages to ensure user/assistant are alternating
                     new_messages = []
                     for i in range(len(reformatted_messages) - 1):
                         new_messages.append(reformatted_messages[i])
@@ -495,6 +451,188 @@ def hf_chat_template(  # noqa: PLR0915
         )  # don't use verbose_logger.exception, if exception is raised
 
 
+async def _afetch_and_extract_template(
+    model: str, chat_template: Optional[Any], get_config_fn, get_template_fn
+) -> Tuple[str, str, str]:
+    """
+    Async version: Fetch template and tokens from HuggingFace.
+    
+    Returns: (chat_template, bos_token, eos_token)
+    """
+    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
+        _extract_token_value,
+    )
+
+    bos_token = ""
+    eos_token = ""
+
+    if chat_template is None:
+        # Fetch or retrieve cached tokenizer config
+        if model in litellm.known_tokenizer_config:
+            tokenizer_config = litellm.known_tokenizer_config[model]
+        else:
+            tokenizer_config = await get_config_fn(hf_model_name=model)
+            litellm.known_tokenizer_config.update({model: tokenizer_config})
+
+        # Try to get chat template from tokenizer_config.json first
+        if (
+            tokenizer_config.get("status") == "success"
+            and "tokenizer" in tokenizer_config
+            and isinstance(tokenizer_config["tokenizer"], dict)
+            and "chat_template" in tokenizer_config["tokenizer"]
+        ):
+            tokenizer_data: dict = tokenizer_config["tokenizer"]  # type: ignore
+            bos_token = _extract_token_value(
+                token_value=tokenizer_data.get("bos_token")
+            )
+            eos_token = _extract_token_value(
+                token_value=tokenizer_data.get("eos_token")
+            )
+            chat_template = tokenizer_data["chat_template"]
+        else:
+            # Fallback: Try to fetch chat template from separate .jinja file
+            template_result = await get_template_fn(hf_model_name=model)
+            if template_result.get("status") == "success":
+                chat_template = template_result["chat_template"]
+                # Still try to get tokens from tokenizer_config if available
+                if (
+                    tokenizer_config.get("status") == "success"
+                    and "tokenizer" in tokenizer_config
+                    and isinstance(tokenizer_config["tokenizer"], dict)
+                ):
+                    tokenizer_data: dict = tokenizer_config["tokenizer"]  # type: ignore
+                    bos_token = _extract_token_value(
+                        token_value=tokenizer_data.get("bos_token")
+                    )
+                    eos_token = _extract_token_value(
+                        token_value=tokenizer_data.get("eos_token")
+                    )
+            else:
+                raise Exception("No chat template found")
+
+    return chat_template, bos_token, eos_token  # type: ignore
+
+
+def _fetch_and_extract_template(
+    model: str, chat_template: Optional[Any], get_config_fn, get_template_fn
+) -> Tuple[str, str, str]:
+    """
+    Sync version: Fetch template and tokens from HuggingFace.
+    
+    Returns: (chat_template, bos_token, eos_token)
+    """
+    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
+        _extract_token_value,
+    )
+
+    bos_token = ""
+    eos_token = ""
+
+    if chat_template is None:
+        # Fetch or retrieve cached tokenizer config
+        if model in litellm.known_tokenizer_config:
+            tokenizer_config = litellm.known_tokenizer_config[model]
+        else:
+            tokenizer_config = get_config_fn(hf_model_name=model)
+            litellm.known_tokenizer_config.update({model: tokenizer_config})
+
+        # Try to get chat template from tokenizer_config.json first
+        if (
+            tokenizer_config.get("status") == "success"
+            and "tokenizer" in tokenizer_config
+            and isinstance(tokenizer_config["tokenizer"], dict)
+            and "chat_template" in tokenizer_config["tokenizer"]
+        ):
+            tokenizer_data: dict = tokenizer_config["tokenizer"]  # type: ignore
+            bos_token = _extract_token_value(
+                token_value=tokenizer_data.get("bos_token")
+            )
+            eos_token = _extract_token_value(
+                token_value=tokenizer_data.get("eos_token")
+            )
+            chat_template = tokenizer_data["chat_template"]
+        else:
+            # Fallback: Try to fetch chat template from separate .jinja file
+            template_result = get_template_fn(hf_model_name=model)
+            if template_result.get("status") == "success":
+                chat_template = template_result["chat_template"]
+                # Still try to get tokens from tokenizer_config if available
+                if (
+                    tokenizer_config.get("status") == "success"
+                    and "tokenizer" in tokenizer_config
+                    and isinstance(tokenizer_config["tokenizer"], dict)
+                ):
+                    tokenizer_data: dict = tokenizer_config["tokenizer"]  # type: ignore
+                    bos_token = _extract_token_value(
+                        token_value=tokenizer_data.get("bos_token")
+                    )
+                    eos_token = _extract_token_value(
+                        token_value=tokenizer_data.get("eos_token")
+                    )
+            else:
+                raise Exception("No chat template found")
+
+    return chat_template, bos_token, eos_token  # type: ignore
+
+
+async def ahf_chat_template(
+    model: str, messages: list, chat_template: Optional[Any] = None
+):
+    """HuggingFace chat template (async version)"""
+    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
+        _aget_chat_template_file,
+        _aget_tokenizer_config,
+        strftime_now,
+    )
+
+    env = ImmutableSandboxedEnvironment()
+    env.globals["raise_exception"] = lambda msg: Exception(f"Error message - {msg}")
+    env.globals["strftime_now"] = strftime_now
+
+    template, bos_token, eos_token = await _afetch_and_extract_template(
+        model=model,
+        chat_template=chat_template,
+        get_config_fn=_aget_tokenizer_config,
+        get_template_fn=_aget_chat_template_file,
+    )
+    return _render_chat_template(
+        env=env,
+        chat_template=template,
+        bos_token=bos_token,
+        eos_token=eos_token,
+        messages=messages,
+    )
+
+
+def hf_chat_template(
+    model: str, messages: list, chat_template: Optional[Any] = None
+):
+    """HuggingFace chat template (sync version)"""
+    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
+        _get_chat_template_file,
+        _get_tokenizer_config,
+        strftime_now,
+    )
+
+    env = ImmutableSandboxedEnvironment()
+    env.globals["raise_exception"] = lambda msg: Exception(f"Error message - {msg}")
+    env.globals["strftime_now"] = strftime_now
+
+    template, bos_token, eos_token = _fetch_and_extract_template(
+        model=model,
+        chat_template=chat_template,
+        get_config_fn=_get_tokenizer_config,
+        get_template_fn=_get_chat_template_file,
+    )
+    return _render_chat_template(
+        env=env,
+        chat_template=template,
+        bos_token=bos_token,
+        eos_token=eos_token,
+        messages=messages,
+    )
+
+
 def deepseek_r1_pt(messages):
     return hf_chat_template(
         model="deepseek-r1/deepseek-r1-7b-instruct", messages=messages
@@ -4032,33 +4170,9 @@ def prompt_factory(
     elif custom_llm_provider == "azure_text":
         return azure_text_pt(messages=messages)
     elif custom_llm_provider == "watsonx":
-        if "granite" in model and "chat" in model:
-            # granite-13b-chat-v1 and granite-13b-chat-v2 use a specific prompt template
-            return ibm_granite_pt(messages=messages)
-        elif "ibm-mistral" in model and "instruct" in model:
-            # models like ibm-mistral/mixtral-8x7b-instruct-v01-q use the mistral instruct prompt template
-            return mistral_instruct_pt(messages=messages)
-        elif "meta-llama/llama-3" in model and "instruct" in model:
-            # https://llama.meta.com/docs/model-cards-and-prompt-formats/meta-llama-3/
-            return custom_prompt(
-                role_dict={
-                    "system": {
-                        "pre_message": "<|start_header_id|>system<|end_header_id|>\n",
-                        "post_message": "<|eot_id|>",
-                    },
-                    "user": {
-                        "pre_message": "<|start_header_id|>user<|end_header_id|>\n",
-                        "post_message": "<|eot_id|>",
-                    },
-                    "assistant": {
-                        "pre_message": "<|start_header_id|>assistant<|end_header_id|>\n",
-                        "post_message": "<|eot_id|>",
-                    },
-                },
-                messages=messages,
-                initial_prompt_value="<|begin_of_text|>",
-                final_prompt_value="<|start_header_id|>assistant<|end_header_id|>\n",
-            )
+        from litellm.llms.watsonx.chat.transformation import IBMWatsonXChatConfig
+        return IBMWatsonXChatConfig.apply_prompt_template(model=model, messages=messages)
+        
     try:
         if "meta-llama/llama-2" in model and "chat" in model:
             return llama_2_chat_pt(messages=messages)
diff --git a/litellm/litellm_core_utils/prompt_templates/huggingface_template_handler.py b/litellm/litellm_core_utils/prompt_templates/huggingface_template_handler.py
new file mode 100644
index 00000000000..9305d5bbfc1
--- /dev/null
+++ b/litellm/litellm_core_utils/prompt_templates/huggingface_template_handler.py
@@ -0,0 +1,139 @@
+import json
+from datetime import datetime
+from typing import Any, Dict, Union
+
+from litellm.llms.custom_httpx.http_handler import (
+    _get_httpx_client,
+    get_async_httpx_client,
+)
+from litellm.types.llms.custom_http import httpxSpecialProvider
+
+
+def strftime_now(fmt: str) -> str:
+    """
+    Custom function for templates that need current date/time formatting (e.g., gpt-oss)
+    
+    Args:
+        fmt: Format string for datetime.now().strftime()
+
+    Returns:
+        Formatted string
+    """
+    return datetime.now().strftime(fmt)
+
+
+def _get_tokenizer_config(hf_model_name: str) -> Dict[str, Any]:
+    """
+    Fetch tokenizer_config.json from HuggingFace (sync)
+    
+    Args:
+        hf_model_name: HuggingFace model name (e.g., 'openai/gpt-oss-120b')
+        
+    Returns:
+        Dict with 'status' and optionally 'tokenizer' keys
+    """
+    try:
+        url = f"https://huggingface.co/{hf_model_name}/raw/main/tokenizer_config.json"
+        client = _get_httpx_client()
+        response = client.get(url=url)
+    except Exception as e:
+        raise e
+    if response.status_code == 200:
+        tokenizer_config = json.loads(response.content)
+        return {"status": "success", "tokenizer": tokenizer_config}
+    else:
+        return {"status": "failure"}
+
+
+async def _aget_tokenizer_config(hf_model_name: str) -> Dict[str, Any]:
+    """
+    Fetch tokenizer_config.json from HuggingFace (async)
+    
+    Args:
+        hf_model_name: HuggingFace model name (e.g., 'openai/gpt-oss-120b')
+        
+    Returns:
+        Dict with 'status' and optionally 'tokenizer' keys
+    """
+    try:
+        url = f"https://huggingface.co/{hf_model_name}/raw/main/tokenizer_config.json"
+        client = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.PromptFactory,
+        )
+        response = await client.get(url=url)
+    except Exception as e:
+        raise e
+    if response.status_code == 200:
+        tokenizer_config = json.loads(response.content)
+        return {"status": "success", "tokenizer": tokenizer_config}
+    else:
+        return {"status": "failure"}
+
+
+def _get_chat_template_file(hf_model_name: str) -> Dict[str, Any]:
+    """
+    Fetch chat template from separate .jinja file (sync)
+    
+    Args:
+        hf_model_name: HuggingFace model name (e.g., 'openai/gpt-oss-120b')
+        
+    Returns:
+        Dict with 'status' and optionally 'chat_template' keys
+    """
+    template_filenames = ["chat_template.jinja", "chat_template.jinja2"]
+    client = _get_httpx_client()
+    
+    for filename in template_filenames:
+        try:
+            url = f"https://huggingface.co/{hf_model_name}/raw/main/{filename}"
+            response = client.get(url=url)
+            if response.status_code == 200:
+                return {"status": "success", "chat_template": response.content.decode("utf-8")}
+        except Exception:
+            continue
+    
+    return {"status": "failure"}
+
+
+async def _aget_chat_template_file(hf_model_name: str) -> Dict[str, Any]:
+    """
+    Fetch chat template from separate .jinja file (async)
+    
+    Args:
+        hf_model_name: HuggingFace model name (e.g., 'openai/gpt-oss-120b')
+        
+    Returns:
+        Dict with 'status' and optionally 'chat_template' keys
+    """
+    template_filenames = ["chat_template.jinja", "chat_template.jinja2"]
+    client = get_async_httpx_client(
+        llm_provider=httpxSpecialProvider.PromptFactory,
+    )
+    
+    for filename in template_filenames:
+        try:
+            url = f"https://huggingface.co/{hf_model_name}/raw/main/{filename}"
+            response = await client.get(url=url)
+            if response.status_code == 200:
+                return {"status": "success", "chat_template": response.content.decode("utf-8")}
+        except Exception:
+            continue
+    
+    return {"status": "failure"}
+
+
+def _extract_token_value(token_value: Union[None, str, Dict[str, Any]]) -> str:
+    """
+    Extract token string from various formats (string, dict, etc.)
+    
+    Args:
+        token_value: Token value in various formats (None, str, or dict with 'content' key)
+        
+    Returns:
+        Extracted token string
+    """
+    if token_value is None or isinstance(token_value, str):
+        return token_value or ""
+    if isinstance(token_value, dict):
+        return token_value.get("content", "")
+    return ""
\ No newline at end of file
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index c7f0a6da61e..691b46af8da 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -878,7 +878,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
 
         prompt_tokens_details = PromptTokensDetailsWrapper(
             cached_tokens=cache_read_input_tokens,
-            cache_creation_tokens=cache_read_input_tokens,
+            cache_creation_tokens=cache_creation_input_tokens,
             cache_creation_token_details=cache_creation_token_details,
         )
         completion_token_details = (
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
index 306bcd9bb2c..47263dc1748 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
@@ -270,7 +270,6 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
                             processed_chunk.get("delta", {}).get("stop_reason")
                             is not None
                         ):
-
                             self.holding_stop_reason_chunk = processed_chunk
                         else:
                             self.chunk_queue.append(processed_chunk)
@@ -380,4 +379,11 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
             self.current_content_block_start = content_block_start
             return True
 
+        # For parallel tool calls, we'll necessarily have a new content block
+        # if we get a function name since it signals a new tool call
+        if block_type == "tool_use" and content_block_start.get("name"):
+            self.current_content_block_type = block_type
+            self.current_content_block_start = content_block_start
+            return True
+
         return False
diff --git a/litellm/llms/azure/common_utils.py b/litellm/llms/azure/common_utils.py
index 3f1785d885c..54352148c5e 100644
--- a/litellm/llms/azure/common_utils.py
+++ b/litellm/llms/azure/common_utils.py
@@ -365,6 +365,11 @@ def get_azure_ad_token(
             azure_ad_token_provider = get_azure_ad_token_provider(azure_scope=scope)
         except ValueError:
             verbose_logger.debug("Azure AD Token Provider could not be used.")
+        except Exception as e:
+            verbose_logger.error(
+                f"Error calling Azure AD token provider: {str(e)}. Follow docs - https://docs.litellm.ai/docs/providers/azure/#azure-ad-token-refresh---defaultazurecredential"
+            )
+            raise e
 
         #########################################################
         # If litellm.enable_azure_ad_token_refresh is True and no other token provider is available,
@@ -561,7 +566,9 @@ class BaseAzureLLM(BaseOpenAILLM):
                 "Using Azure AD token provider based on Service Principal with Secret workflow for Azure Auth"
             )
             try:
-                azure_ad_token_provider = get_azure_ad_token_provider(azure_scope=scope)
+                azure_ad_token_provider = get_azure_ad_token_provider(
+                    azure_scope=scope,
+                )
             except ValueError:
                 verbose_logger.debug("Azure AD Token Provider could not be used.")
         if api_version is None:
diff --git a/litellm/llms/azure/responses/transformation.py b/litellm/llms/azure/responses/transformation.py
index 9cd5de46be9..cf9f970995c 100644
--- a/litellm/llms/azure/responses/transformation.py
+++ b/litellm/llms/azure/responses/transformation.py
@@ -53,7 +53,7 @@ class AzureOpenAIResponsesAPIConfig(OpenAIResponsesAPIConfig):
                 # Ensure required fields are present for ResponseReasoningItem
                 item_data = dict(item)
                 if "id" not in item_data:
-                    item_data["id"] = f"reasoning_{hash(str(item_data))}"
+                    item_data["id"] = f"rs_{hash(str(item_data))}"
                 if "summary" not in item_data:
                     item_data["summary"] = (
                         item_data.get("reasoning_content", "")[:100] + "..."
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index a61cfa39e47..d099c9813d6 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -1092,10 +1092,8 @@ class AmazonConverseConfig(BaseConfig):
             cache_read_input_tokens = usage["cacheReadInputTokens"]
             input_tokens += cache_read_input_tokens
         if "cacheWriteInputTokens" in usage:
-            """
-            Do not increment prompt_tokens with cacheWriteInputTokens
-            """
             cache_creation_input_tokens = usage["cacheWriteInputTokens"]
+            input_tokens += cache_creation_input_tokens
 
         prompt_tokens_details = PromptTokensDetailsWrapper(
             cached_tokens=cache_read_input_tokens
diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index 3a67d5127b7..138c31ba716 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -164,7 +164,7 @@ class AsyncHTTPHandler:
         self,
         timeout: Optional[Union[float, httpx.Timeout]] = None,
         event_hooks: Optional[Mapping[str, List[Callable[..., Any]]]] = None,
-        concurrent_limit=1000,
+        concurrent_limit=None,  # Kept for backward compatibility, but ignored (no limits)
         client_alias: Optional[str] = None,  # name for client in logs
         ssl_verify: Optional[VerifyTypes] = None,
         shared_session: Optional["ClientSession"] = None,
@@ -173,7 +173,6 @@ class AsyncHTTPHandler:
         self.event_hooks = event_hooks
         self.client = self.create_client(
             timeout=timeout,
-            concurrent_limit=concurrent_limit,
             event_hooks=event_hooks,
             ssl_verify=ssl_verify,
             shared_session=shared_session,
@@ -183,7 +182,6 @@ class AsyncHTTPHandler:
     def create_client(
         self,
         timeout: Optional[Union[float, httpx.Timeout]],
-        concurrent_limit: int,
         event_hooks: Optional[Mapping[str, List[Callable[..., Any]]]],
         ssl_verify: Optional[VerifyTypes] = None,
         shared_session: Optional["ClientSession"] = None,
@@ -209,10 +207,6 @@ class AsyncHTTPHandler:
             transport=transport,
             event_hooks=event_hooks,
             timeout=timeout,
-            limits=httpx.Limits(
-                max_connections=concurrent_limit,
-                max_keepalive_connections=concurrent_limit,
-            ),
             verify=ssl_config,
             cert=cert,
             headers=headers,
@@ -286,7 +280,7 @@ class AsyncHTTPHandler:
         except (httpx.RemoteProtocolError, httpx.ConnectError):
             # Retry the request with a new session if there is a connection error
             new_client = self.create_client(
-                timeout=timeout, concurrent_limit=1, event_hooks=self.event_hooks
+                timeout=timeout, event_hooks=self.event_hooks
             )
             try:
                 return await self.single_connection_post_request(
@@ -352,7 +346,7 @@ class AsyncHTTPHandler:
         except (httpx.RemoteProtocolError, httpx.ConnectError):
             # Retry the request with a new session if there is a connection error
             new_client = self.create_client(
-                timeout=timeout, concurrent_limit=1, event_hooks=self.event_hooks
+                timeout=timeout, event_hooks=self.event_hooks
             )
             try:
                 return await self.single_connection_post_request(
@@ -412,7 +406,7 @@ class AsyncHTTPHandler:
         except (httpx.RemoteProtocolError, httpx.ConnectError):
             # Retry the request with a new session if there is a connection error
             new_client = self.create_client(
-                timeout=timeout, concurrent_limit=1, event_hooks=self.event_hooks
+                timeout=timeout, event_hooks=self.event_hooks
             )
             try:
                 return await self.single_connection_post_request(
@@ -471,7 +465,7 @@ class AsyncHTTPHandler:
         except (httpx.RemoteProtocolError, httpx.ConnectError):
             # Retry the request with a new session if there is a connection error
             new_client = self.create_client(
-                timeout=timeout, concurrent_limit=1, event_hooks=self.event_hooks
+                timeout=timeout, event_hooks=self.event_hooks
             )
             try:
                 return await self.single_connection_post_request(
@@ -657,7 +651,7 @@ class AsyncHTTPHandler:
         )
         return LiteLLMAiohttpTransport(
             client=lambda: ClientSession(
-                connector=TCPConnector(**connector_kwargs),
+                connector=TCPConnector(limit=0, **connector_kwargs),  # 0 = unlimited connections per host
                 trust_env=trust_env,
             ),
         )
@@ -680,7 +674,7 @@ class HTTPHandler:
     def __init__(
         self,
         timeout: Optional[Union[float, httpx.Timeout]] = None,
-        concurrent_limit=1000,
+        concurrent_limit=None,  # Kept for backward compatibility, but ignored (no limits)
         client: Optional[httpx.Client] = None,
         ssl_verify: Optional[Union[bool, str]] = None,
     ):
@@ -701,10 +695,6 @@ class HTTPHandler:
             self.client = httpx.Client(
                 transport=transport,
                 timeout=timeout,
-                limits=httpx.Limits(
-                    max_connections=concurrent_limit,
-                    max_keepalive_connections=concurrent_limit,
-                ),
                 verify=ssl_config,
                 cert=cert,
                 headers=headers,
diff --git a/litellm/llms/litellm_proxy/responses/transformation.py b/litellm/llms/litellm_proxy/responses/transformation.py
new file mode 100644
index 00000000000..0b81d8be7d8
--- /dev/null
+++ b/litellm/llms/litellm_proxy/responses/transformation.py
@@ -0,0 +1,48 @@
+"""
+Responses API transformation for LiteLLM Proxy provider.
+
+LiteLLM Proxy supports the OpenAI Responses API natively when the underlying model supports it.
+This config enables pass-through behavior to the proxy's /v1/responses endpoint.
+"""
+
+from typing import Optional
+
+from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.utils import LlmProviders
+
+
+class LiteLLMProxyResponsesAPIConfig(OpenAIResponsesAPIConfig):
+    """
+    Configuration for LiteLLM Proxy Responses API support.
+    
+    Extends OpenAI's config since the proxy follows OpenAI's API spec,
+    but uses LITELLM_PROXY_API_BASE for the base URL.
+    """
+
+    @property
+    def custom_llm_provider(self) -> LlmProviders:
+        return LlmProviders.LITELLM_PROXY
+
+    def get_complete_url(
+        self,
+        api_base: Optional[str],
+        litellm_params: dict,
+    ) -> str:
+        """
+        Get the endpoint for LiteLLM Proxy responses API.
+        
+        Uses LITELLM_PROXY_API_BASE environment variable if api_base is not provided.
+        """
+        api_base = api_base or get_secret_str("LITELLM_PROXY_API_BASE")
+        
+        if api_base is None:
+            raise ValueError(
+                "api_base not set for LiteLLM Proxy responses API. "
+                "Set via api_base parameter or LITELLM_PROXY_API_BASE environment variable"
+            )
+
+        # Remove trailing slashes
+        api_base = api_base.rstrip("/")
+
+        return f"{api_base}/responses"
diff --git a/litellm/llms/openai/chat/gpt_transformation.py b/litellm/llms/openai/chat/gpt_transformation.py
index 204916e3a48..3e18617905c 100644
--- a/litellm/llms/openai/chat/gpt_transformation.py
+++ b/litellm/llms/openai/chat/gpt_transformation.py
@@ -397,13 +397,13 @@ class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig):
         )
         from litellm.types.llms.openai import ChatCompletionToolParam
 
-        for message in messages:
-            message = cast(
+        for i, message in enumerate(messages):
+            messages[i] = cast(
                 AllMessageValues, filter_value_from_dict(message, "cache_control")  # type: ignore
             )
         if tools is not None:
-            for tool in tools:
-                tool = cast(
+            for i, tool in enumerate(tools):
+                tools[i] = cast(
                     ChatCompletionToolParam,
                     filter_value_from_dict(tool, "cache_control"),  # type: ignore
                 )
diff --git a/litellm/llms/openai/common_utils.py b/litellm/llms/openai/common_utils.py
index 00197a67e95..ce470f04aca 100644
--- a/litellm/llms/openai/common_utils.py
+++ b/litellm/llms/openai/common_utils.py
@@ -207,7 +207,6 @@ class BaseOpenAILLM:
         ssl_config = get_ssl_configuration()
 
         return httpx.AsyncClient(
-            limits=httpx.Limits(max_connections=1000, max_keepalive_connections=100),
             verify=ssl_config,
             transport=AsyncHTTPHandler._create_async_transport(
                 ssl_context=ssl_config
@@ -228,7 +227,6 @@ class BaseOpenAILLM:
         ssl_config = get_ssl_configuration()
 
         return httpx.Client(
-            limits=httpx.Limits(max_connections=1000, max_keepalive_connections=100),
             verify=ssl_config,
             follow_redirects=True,
         )
diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py
index 3d0ec243e5c..e5e89cd8bc6 100644
--- a/litellm/llms/openai/responses/transformation.py
+++ b/litellm/llms/openai/responses/transformation.py
@@ -124,7 +124,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
                 # Ensure required fields are present for ResponseReasoningItem
                 item_data = dict(item)
                 if "id" not in item_data:
-                    item_data["id"] = f"reasoning_{hash(str(item_data))}"
+                    item_data["id"] = f"rs_{hash(str(item_data))}"
                 if "summary" not in item_data:
                     item_data["summary"] = (
                         item_data.get("reasoning_content", "")[:100] + "..."
@@ -271,6 +271,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
             ResponsesAPIStreamEvents.MCP_CALL_ARGUMENTS_DONE: MCPCallArgumentsDoneEvent,
             ResponsesAPIStreamEvents.MCP_CALL_COMPLETED: MCPCallCompletedEvent,
             ResponsesAPIStreamEvents.MCP_CALL_FAILED: MCPCallFailedEvent,
+            ResponsesAPIStreamEvents.IMAGE_GENERATION_PARTIAL_IMAGE: ImageGenerationPartialImageEvent,
             ResponsesAPIStreamEvents.ERROR: ErrorEvent,
         }
 
diff --git a/litellm/llms/openrouter/chat/transformation.py b/litellm/llms/openrouter/chat/transformation.py
index bf57218c91d..a47689a30b7 100644
--- a/litellm/llms/openrouter/chat/transformation.py
+++ b/litellm/llms/openrouter/chat/transformation.py
@@ -6,6 +6,7 @@ Calls done in OpenAI/openai.py as OpenRouter is openai-compatible.
 Docs: https://openrouter.ai/docs/parameters
 """
 
+from enum import Enum
 from typing import Any, AsyncIterator, Iterator, List, Optional, Tuple, Union
 
 import httpx
@@ -20,6 +21,12 @@ from ...openai.chat.gpt_transformation import OpenAIGPTConfig
 from ..common_utils import OpenRouterException
 
 
+class CacheControlSupportedModels(str, Enum):
+    """Models that support cache_control in content blocks."""
+    CLAUDE = "claude"
+    GEMINI = "gemini"
+
+
 class OpenrouterConfig(OpenAIGPTConfig):
     def map_openai_params(
         self,
@@ -48,19 +55,73 @@ class OpenrouterConfig(OpenAIGPTConfig):
         )
         return mapped_openai_params
 
+    def _supports_cache_control_in_content(self, model: str) -> bool:
+        """
+        Check if the model supports cache_control in content blocks.
+        
+        Returns:
+            bool: True if model supports cache_control (Claude or Gemini models)
+        """
+        model_lower = model.lower()
+        return any(
+            supported_model.value in model_lower
+            for supported_model in CacheControlSupportedModels
+        )
+
     def remove_cache_control_flag_from_messages_and_tools(
         self,
         model: str,
         messages: List[AllMessageValues],
         tools: Optional[List["ChatCompletionToolParam"]] = None,
     ) -> Tuple[List[AllMessageValues], Optional[List["ChatCompletionToolParam"]]]:
-        if "claude" in model.lower():  # don't remove 'cache_control' flag
+        if self._supports_cache_control_in_content(model):
             return messages, tools
         else:
             return super().remove_cache_control_flag_from_messages_and_tools(
                 model, messages, tools
             )
 
+    def _move_cache_control_to_content(
+        self, messages: List[AllMessageValues]
+    ) -> List[AllMessageValues]:
+        """
+        Move cache_control from message level to content blocks.
+        OpenRouter requires cache_control to be inside content blocks, not at message level.
+        
+        When cache_control is at message level, it's added to ALL content blocks
+        to cache the entire message content.
+        """
+        transformed_messages = []
+        for message in messages:
+            message_copy = dict(message)
+            cache_control = message_copy.pop("cache_control", None)
+            
+            if cache_control is not None:
+                content = message_copy.get("content")
+                
+                if isinstance(content, list):
+                    # Content is already a list, add cache_control to all blocks
+                    if len(content) > 0:
+                        content_copy = []
+                        for block in content:
+                            block_copy = dict(block)
+                            block_copy["cache_control"] = cache_control
+                            content_copy.append(block_copy)
+                        message_copy["content"] = content_copy
+                else:
+                    # Content is a string, convert to structured format
+                    message_copy["content"] = [
+                        {
+                            "type": "text",
+                            "text": content,
+                            "cache_control": cache_control,
+                        }
+                    ]
+            
+            transformed_messages.append(message_copy)
+        
+        return transformed_messages
+
     def transform_request(
         self,
         model: str,
@@ -75,6 +136,9 @@ class OpenrouterConfig(OpenAIGPTConfig):
         Returns:
             dict: The transformed request. Sent as the body of the API call.
         """
+        if self._supports_cache_control_in_content(model):
+            messages = self._move_cache_control_to_content(messages)
+        
         extra_body = optional_params.pop("extra_body", {})
         response = super().transform_request(
             model, messages, optional_params, litellm_params, headers
diff --git a/litellm/llms/watsonx/chat/transformation.py b/litellm/llms/watsonx/chat/transformation.py
index 6b0dd5a39ae..2c096cafced 100644
--- a/litellm/llms/watsonx/chat/transformation.py
+++ b/litellm/llms/watsonx/chat/transformation.py
@@ -4,10 +4,14 @@ Translation from OpenAI's `/chat/completions` endpoint to IBM WatsonX's `/text/c
 Docs: https://cloud.ibm.com/apidocs/watsonx-ai#text-chat
 """
 
-from typing import List, Optional, Tuple, Union
+from typing import Dict, List, Optional, Tuple, Union
 
 from litellm.secret_managers.main import get_secret_str
-from litellm.types.llms.watsonx import WatsonXAIEndpoint, WatsonXAPIParams
+from litellm.types.llms.watsonx import (
+    WatsonXAIEndpoint,
+    WatsonXAPIParams,
+    WatsonXModelPattern,
+)
 
 from ....utils import _remove_additional_properties, _remove_strict_from_schema
 from ...openai.chat.gpt_transformation import OpenAIGPTConfig
@@ -120,3 +124,95 @@ class IBMWatsonXChatConfig(IBMWatsonXMixin, OpenAIGPTConfig):
             None if model.startswith("deployment/") else api_params["project_id"]
         )
         return payload
+    
+    @staticmethod
+    def _apply_prompt_template_core(model: str, messages: List[Dict[str, str]], hf_template_fn) -> Optional[str]:
+        """Core logic for applying prompt templates"""
+        from litellm.litellm_core_utils.prompt_templates.factory import (
+            custom_prompt,
+            ibm_granite_pt,
+            mistral_instruct_pt,
+        )
+        
+        if WatsonXModelPattern.GRANITE_CHAT.value in model:
+            return ibm_granite_pt(messages=messages)
+        elif WatsonXModelPattern.IBM_MISTRAL.value in model:
+            return mistral_instruct_pt(messages=messages)
+        elif WatsonXModelPattern.GPT_OSS.value in model:
+            hf_model = model.split("watsonx/")[-1] if "watsonx/" in model else model
+            try:
+                return hf_template_fn(model=hf_model, messages=messages)
+            except Exception:
+                pass
+        elif WatsonXModelPattern.LLAMA3_INSTRUCT.value in model:
+            return custom_prompt(
+                role_dict={
+                    "system": {"pre_message": "<|start_header_id|>system<|end_header_id|>\n", "post_message": "<|eot_id|>"},
+                    "user": {"pre_message": "<|start_header_id|>user<|end_header_id|>\n", "post_message": "<|eot_id|>"},
+                    "assistant": {"pre_message": "<|start_header_id|>assistant<|end_header_id|>\n", "post_message": "<|eot_id|>"},
+                },
+                messages=messages,
+                initial_prompt_value="<|begin_of_text|>",
+                final_prompt_value="<|start_header_id|>assistant<|end_header_id|>\n",
+            )
+        return None
+
+    @staticmethod
+    async def aapply_prompt_template(model: str, messages: List[Dict[str, str]]) -> Optional[str]:
+        """Apply prompt template (async version)"""
+        import litellm
+        from litellm.litellm_core_utils.prompt_templates.factory import (
+            ahf_chat_template,
+            custom_prompt,
+            hf_chat_template,
+            ibm_granite_pt,
+            mistral_instruct_pt,
+        )
+
+        if WatsonXModelPattern.GRANITE_CHAT.value in model:
+            return ibm_granite_pt(messages=messages)
+        elif WatsonXModelPattern.IBM_MISTRAL.value in model:
+            return mistral_instruct_pt(messages=messages)
+        elif WatsonXModelPattern.GPT_OSS.value in model:
+            hf_model = model.split("watsonx/")[-1] if "watsonx/" in model else model
+            try:
+                # Use sync if cached, async if not
+                if hf_model in litellm.known_tokenizer_config:
+                    return hf_chat_template(model=hf_model, messages=messages)
+                else:
+                    return await ahf_chat_template(model=hf_model, messages=messages)
+            except Exception:
+                pass
+        elif WatsonXModelPattern.LLAMA3_INSTRUCT.value in model:
+            return custom_prompt(
+                role_dict={
+                    "system": {
+                        "pre_message": "<|start_header_id|>system<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                    "user": {
+                        "pre_message": "<|start_header_id|>user<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                    "assistant": {
+                        "pre_message": "<|start_header_id|>assistant<|end_header_id|>\n",
+                        "post_message": "<|eot_id|>",
+                    },
+                },
+                messages=messages,
+                initial_prompt_value="<|begin_of_text|>",
+                final_prompt_value="<|start_header_id|>assistant<|end_header_id|>\n",
+            )
+        return None
+    
+    @staticmethod
+    def apply_prompt_template(model: str, messages: List[Dict[str, str]]) -> Optional[str]:
+        """Apply prompt template (sync version)"""
+        from litellm.litellm_core_utils.prompt_templates.factory import (
+            hf_chat_template,
+        )
+
+        return IBMWatsonXChatConfig._apply_prompt_template_core(
+            model=model, messages=messages, hf_template_fn=hf_chat_template
+        )
+
diff --git a/litellm/llms/watsonx/common_utils.py b/litellm/llms/watsonx/common_utils.py
index c756be6d458..58b33097cbd 100644
--- a/litellm/llms/watsonx/common_utils.py
+++ b/litellm/llms/watsonx/common_utils.py
@@ -131,34 +131,102 @@ def _get_api_params(
     )
 
 
-def convert_watsonx_messages_to_prompt(
+async def _aconvert_watsonx_messages_core(
     model: str,
     messages: List[AllMessageValues],
     provider: str,
     custom_prompt_dict: Dict,
+    apply_template_fn,
 ) -> str:
+    """Async core logic for converting watsonx messages to prompt"""
+    from litellm.types.llms.watsonx import WatsonXModelPattern
+
     # handle anthropic prompts and amazon titan prompts
     if model in custom_prompt_dict:
-        # check if the model has a registered custom prompt
         model_prompt_dict = custom_prompt_dict[model]
-        prompt = ptf.custom_prompt(
+        return ptf.custom_prompt(
             messages=messages,
-            role_dict=model_prompt_dict.get(
-                "role_dict", model_prompt_dict.get("roles")
-            ),
+            role_dict=model_prompt_dict.get("role_dict", model_prompt_dict.get("roles")),
             initial_prompt_value=model_prompt_dict.get("initial_prompt_value", ""),
             final_prompt_value=model_prompt_dict.get("final_prompt_value", ""),
             bos_token=model_prompt_dict.get("bos_token", ""),
             eos_token=model_prompt_dict.get("eos_token", ""),
         )
-        return prompt
-    elif provider == "ibm-mistralai":
-        prompt = ptf.mistral_instruct_pt(messages=messages)
+    elif provider == WatsonXModelPattern.IBM_MISTRALAI.value:
+        return ptf.mistral_instruct_pt(messages=messages)
     else:
-        prompt: str = ptf.prompt_factory(  # type: ignore
+        # Try applying specific template first
+        result = await apply_template_fn(model=model, messages=messages)
+        if result:
+            return result
+        # Fallback to default
+        return ptf.prompt_factory(
             model=model, messages=messages, custom_llm_provider="watsonx"
+        )  # type: ignore
+
+
+def _convert_watsonx_messages_core(
+    model: str,
+    messages: List[AllMessageValues],
+    provider: str,
+    custom_prompt_dict: Dict,
+    apply_template_fn,
+) -> str:
+    """Sync core logic for converting watsonx messages to prompt"""
+    from litellm.types.llms.watsonx import WatsonXModelPattern
+
+    # handle anthropic prompts and amazon titan prompts
+    if model in custom_prompt_dict:
+        model_prompt_dict = custom_prompt_dict[model]
+        return ptf.custom_prompt(
+            messages=messages,
+            role_dict=model_prompt_dict.get("role_dict", model_prompt_dict.get("roles")),
+            initial_prompt_value=model_prompt_dict.get("initial_prompt_value", ""),
+            final_prompt_value=model_prompt_dict.get("final_prompt_value", ""),
+            bos_token=model_prompt_dict.get("bos_token", ""),
+            eos_token=model_prompt_dict.get("eos_token", ""),
         )
-    return prompt
+    elif provider == WatsonXModelPattern.IBM_MISTRALAI.value:
+        return ptf.mistral_instruct_pt(messages=messages)
+    else:
+        # Try applying specific template first
+        result = apply_template_fn(model=model, messages=messages)
+        if result:
+            return result
+        # Fallback to default
+        return ptf.prompt_factory(
+            model=model, messages=messages, custom_llm_provider="watsonx"
+        )  # type: ignore
+
+
+async def aconvert_watsonx_messages_to_prompt(
+    model: str, messages: List[AllMessageValues], provider: str, custom_prompt_dict: Dict
+) -> str:
+    """Async version of convert_watsonx_messages_to_prompt"""
+    from litellm.llms.watsonx.chat.transformation import IBMWatsonXChatConfig
+
+    return await _aconvert_watsonx_messages_core(
+        model=model,
+        messages=messages,
+        provider=provider,
+        custom_prompt_dict=custom_prompt_dict,
+        apply_template_fn=IBMWatsonXChatConfig.aapply_prompt_template,
+    )
+
+
+def convert_watsonx_messages_to_prompt(
+    model: str, messages: List[AllMessageValues], provider: str, custom_prompt_dict: Dict
+) -> str:
+    """Sync version of convert_watsonx_messages_to_prompt"""
+    from litellm.llms.watsonx.chat.transformation import IBMWatsonXChatConfig
+
+    return _convert_watsonx_messages_core(
+        model=model,
+        messages=messages,
+        provider=provider,
+        custom_prompt_dict=custom_prompt_dict,
+        apply_template_fn=IBMWatsonXChatConfig.apply_prompt_template,
+    )
 
 
 # Mixin class for shared IBM Watson X functionality
diff --git a/litellm/llms/watsonx/completion/transformation.py b/litellm/llms/watsonx/completion/transformation.py
index a0b9735a990..3c1229ecd2b 100644
--- a/litellm/llms/watsonx/completion/transformation.py
+++ b/litellm/llms/watsonx/completion/transformation.py
@@ -228,39 +228,35 @@ class IBMWatsonXAIConfig(IBMWatsonXMixin, BaseConfig):
             "us-south",
         ]
 
-    def transform_request(
-        self,
-        model: str,
-        messages: List[AllMessageValues],
-        optional_params: Dict,
-        litellm_params: Dict,
-        headers: Dict,
-    ) -> Dict:
-        provider = model.split("/")[0]
-        prompt = convert_watsonx_messages_to_prompt(
-            model=model,
-            messages=messages,
-            provider=provider,
-            custom_prompt_dict={},
-        )
+    def _build_request_payload(self, model: str, prompt: str, optional_params: Dict) -> Dict:
+        """Shared logic to build request payload"""
         extra_body_params = optional_params.pop("extra_body", {})
         optional_params.update(extra_body_params)
         watsonx_api_params = _get_api_params(params=optional_params)
-
-        watsonx_auth_payload = self._prepare_payload(
-            model=model,
-            api_params=watsonx_api_params,
-        )
-
-        # init the payload to the text generation call
-        payload = {
+        watsonx_auth_payload = self._prepare_payload(model=model, api_params=watsonx_api_params)
+        
+        return {
             "input": prompt,
             "moderations": optional_params.pop("moderations", {}),
             "parameters": optional_params,
             **watsonx_auth_payload,
         }
 
-        return payload
+    async def atransform_request(self, model: str, messages: List[AllMessageValues], optional_params: Dict, litellm_params: Dict, headers: Dict) -> Dict:
+        """Async version of transform_request"""
+        from litellm.llms.watsonx.common_utils import (
+            aconvert_watsonx_messages_to_prompt,
+        )
+        
+        provider = model.split("/")[0]
+        prompt = await aconvert_watsonx_messages_to_prompt(model=model, messages=messages, provider=provider, custom_prompt_dict={})
+        return self._build_request_payload(model=model, prompt=prompt, optional_params=optional_params)
+    
+    def transform_request(self, model: str, messages: List[AllMessageValues], optional_params: Dict, litellm_params: Dict, headers: Dict) -> Dict:
+        """Sync version of transform_request"""
+        provider = model.split("/")[0]
+        prompt = convert_watsonx_messages_to_prompt(model=model, messages=messages, provider=provider, custom_prompt_dict={})
+        return self._build_request_payload(model=model, prompt=prompt, optional_params=optional_params)
 
     def transform_response(
         self,
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index f3030dcd597..06cb67e56c5 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -5294,6 +5294,16 @@
         "output_cost_per_token": 0.0,
         "supports_embedding_image_input": true
     },
+    "cohere.embed-v4:0": {
+        "input_cost_per_token": 1.2e-07,
+        "litellm_provider": "bedrock",
+        "max_input_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "embedding",
+        "output_cost_per_token": 0.0,
+        "output_vector_size": 1536,
+        "supports_embedding_image_input": true
+    },
     "cohere.rerank-v3-5:0": {
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
@@ -12965,6 +12975,39 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "gpt-5-pro-2025-10-06": {
+        "input_cost_per_token": 1.5e-05,
+        "input_cost_per_token_batches": 7.5e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 272000,
+        "max_tokens": 272000,
+        "mode": "responses",
+        "output_cost_per_token": 1.2e-04,
+        "output_cost_per_token_batches": 6e-05,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": false,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "gpt-5-codex": {
         "cache_read_input_token_cost": 1.25e-07,
         "input_cost_per_token": 1.25e-06,
@@ -13293,8 +13336,7 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ],
-        "supports_vision": true
+        ]
     },
     "gpt-realtime": {
         "cache_creation_input_audio_token_cost": 4e-07,
@@ -13328,6 +13370,37 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "gpt-realtime-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_audio_token_cost": 3e-07,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "gpt-realtime-2025-08-28": {
         "cache_creation_input_audio_token_cost": 4e-07,
         "cache_read_input_token_cost": 4e-07,
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index cc890abb95b..e77ad11fae4 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -109,10 +109,21 @@ class MCPRequestHandler:
         request.body = mock_body  # type: ignore
         if ".well-known" in str(request.url):  # public routes
             validated_user_api_key_auth = UserAPIKeyAuth()
+        # elif litellm_api_key == "":
+        #     from fastapi import HTTPException
+
+        #     raise HTTPException(
+        #         status_code=401,
+        #         detail="LiteLLM API key is missing. Please add it or use OAuth authentication.",
+        #         headers={
+        #             "WWW-Authenticate": f'Bearer resource_metadata=f"{request.base_url}/.well-known/oauth-protected-resource"',
+        #         },
+        #     )
         else:
             validated_user_api_key_auth = await user_api_key_auth(
                 api_key=litellm_api_key, request=request
             )
+
         return (
             validated_user_api_key_auth,
             mcp_auth_header,
@@ -344,14 +355,14 @@ class MCPRequestHandler:
             proxy_logging_obj,
             user_api_key_cache,
         )
-        
+
         if not user_api_key_auth:
             return None
-        
+
         # Already loaded
         if user_api_key_auth.object_permission:
             return user_api_key_auth.object_permission
-        
+
         # Need to fetch from DB
         if user_api_key_auth.object_permission_id and prisma_client:
             return await get_object_permission(
@@ -361,7 +372,7 @@ class MCPRequestHandler:
                 parent_otel_span=user_api_key_auth.parent_otel_span,
                 proxy_logging_obj=proxy_logging_obj,
             )
-        
+
         return None
 
     @staticmethod
@@ -369,16 +380,20 @@ class MCPRequestHandler:
         user_api_key_auth: Optional[UserAPIKeyAuth] = None,
     ):
         """Helper to get team object_permission from cache or DB."""
-        from litellm.proxy.auth.auth_checks import get_team_object
+        from litellm.proxy.auth.auth_checks import (
+            get_object_permission,
+            get_team_object,
+        )
         from litellm.proxy.proxy_server import (
             prisma_client,
             proxy_logging_obj,
             user_api_key_cache,
         )
-        
+
         if not user_api_key_auth or not user_api_key_auth.team_id or not prisma_client:
             return None
-        
+
+        # First get the team object (which may have object_permission already loaded)
         team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
             team_id=user_api_key_auth.team_id,
             prisma_client=prisma_client,
@@ -386,8 +401,25 @@ class MCPRequestHandler:
             parent_otel_span=user_api_key_auth.parent_otel_span,
             proxy_logging_obj=proxy_logging_obj,
         )
-        
-        return team_obj.object_permission if team_obj else None
+
+        if not team_obj:
+            return None
+
+        # Already loaded
+        if team_obj.object_permission:
+            return team_obj.object_permission
+
+        # Need to fetch from DB using object_permission_id
+        if team_obj.object_permission_id:
+            return await get_object_permission(
+                object_permission_id=team_obj.object_permission_id,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+                parent_otel_span=user_api_key_auth.parent_otel_span,
+                proxy_logging_obj=proxy_logging_obj,
+            )
+
+        return None
 
     @staticmethod
     async def get_allowed_tools_for_server(
@@ -397,26 +429,38 @@ class MCPRequestHandler:
         """
         Get list of allowed tool names for a specific server based on key/team permissions.
         Follows same inheritance logic as get_allowed_mcp_servers.
-        
+
         Args:
             server_id: Server ID to check permissions for
             user_api_key_auth: User auth
-            
+
         Returns:
             List[str] if restrictions exist, None if no restrictions (allow all)
         """
         if not user_api_key_auth:
             return None
-        
+
         try:
             # Get key and team object permissions
-            key_obj_perm = await MCPRequestHandler._get_key_object_permission(user_api_key_auth)
-            team_obj_perm = await MCPRequestHandler._get_team_object_permission(user_api_key_auth)
-            
+            key_obj_perm = await MCPRequestHandler._get_key_object_permission(
+                user_api_key_auth
+            )
+            team_obj_perm = await MCPRequestHandler._get_team_object_permission(
+                user_api_key_auth
+            )
+
             # Extract tool permissions for this server
-            key_tools = key_obj_perm.mcp_tool_permissions.get(server_id) if key_obj_perm and key_obj_perm.mcp_tool_permissions else None
-            team_tools = team_obj_perm.mcp_tool_permissions.get(server_id) if team_obj_perm and team_obj_perm.mcp_tool_permissions else None
-            
+            key_tools = (
+                key_obj_perm.mcp_tool_permissions.get(server_id)
+                if key_obj_perm and key_obj_perm.mcp_tool_permissions
+                else None
+            )
+            team_tools = (
+                team_obj_perm.mcp_tool_permissions.get(server_id)
+                if team_obj_perm and team_obj_perm.mcp_tool_permissions
+                else None
+            )
+
             # Apply same inheritance logic as get_allowed_mcp_servers
             if team_tools:
                 if key_tools:
@@ -428,7 +472,7 @@ class MCPRequestHandler:
             else:
                 # No team restrictions → use key restrictions
                 return key_tools
-                
+
         except Exception as e:
             verbose_logger.warning(f"Failed to get allowed tools for server: {str(e)}")
             return None
@@ -441,12 +485,12 @@ class MCPRequestHandler:
     ) -> bool:
         """
         Check if a specific tool is allowed for a server based on key/team permissions.
-        
+
         Args:
             tool_name: Name of the tool to check
             server_id: Server ID
             user_api_key_auth: User auth
-            
+
         Returns:
             True if allowed, False if blocked
         """
@@ -454,15 +498,15 @@ class MCPRequestHandler:
             server_id=server_id,
             user_api_key_auth=user_api_key_auth,
         )
-        
+
         # None means no restrictions (allow all)
         if allowed_tools is None:
             return True
-        
+
         # Empty list means no tools allowed
         if not allowed_tools:
             return False
-        
+
         # Check if tool is in allowed list
         return tool_name in allowed_tools
 
@@ -536,41 +580,24 @@ class MCPRequestHandler:
         user_api_key_auth: Optional[UserAPIKeyAuth] = None,
     ) -> List[str]:
         """
-        The `object_permission` for a team is not stored on the user_api_key_auth object
+        Get allowed MCP servers for a team.
 
-        first we check if the team has a object_permission_id attached
-            - if it does then we look up the object_permission for the team
+        Uses the helper _get_team_object_permission which:
+        1. First checks if object_permission is already loaded on the team
+        2. If not, fetches from DB using object_permission_id if it exists
         """
-        from litellm.proxy.auth.auth_checks import get_team_object
-        from litellm.proxy.proxy_server import (
-            prisma_client,
-            proxy_logging_obj,
-            user_api_key_cache,
-        )
-
         if user_api_key_auth is None:
             return []
 
         if user_api_key_auth.team_id is None:
             return []
 
-        if prisma_client is None:
-            verbose_logger.debug("prisma_client is None")
-            return []
-
         try:
-            team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
-                team_id=user_api_key_auth.team_id,
-                prisma_client=prisma_client,
-                user_api_key_cache=user_api_key_cache,
-                parent_otel_span=user_api_key_auth.parent_otel_span,
-                proxy_logging_obj=proxy_logging_obj,
+            # Use the helper method that properly handles fetching from DB if needed
+            object_permissions = await MCPRequestHandler._get_team_object_permission(
+                user_api_key_auth
             )
-            if team_obj is None:
-                verbose_logger.debug("team_obj is None")
-                return []
 
-            object_permissions = team_obj.object_permission
             if object_permissions is None:
                 return []
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 10e40b76efd..ffdcfe8679f 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -195,6 +195,7 @@ class MCPServerManager:
                 name=name_for_prefix,
                 alias=alias,
                 server_name=server_name,
+                spec_path=server_config.get("spec_path", None),
                 url=server_config.get("url", None) or "",
                 command=server_config.get("command", None) or "",
                 args=server_config.get("args", None) or [],
@@ -215,15 +216,167 @@ class MCPServerManager:
                 extra_headers=server_config.get("extra_headers", None),
                 allowed_tools=server_config.get("allowed_tools", None),
                 disallowed_tools=server_config.get("disallowed_tools", None),
+                allowed_params=server_config.get("allowed_params", None),
                 access_groups=server_config.get("access_groups", None),
             )
             self.config_mcp_servers[server_id] = new_server
+
+            # Check if this is an OpenAPI-based server
+            spec_path = server_config.get("spec_path", None)
+            if spec_path:
+                verbose_logger.info(
+                    f"Loading OpenAPI spec from {spec_path} for server {server_name}"
+                )
+                self._register_openapi_tools(
+                    spec_path=spec_path,
+                    server=new_server,
+                    base_url=server_config.get("url", ""),
+                )
+
         verbose_logger.debug(
             f"Loaded MCP Servers: {json.dumps(self.config_mcp_servers, indent=4, default=str)}"
         )
 
         self.initialize_tool_name_to_mcp_server_name_mapping()
 
+    def _register_openapi_tools(self, spec_path: str, server: MCPServer, base_url: str):
+        """
+        Register tools from an OpenAPI specification for a given server.
+
+        This creates "virtual" MCP tools from OpenAPI endpoints that are:
+        1. Registered in the global tool registry with server prefix
+        2. Mapped to the server for routing
+        3. Executed via the local tool handler
+
+        Args:
+            spec_path: Path to the OpenAPI specification file
+            server: The MCPServer instance to register tools for
+            base_url: Base URL for API calls
+        """
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            build_input_schema,
+            create_tool_function,
+        )
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            get_base_url as get_openapi_base_url,
+        )
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            load_openapi_spec,
+        )
+        from litellm.proxy._experimental.mcp_server.tool_registry import (
+            global_mcp_tool_registry,
+        )
+
+        try:
+            # Load OpenAPI spec
+            spec = load_openapi_spec(spec_path)
+
+            # Use base_url from config if provided, otherwise extract from spec
+            if not base_url:
+                base_url = get_openapi_base_url(spec)
+
+            verbose_logger.info(
+                f"Registering OpenAPI tools for server {server.name} with base URL: {base_url}"
+            )
+
+            # Get server prefix for tool naming
+            server_prefix = get_server_prefix(server)
+
+            # Build headers from server configuration
+            headers = {}
+
+            # Add authentication headers if configured
+            if server.authentication_token:
+                from litellm.types.mcp import MCPAuth
+
+                if server.auth_type == MCPAuth.bearer_token:
+                    headers["Authorization"] = f"Bearer {server.authentication_token}"
+                elif server.auth_type == MCPAuth.api_key:
+                    headers["Authorization"] = f"ApiKey {server.authentication_token}"
+                elif server.auth_type == MCPAuth.basic:
+                    headers["Authorization"] = f"Basic {server.authentication_token}"
+
+            # Add any extra headers from server config
+            # Note: extra_headers is a List[str] of header names to forward, not a dict
+            # For OpenAPI tools, we'll just use the authentication headers
+            # If extra_headers were needed, they would be processed separately
+
+            verbose_logger.debug(
+                f"Using headers for OpenAPI tools (excluding sensitive values): "
+                f"{list(headers.keys())}"
+            )
+
+            # Extract and register tools from OpenAPI paths
+            paths = spec.get("paths", {})
+            registered_count = 0
+
+            verbose_logger.debug(f"Processing {len(paths)} paths from OpenAPI spec")
+
+            for path, path_item in paths.items():
+                for method in ["get", "post", "put", "delete", "patch"]:
+                    if method not in path_item:
+                        continue
+
+                    operation = path_item[method]
+
+                    # Generate tool name (without prefix initially)
+                    operation_id = operation.get(
+                        "operationId", f"{method}_{path.replace('/', '_')}"
+                    )
+                    base_tool_name = operation_id.replace(" ", "_").lower()
+
+                    # Add server prefix to tool name
+                    prefixed_tool_name = add_server_prefix_to_tool_name(
+                        base_tool_name, server_prefix
+                    )
+
+                    # Get description
+                    description = operation.get(
+                        "summary",
+                        operation.get("description", f"{method.upper()} {path}"),
+                    )
+
+                    # Build input schema using imported function
+                    input_schema = build_input_schema(operation)
+
+                    # Create tool function with headers using imported function
+                    tool_func = create_tool_function(
+                        path, method, operation, base_url, headers=headers
+                    )
+                    tool_func.__name__ = prefixed_tool_name
+                    tool_func.__doc__ = description
+
+                    # Register tool with prefixed name in global registry
+                    global_mcp_tool_registry.register_tool(
+                        name=prefixed_tool_name,
+                        description=description,
+                        input_schema=input_schema,
+                        handler=tool_func,
+                    )
+
+                    # Update tool name to server name mapping (for both prefixed and base names)
+                    self.tool_name_to_mcp_server_name_mapping[base_tool_name] = (
+                        server_prefix
+                    )
+                    self.tool_name_to_mcp_server_name_mapping[prefixed_tool_name] = (
+                        server_prefix
+                    )
+
+                    registered_count += 1
+                    verbose_logger.debug(
+                        f"Registered OpenAPI tool: {prefixed_tool_name} for server {server.name}"
+                    )
+
+            verbose_logger.info(
+                f"Successfully registered {registered_count} OpenAPI tools for server {server.name}"
+            )
+
+        except Exception as e:
+            verbose_logger.error(
+                f"Failed to register OpenAPI tools for server {server.name}: {str(e)}"
+            )
+            raise e
+
     def remove_server(self, mcp_server: LiteLLM_MCPServerTable):
         """
         Remove a server from the registry
@@ -469,6 +622,10 @@ class MCPServerManager:
         Returns:
             List[MCPTool]: List of tools available on the server with prefixed names
         """
+        from litellm.proxy._experimental.mcp_server.tool_registry import (
+            global_mcp_tool_registry,
+        )
+
         verbose_logger.debug(f"Connecting to url: {server.url}")
         verbose_logger.info(f"_get_tools_from_server for {server.name}...")
 
@@ -481,7 +638,14 @@ class MCPServerManager:
                 extra_headers=extra_headers,
             )
 
-            tools = await self._fetch_tools_with_timeout(client, server.name)
+            ## HANDLE OPENAPI TOOLS
+            if server.spec_path:
+                _tools = global_mcp_tool_registry.list_tools(tool_prefix=server.name)
+                tools = global_mcp_tool_registry.convert_tools_to_mcp_sdk_tool_type(
+                    _tools
+                )
+            else:
+                tools = await self._fetch_tools_with_timeout(client, server.name)
 
             prefixed_or_original_tools = self._create_prefixed_tools(
                 tools, server, add_prefix=add_prefix
@@ -597,11 +761,69 @@ class MCPServerManager:
         Check if the tool is allowed or banned for the given server
         """
         if server.allowed_tools:
-            return tool_name in server.allowed_tools
+            return (
+                tool_name in server.allowed_tools
+                or f"{server.name}-{tool_name}" in server.allowed_tools
+            )
         if server.disallowed_tools:
-            return tool_name not in server.disallowed_tools
+            return (
+                tool_name not in server.disallowed_tools
+                and f"{server.name}-{tool_name}" not in server.disallowed_tools
+            )
         return True
 
+    def validate_allowed_params(
+        self, tool_name: str, arguments: Dict[str, Any], server: MCPServer
+    ) -> None:
+        """
+        Filter arguments to only include allowed parameters for the given tool.
+
+        Args:
+            tool_name: Name of the tool (with or without prefix)
+            arguments: Dictionary of arguments to filter
+            server: MCPServer configuration
+
+        Returns:
+            Filtered dictionary containing only allowed parameters
+
+        Raises:
+            HTTPException: If allowed_params is configured for this tool but arguments contain disallowed params
+        """
+        from litellm.proxy._experimental.mcp_server.utils import (
+            get_server_name_prefix_tool_mcp,
+        )
+
+        # If no allowed_params configured, return all arguments
+        if not server.allowed_params:
+            return
+
+        # Get the unprefixed tool name to match against config
+        unprefixed_tool_name, _ = get_server_name_prefix_tool_mcp(tool_name)
+
+        # Check both prefixed and unprefixed tool names
+        allowed_params_list = server.allowed_params.get(
+            tool_name
+        ) or server.allowed_params.get(unprefixed_tool_name)
+
+        # If this tool doesn't have allowed_params specified, allow all params
+        if allowed_params_list is None:
+            return None
+
+        # Filter arguments to only include allowed parameters
+        disallowed_params = [
+            param for param in arguments.keys() if param not in allowed_params_list
+        ]
+
+        if disallowed_params:
+            raise HTTPException(
+                status_code=403,
+                detail={
+                    "error": f"Parameters {disallowed_params} are not allowed for tool {tool_name}. "
+                    f"Allowed parameters: {allowed_params_list}. "
+                    f"Contact proxy admin to allow these parameters."
+                },
+            )
+
     async def check_tool_permission_for_key_team(
         self,
         tool_name: str,
@@ -621,18 +843,20 @@ class MCPServerManager:
         Raises:
             HTTPException: If tool is not allowed for this key/team
         """
-        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import MCPRequestHandler
-        
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
+            MCPRequestHandler,
+        )
+
         if not user_api_key_auth:
             return
-        
+
         # Check if tool is allowed
         is_allowed = await MCPRequestHandler.is_tool_allowed_for_server(
             tool_name=tool_name,
             server_id=server.server_id,
             user_api_key_auth=user_api_key_auth,
         )
-        
+
         if not is_allowed:
             raise HTTPException(
                 status_code=403,
@@ -641,6 +865,64 @@ class MCPServerManager:
                 },
             )
 
+    async def _call_openapi_tool_handler(
+        self,
+        server: MCPServer,
+        tool_name: str,
+        arguments: Dict[str, Any],
+    ) -> CallToolResult:
+        """
+        Call an OpenAPI tool handler directly.
+
+        For OpenAPI servers, instead of using MCP protocol, we call the tool handler
+        that was registered during OpenAPI spec parsing. This handler makes direct
+        HTTP requests to the API.
+
+        Args:
+            tool_name: The full tool name (with prefix) to call
+            arguments: Tool arguments to pass to the handler
+
+        Returns:
+            CallToolResult with the response from the API
+        """
+        from mcp.types import TextContent
+
+        from litellm.proxy._experimental.mcp_server.tool_registry import (
+            global_mcp_tool_registry,
+        )
+
+        # Get the tool from the registry
+        tool = global_mcp_tool_registry.get_tool(f"{server.name}-{tool_name}")
+        if tool is None:
+            # Tool not found in registry
+            error_msg = f"OpenAPI tool {tool_name} not found in registry"
+            verbose_logger.error(error_msg)
+            return CallToolResult(
+                content=[TextContent(type="text", text=error_msg)],
+                isError=True,
+            )
+
+        try:
+            # Call the tool handler with the arguments
+            # The handler is an async function that makes the HTTP request
+            handler_result = await tool.handler(**arguments)
+
+            # Convert the handler result (string response) to CallToolResult format
+            result = CallToolResult(
+                content=[TextContent(type="text", text=str(handler_result))],
+                isError=False,
+            )
+
+            return result
+
+        except Exception as e:
+            error_msg = f"Error calling OpenAPI tool {tool_name}: {str(e)}"
+            verbose_logger.error(error_msg)
+            return CallToolResult(
+                content=[TextContent(type="text", text=error_msg)],
+                isError=True,
+            )
+
     async def pre_call_tool_check(
         self,
         name: str,
@@ -667,6 +949,13 @@ class MCPServerManager:
             user_api_key_auth=user_api_key_auth,
         )
 
+        ## filter parameters based on allowed_params configuration
+        self.validate_allowed_params(
+            tool_name=name,
+            arguments=arguments,
+            server=server,
+        )
+
         pre_hook_kwargs = {
             "name": name,
             "arguments": arguments,
@@ -793,95 +1082,109 @@ class MCPServerManager:
                 server=mcp_server,
             )
 
-        # Get server-specific auth header if available
-        server_auth_header: Optional[Union[Dict[str, str], str]] = None
-        if mcp_server_auth_headers and mcp_server.alias:
-            server_auth_header = mcp_server_auth_headers.get(mcp_server.alias)
-        elif mcp_server_auth_headers and mcp_server.server_name:
-            server_auth_header = mcp_server_auth_headers.get(mcp_server.server_name)
+        # Prepare tasks for during hooks
+        tasks = []
+        if proxy_logging_obj:
+            # Create synthetic LLM data for during hook processing
+            from litellm.types.llms.base import HiddenParams
+            from litellm.types.mcp import MCPDuringCallRequestObject
 
-        # Fall back to deprecated mcp_auth_header if no server-specific header found
-        if server_auth_header is None:
-            server_auth_header = mcp_auth_header
-
-        # oauth2 headers
-        extra_headers: Optional[Dict[str, str]] = None
-        if mcp_server.auth_type == MCPAuth.oauth2:
-            extra_headers = oauth2_headers
-
-        if mcp_server.extra_headers and raw_headers:
-            if extra_headers is None:
-                extra_headers = {}
-            for header in mcp_server.extra_headers:
-                if header in raw_headers:
-                    extra_headers[header] = raw_headers[header]
-
-        client = self._create_mcp_client(
-            server=mcp_server,
-            mcp_auth_header=server_auth_header,
-            extra_headers=extra_headers,
-        )
-
-        async with client:
-            # Use the original tool name (without prefix) for the actual call
-            call_tool_params = MCPCallToolRequestParams(
-                name=original_tool_name,
+            request_obj = MCPDuringCallRequestObject(
+                tool_name=name,
                 arguments=arguments,
+                server_name=server_name_from_prefix,
+                start_time=start_time.timestamp() if start_time else None,
+                hidden_params=HiddenParams(),
             )
-            tasks = []
-            if proxy_logging_obj:
-                # Create synthetic LLM data for during hook processing
-                from litellm.types.llms.base import HiddenParams
-                from litellm.types.mcp import MCPDuringCallRequestObject
 
-                request_obj = MCPDuringCallRequestObject(
-                    tool_name=name,
+            during_hook_kwargs = {
+                "name": name,
+                "arguments": arguments,
+                "server_name": server_name_from_prefix,
+                "user_api_key_auth": user_api_key_auth,
+            }
+
+            synthetic_llm_data = proxy_logging_obj._convert_mcp_to_llm_format(
+                request_obj, during_hook_kwargs
+            )
+
+            during_hook_task = asyncio.create_task(
+                proxy_logging_obj.during_call_hook(
+                    user_api_key_dict=user_api_key_auth,
+                    data=synthetic_llm_data,
+                    call_type="mcp_call",  # type: ignore
+                )
+            )
+            tasks.append(during_hook_task)
+
+        # For OpenAPI servers, call the tool handler directly instead of via MCP client
+        if mcp_server.spec_path:
+            verbose_logger.debug(
+                f"Calling OpenAPI tool {name} directly via HTTP handler"
+            )
+            tasks.append(
+                asyncio.create_task(
+                    self._call_openapi_tool_handler(mcp_server, name, arguments)
+                )
+            )
+        else:
+            # For regular MCP servers, use the MCP client
+            # Get server-specific auth header if available
+            server_auth_header: Optional[Union[Dict[str, str], str]] = None
+            if mcp_server_auth_headers and mcp_server.alias:
+                server_auth_header = mcp_server_auth_headers.get(mcp_server.alias)
+            elif mcp_server_auth_headers and mcp_server.server_name:
+                server_auth_header = mcp_server_auth_headers.get(mcp_server.server_name)
+
+            # Fall back to deprecated mcp_auth_header if no server-specific header found
+            if server_auth_header is None:
+                server_auth_header = mcp_auth_header
+
+            # oauth2 headers
+            extra_headers: Optional[Dict[str, str]] = None
+            if mcp_server.auth_type == MCPAuth.oauth2:
+                extra_headers = oauth2_headers
+
+            if mcp_server.extra_headers and raw_headers:
+                if extra_headers is None:
+                    extra_headers = {}
+                for header in mcp_server.extra_headers:
+                    if header in raw_headers:
+                        extra_headers[header] = raw_headers[header]
+
+            client = self._create_mcp_client(
+                server=mcp_server,
+                mcp_auth_header=server_auth_header,
+                extra_headers=extra_headers,
+            )
+
+            async with client:
+                # Use the original tool name (without prefix) for the actual call
+                call_tool_params = MCPCallToolRequestParams(
+                    name=original_tool_name,
                     arguments=arguments,
-                    server_name=server_name_from_prefix,
-                    start_time=start_time.timestamp() if start_time else None,
-                    hidden_params=HiddenParams(),
                 )
+                tasks.append(asyncio.create_task(client.call_tool(call_tool_params)))
 
-                during_hook_kwargs = {
-                    "name": name,
-                    "arguments": arguments,
-                    "server_name": server_name_from_prefix,
-                    "user_api_key_auth": user_api_key_auth,
-                }
+        try:
+            mcp_responses = await asyncio.gather(*tasks)
 
-                synthetic_llm_data = proxy_logging_obj._convert_mcp_to_llm_format(
-                    request_obj, during_hook_kwargs
-                )
+            # If proxy_logging_obj is None, the tool call result is at index 0
+            # If proxy_logging_obj is not None, the tool call result is at index 1 (after the during hook task)
+            result_index = 1 if proxy_logging_obj else 0
+            result = mcp_responses[result_index]
 
-                during_hook_task = asyncio.create_task(
-                    proxy_logging_obj.during_call_hook(
-                        user_api_key_dict=user_api_key_auth,
-                        data=synthetic_llm_data,
-                        call_type="mcp_call",  # type: ignore
-                    )
-                )
-                tasks.append(during_hook_task)
-
-            tasks.append(asyncio.create_task(client.call_tool(call_tool_params)))
-            try:
-                mcp_responses = await asyncio.gather(*tasks)
-
-                # If proxy_logging_obj is None, the tool call result is at index 0
-                # If proxy_logging_obj is not None, the tool call result is at index 1 (after the during hook task)
-                result_index = 1 if proxy_logging_obj else 0
-                result = mcp_responses[result_index]
-
-                return cast(CallToolResult, result)
-            except (
-                BlockedPiiEntityError,
-                GuardrailRaisedException,
-                HTTPException,
-            ) as e:
-                # Re-raise guardrail exceptions to properly fail the MCP call
-                verbose_logger.error(
-                    f"Guardrail blocked MCP tool call during result check: {str(e)}"
-                )
-                raise e
+            return cast(CallToolResult, result)
+        except (
+            BlockedPiiEntityError,
+            GuardrailRaisedException,
+            HTTPException,
+        ) as e:
+            # Re-raise guardrail exceptions to properly fail the MCP call
+            verbose_logger.error(
+                f"Guardrail blocked MCP tool call during result check: {str(e)}"
+            )
+            raise e
 
     #########################################################
     # End of Methods that call the upstream MCP servers
diff --git a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
new file mode 100644
index 00000000000..72288f8e673
--- /dev/null
+++ b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
@@ -0,0 +1,236 @@
+"""
+This module is used to generate MCP tools from OpenAPI specs.
+"""
+
+import json
+from typing import Any, Dict, Optional
+
+import httpx
+
+from litellm._logging import verbose_logger
+from litellm.proxy._experimental.mcp_server.tool_registry import (
+    global_mcp_tool_registry,
+)
+
+# Store the base URL and headers globally
+BASE_URL = ""
+HEADERS: Dict[str, str] = {}
+
+
+def load_openapi_spec(filepath: str) -> Dict[str, Any]:
+    """Load OpenAPI specification from JSON file."""
+    with open(filepath, "r") as f:
+        return json.load(f)
+
+
+def get_base_url(spec: Dict[str, Any]) -> str:
+    """Extract base URL from OpenAPI spec."""
+    # OpenAPI 3.x
+    if "servers" in spec and spec["servers"]:
+        return spec["servers"][0]["url"]
+    # OpenAPI 2.x (Swagger)
+    elif "host" in spec:
+        scheme = spec.get("schemes", ["https"])[0]
+        base_path = spec.get("basePath", "")
+        return f"{scheme}://{spec['host']}{base_path}"
+    return ""
+
+
+def extract_parameters(operation: Dict[str, Any]) -> tuple:
+    """Extract parameter names from OpenAPI operation."""
+    path_params = []
+    query_params = []
+    body_params = []
+
+    # OpenAPI 3.x and 2.x parameters
+    if "parameters" in operation:
+        for param in operation["parameters"]:
+            param_name = param["name"]
+            if param.get("in") == "path":
+                path_params.append(param_name)
+            elif param.get("in") == "query":
+                query_params.append(param_name)
+            elif param.get("in") == "body":
+                body_params.append(param_name)
+
+    # OpenAPI 3.x requestBody
+    if "requestBody" in operation:
+        body_params.append("body")
+
+    return path_params, query_params, body_params
+
+
+def build_input_schema(operation: Dict[str, Any]) -> Dict[str, Any]:
+    """Build MCP input schema from OpenAPI operation."""
+    properties = {}
+    required = []
+
+    # Process parameters
+    if "parameters" in operation:
+        for param in operation["parameters"]:
+            param_name = param["name"]
+            param_schema = param.get("schema", {})
+            param_type = param_schema.get("type", "string")
+
+            properties[param_name] = {
+                "type": param_type,
+                "description": param.get("description", ""),
+            }
+
+            if param.get("required", False):
+                required.append(param_name)
+
+    # Process requestBody (OpenAPI 3.x)
+    if "requestBody" in operation:
+        request_body = operation["requestBody"]
+        content = request_body.get("content", {})
+
+        # Try to get JSON schema
+        if "application/json" in content:
+            schema = content["application/json"].get("schema", {})
+            properties["body"] = {
+                "type": "object",
+                "description": request_body.get("description", "Request body"),
+                "properties": schema.get("properties", {}),
+            }
+            if request_body.get("required", False):
+                required.append("body")
+
+    return {
+        "type": "object",
+        "properties": properties,
+        "required": required if required else [],
+    }
+
+
+def create_tool_function(
+    path: str,
+    method: str,
+    operation: Dict[str, Any],
+    base_url: str,
+    headers: Optional[Dict[str, str]] = None,
+):
+    """Create a tool function for an OpenAPI operation.
+
+    Args:
+        path: API endpoint path
+        method: HTTP method (get, post, put, delete, patch)
+        operation: OpenAPI operation object
+        base_url: Base URL for the API
+        headers: Optional headers to include in requests (e.g., authentication)
+    """
+    if headers is None:
+        headers = {}
+
+    path_params, query_params, body_params = extract_parameters(operation)
+    all_params = path_params + query_params + body_params
+
+    # Build function signature dynamically
+    if all_params:
+        params_str = ", ".join(f"{p}: str = ''" for p in all_params)
+    else:
+        params_str = ""
+
+    # Create the function code as a string
+    func_code = f'''
+async def tool_function({params_str}) -> str:
+    """Dynamically generated tool function."""
+    url = base_url + path
+    
+    # Replace path parameters
+    path_param_names = {path_params}
+    for param_name in path_param_names:
+        param_value = locals().get(param_name, "")
+        if param_value:
+            url = url.replace("{{" + param_name + "}}", str(param_value))
+    
+    # Build query params
+    query_param_names = {query_params}
+    params = {{}}
+    for param_name in query_param_names:
+        param_value = locals().get(param_name, "")
+        if param_value:
+            params[param_name] = param_value
+    
+    # Build request body
+    body_param_names = {body_params}
+    json_body = None
+    if body_param_names:
+        body_value = locals().get("body", {{}})
+        if isinstance(body_value, dict):
+            json_body = body_value
+        elif body_value:
+            # If it's a string, try to parse as JSON
+            import json as json_module
+            try:
+                json_body = json_module.loads(body_value) if isinstance(body_value, str) else {{"data": body_value}}
+            except:
+                json_body = {{"data": body_value}}
+    
+    # Make HTTP request
+    async with httpx.AsyncClient() as client:
+        if "{method.lower()}" == "get":
+            response = await client.get(url, params=params, headers=headers)
+        elif "{method.lower()}" == "post":
+            response = await client.post(url, params=params, json=json_body, headers=headers)
+        elif "{method.lower()}" == "put":
+            response = await client.put(url, params=params, json=json_body, headers=headers)
+        elif "{method.lower()}" == "delete":
+            response = await client.delete(url, params=params, headers=headers)
+        elif "{method.lower()}" == "patch":
+            response = await client.patch(url, params=params, json=json_body, headers=headers)
+        else:
+            return "Unsupported HTTP method: {method}"
+        
+        return response.text
+'''
+
+    # Execute the function code to create the actual function
+    local_vars = {
+        "httpx": httpx,
+        "headers": headers,
+        "base_url": base_url,
+        "path": path,
+        "method": method,
+    }
+    exec(func_code, local_vars)
+
+    return local_vars["tool_function"]
+
+
+def register_tools_from_openapi(spec: Dict[str, Any], base_url: str):
+    """Register MCP tools from OpenAPI specification."""
+    paths = spec.get("paths", {})
+
+    for path, path_item in paths.items():
+        for method in ["get", "post", "put", "delete", "patch"]:
+            if method in path_item:
+                operation = path_item[method]
+
+                # Generate tool name
+                operation_id = operation.get(
+                    "operationId", f"{method}_{path.replace('/', '_')}"
+                )
+                tool_name = operation_id.replace(" ", "_").lower()
+
+                # Get description
+                description = operation.get(
+                    "summary", operation.get("description", f"{method.upper()} {path}")
+                )
+
+                # Build input schema
+                input_schema = build_input_schema(operation)
+
+                # Create tool function
+                tool_func = create_tool_function(path, method, operation, base_url)
+                tool_func.__name__ = tool_name
+                tool_func.__doc__ = description
+
+                # Register tool with local registry
+                global_mcp_tool_registry.register_tool(
+                    name=tool_name,
+                    description=description,
+                    input_schema=input_schema,
+                    handler=tool_func,
+                )
+                verbose_logger.debug(f"Registered tool: {tool_name}")
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index c70a1f7a454..77d6abfed62 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -364,25 +364,25 @@ if MCP_AVAILABLE:
     def _tool_name_matches(tool_name: str, filter_list: List[str]) -> bool:
         """
         Check if a tool name matches any name in the filter list.
-        
+
         Checks both the full tool name and unprefixed version (without server prefix).
         This allows users to configure simple tool names regardless of prefixing.
-        
+
         Args:
             tool_name: The tool name to check (may be prefixed like "server-tool_name")
             filter_list: List of tool names to match against
-            
+
         Returns:
             True if the tool name (prefixed or unprefixed) is in the filter list
         """
         from litellm.proxy._experimental.mcp_server.utils import (
             get_server_name_prefix_tool_mcp,
         )
-        
+
         # Check if the full name is in the list
         if tool_name in filter_list:
             return True
-            
+
         # Check if the unprefixed name is in the list
         unprefixed_name, _ = get_server_name_prefix_tool_mcp(tool_name)
         return unprefixed_name in filter_list
@@ -393,34 +393,36 @@ if MCP_AVAILABLE:
     ) -> List[MCPTool]:
         """
         Filter tools by allowed/disallowed tools configuration.
-        
+
         If allowed_tools is set, only tools in that list are returned.
         If disallowed_tools is set, tools in that list are excluded.
         Tool names are matched with and without server prefixes for flexibility.
-        
+
         Args:
             tools: List of tools to filter
             mcp_server: Server configuration with allowed_tools/disallowed_tools
-            
+
         Returns:
             Filtered list of tools
         """
         tools_to_return = tools
-        
+
         # Filter by allowed_tools (whitelist)
         if mcp_server.allowed_tools:
             tools_to_return = [
-                tool for tool in tools 
+                tool
+                for tool in tools
                 if _tool_name_matches(tool.name, mcp_server.allowed_tools)
             ]
-                    
+
         # Filter by disallowed_tools (blacklist)
         if mcp_server.disallowed_tools:
             tools_to_return = [
-                tool for tool in tools_to_return
+                tool
+                for tool in tools_to_return
                 if not _tool_name_matches(tool.name, mcp_server.disallowed_tools)
             ]
-            
+
         return tools_to_return
 
     async def _get_tools_from_mcp_servers(
@@ -497,17 +499,17 @@ if MCP_AVAILABLE:
                     extra_headers=extra_headers,
                     add_prefix=add_prefix,
                 )
-                
+
                 filtered_tools = filter_tools_by_allowed_tools(tools, server)
-                
+
                 filtered_tools = await filter_tools_by_key_team_permissions(
                     tools=filtered_tools,
                     server_id=server_id,
                     user_api_key_auth=user_api_key_auth,
                 )
-                
+
                 all_tools.extend(filtered_tools)
-                
+
                 verbose_logger.debug(
                     f"Successfully fetched {len(tools)} tools from server {server.name}, {len(filtered_tools)} after filtering"
                 )
@@ -520,6 +522,7 @@ if MCP_AVAILABLE:
         verbose_logger.info(
             f"Successfully fetched {len(all_tools)} tools total from all MCP servers"
         )
+
         return all_tools
 
     async def filter_tools_by_key_team_permissions(
@@ -527,18 +530,31 @@ if MCP_AVAILABLE:
         server_id: str,
         user_api_key_auth: Optional[UserAPIKeyAuth],
     ) -> List[MCPTool]:
-        """Filter tools based on key/team mcp_tool_permissions."""
+        """
+        Filter tools based on key/team mcp_tool_permissions.
+
+        Note: Tool names in the DB are stored without server prefixes,
+        but tool names from MCP servers are prefixed. We need to strip
+        the prefix before comparing.
+        """
         # Filter by key/team tool-level permissions
         allowed_tool_names = await MCPRequestHandler.get_allowed_tools_for_server(
             server_id=server_id,
             user_api_key_auth=user_api_key_auth,
         )
         if allowed_tool_names is not None:
-            filtered_tools = [t for t in tools if t.name in allowed_tool_names]
+            # Strip prefix from tool names before comparing
+            # Tools are stored in DB without prefix, but come from MCP server with prefix
+            filtered_tools = []
+            for t in tools:
+                # Get tool name without server prefix
+                unprefixed_tool_name, _ = get_server_name_prefix_tool_mcp(t.name)
+                if unprefixed_tool_name in allowed_tool_names:
+                    filtered_tools.append(t)
         else:
             # No restrictions, return all tools
             filtered_tools = tools
-        
+
         return filtered_tools
 
     async def _list_mcp_tools(
@@ -583,30 +599,7 @@ if MCP_AVAILABLE:
             )
             # Continue with empty managed tools list instead of failing completely
 
-        # Get tools from local registry
-        local_tools = []
-        try:
-            local_tools_raw = global_mcp_tool_registry.list_tools()
-
-            # Convert local tools to MCPTool format
-            for tool in local_tools_raw:
-                # Convert from litellm.types.mcp_server.tool_registry.MCPTool to mcp.types.Tool
-                mcp_tool = MCPTool(
-                    name=tool.name,
-                    description=tool.description,
-                    inputSchema=tool.input_schema,
-                )
-                local_tools.append(mcp_tool)
-        except Exception as e:
-            verbose_logger.exception(
-                f"Error getting tools from local registry: {str(e)}"
-            )
-            # Continue with empty local tools list instead of failing completely
-
-        # Combine all tools
-        all_tools = managed_tools + local_tools
-
-        return all_tools
+        return managed_tools
 
     @client
     async def call_mcp_tool(
@@ -667,33 +660,42 @@ if MCP_AVAILABLE:
                 standard_logging_mcp_tool_call
             )
             litellm_logging_obj.model = f"MCP: {name}"
-        # Try managed server tool first (pass the full prefixed name)
-        # Primary and recommended way to use MCP servers
+        # Check if tool exists in local registry first (for OpenAPI-based tools)
+        # These tools are registered with their prefixed names
         #########################################################
-        mcp_server: Optional[MCPServer] = (
-            global_mcp_server_manager._get_mcp_server_from_tool_name(name)
-        )
-        if mcp_server:
-            standard_logging_mcp_tool_call["mcp_server_cost_info"] = (
-                mcp_server.mcp_info or {}
-            ).get("mcp_server_cost_info")
-            response = await _handle_managed_mcp_tool(
-                name=name,  # Pass the full name (potentially prefixed)
-                arguments=arguments,
-                user_api_key_auth=user_api_key_auth,
-                mcp_auth_header=mcp_auth_header,
-                mcp_server_auth_headers=mcp_server_auth_headers,
-                oauth2_headers=oauth2_headers,
-                raw_headers=raw_headers,
-                litellm_logging_obj=litellm_logging_obj,
-            )
+        local_tool = global_mcp_tool_registry.get_tool(name)
+        if local_tool:
+            verbose_logger.debug(f"Executing local registry tool: {name}")
+            response = await _handle_local_mcp_tool(name, arguments)
 
-        # Fall back to local tool registry (use original name)
-        #########################################################
-        # Deprecated: Local MCP Server Tool
+        # Try managed MCP server tool (pass the full prefixed name)
+        # Primary and recommended way to use external MCP servers
         #########################################################
         else:
-            response = await _handle_local_mcp_tool(original_tool_name, arguments)
+            mcp_server: Optional[MCPServer] = (
+                global_mcp_server_manager._get_mcp_server_from_tool_name(name)
+            )
+            if mcp_server:
+                standard_logging_mcp_tool_call["mcp_server_cost_info"] = (
+                    mcp_server.mcp_info or {}
+                ).get("mcp_server_cost_info")
+                response = await _handle_managed_mcp_tool(
+                    name=name,  # Pass the full name (potentially prefixed)
+                    arguments=arguments,
+                    user_api_key_auth=user_api_key_auth,
+                    mcp_auth_header=mcp_auth_header,
+                    mcp_server_auth_headers=mcp_server_auth_headers,
+                    oauth2_headers=oauth2_headers,
+                    raw_headers=raw_headers,
+                    litellm_logging_obj=litellm_logging_obj,
+                )
+
+            # Fall back to local tool registry with original name (legacy support)
+            #########################################################
+            # Deprecated: Local MCP Server Tool
+            #########################################################
+            else:
+                response = await _handle_local_mcp_tool(original_tool_name, arguments)
 
         #########################################################
         # Post MCP Tool Call Hook
@@ -765,14 +767,21 @@ if MCP_AVAILABLE:
         Handle tool execution for local registry tools
         Note: Local tools don't use prefixes, so we use the original name
         """
+        import inspect
+
         tool = global_mcp_tool_registry.get_tool(name)
         if not tool:
             raise HTTPException(status_code=404, detail=f"Tool '{name}' not found")
 
         try:
-            result = tool.handler(**arguments)
+            # Check if handler is async or sync
+            if inspect.iscoroutinefunction(tool.handler):
+                result = await tool.handler(**arguments)
+            else:
+                result = tool.handler(**arguments)
             return [TextContent(text=str(result), type="text")]
         except Exception as e:
+            verbose_logger.exception(f"Error executing local tool {name}: {str(e)}")
             return [TextContent(text=f"Error: {str(e)}", type="text")]
 
     def _get_mcp_servers_in_path(path: str) -> Optional[List[str]]:
@@ -893,6 +902,7 @@ if MCP_AVAILABLE:
 
             await session_manager.handle_request(scope, receive, send)
         except Exception as e:
+            raise e
             verbose_logger.exception(f"Error handling MCP request: {e}")
             # Instead of re-raising, try to send a graceful error response
             try:
diff --git a/litellm/proxy/_experimental/mcp_server/tool_registry.py b/litellm/proxy/_experimental/mcp_server/tool_registry.py
index c08b7979683..bc69095fc43 100644
--- a/litellm/proxy/_experimental/mcp_server/tool_registry.py
+++ b/litellm/proxy/_experimental/mcp_server/tool_registry.py
@@ -1,6 +1,8 @@
 import json
 from typing import Any, Callable, Dict, List, Optional
 
+from mcp.types import Tool as MCPToolSDKTool
+
 from litellm._logging import verbose_logger
 from litellm.proxy.types_utils.utils import get_instance_fn
 from litellm.types.mcp_server.tool_registry import MCPTool
@@ -39,12 +41,30 @@ class MCPToolRegistry:
         """
         return self.tools.get(name)
 
-    def list_tools(self) -> List[MCPTool]:
+    def list_tools(self, tool_prefix: Optional[str] = None) -> List[MCPTool]:
         """
         List all registered tools
         """
+        if tool_prefix:
+            return [
+                tool
+                for tool in self.tools.values()
+                if tool.name.startswith(tool_prefix)
+            ]
         return list(self.tools.values())
 
+    def convert_tools_to_mcp_sdk_tool_type(
+        self, tools: List[MCPTool]
+    ) -> List[MCPToolSDKTool]:
+        return [
+            MCPToolSDKTool(
+                name=tool.name,
+                description=tool.description,
+                inputSchema=tool.input_schema,
+            )
+            for tool in tools
+        ]
+
     def load_tools_from_config(
         self, mcp_tools_config: Optional[Dict[str, Any]] = None
     ) -> None:
diff --git a/litellm/proxy/_experimental/out/_next/static/_S0i_Y-CCoYQWc9dIuLxF/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/_S0i_Y-CCoYQWc9dIuLxF/_buildManifest.js
deleted file mode 100644
index 96ded068de5..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/_S0i_Y-CCoYQWc9dIuLxF/_buildManifest.js
+++ /dev/null
@@ -1 +0,0 @@
-self.__BUILD_MANIFEST={__rewrites:{afterFiles:[],beforeFiles:[],fallback:[]},"/_error":["static/chunks/pages/_error-28b803cb2479b966.js"],sortedPages:["/_app","/_error"]},self.__BUILD_MANIFEST_CB&&self.__BUILD_MANIFEST_CB();
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js b/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js
new file mode 100644
index 00000000000..74c9c3d33c5
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js
@@ -0,0 +1 @@
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new file mode 100644
index 00000000000..fd249f9de97
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js b/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js
new file mode 100644
index 00000000000..40149428caa
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js b/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js
deleted file mode 100644
index 307379053b6..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js
+++ /dev/null
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if(O(this[e=L(e)]))return this[e](t);return this},tj.startOf=function(e){var n,s;if(void 0===(e=L(e))||"millisecond"===e||!this.isValid())return this;switch(s=this._isUTC?tC:tR,e){case"year":n=s(this.year(),0,1);break;case"quarter":n=s(this.year(),this.month()-this.month()%3,1);break;case"month":n=s(this.year(),this.month(),1);break;case"week":n=s(this.year(),this.month(),this.date()-this.weekday());break;case"isoWeek":n=s(this.year(),this.month(),this.date()-(this.isoWeekday()-1));break;case"day":case"date":n=s(this.year(),this.month(),this.date());break;case"hour":n=this._d.valueOf(),n-=((n+(this._isUTC?0:6e4*this.utcOffset()))%36e5+36e5)%36e5;break;case"minute":n=this._d.valueOf(),n-=(n%6e4+6e4)%6e4;break;case"second":n=this._d.valueOf(),n-=(n%1e3+1e3)%1e3}return this._d.setTime(n),t.updateOffset(this,!0),this},tj.subtract=tb,tj.toArray=function(){return[this.year(),this.month(),this.date(),this.hour(),this.minute(),this.second(),this.millisecond()]},tj.toObject=function(){return{years:this.year(),months:this.month(),date:this.date(),hours:this.hours(),minutes:this.minutes(),seconds:this.seconds(),milliseconds:this.milliseconds()}},tj.toDate=function(){return new Date(this.valueOf())},tj.toISOString=function(e){if(!this.isValid())return null;var t=!0!==e,n=t?this.clone().utc():this;return 0>n.year()||n.year()>9999?U(n,t?"YYYYYY-MM-DD[T]HH:mm:ss.SSS[Z]":"YYYYYY-MM-DD[T]HH:mm:ss.SSSZ"):O(Date.prototype.toISOString)?t?this.toDate().toISOString():new Date(this.valueOf()+6e4*this.utcOffset()).toISOString().replace("Z",U(n,"Z")):U(n,t?"YYYY-MM-DD[T]HH:mm:ss.SSS[Z]":"YYYY-MM-DD[T]HH:mm:ss.SSSZ")},tj.inspect=function(){if(!this.isValid())return"moment.invalid(/* "+this._i+" */)";var e,t,n,s,i="moment",r="";return 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js b/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js
new file mode 100644
index 00000000000..dddce2ff9a2
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js
@@ -0,0 +1 @@
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new file mode 100644
index 00000000000..37fef532b26
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/162-ffcd7d9fbb033bdf.js b/litellm/proxy/_experimental/out/_next/static/chunks/162-ffcd7d9fbb033bdf.js
deleted file mode 100644
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--- a/litellm/proxy/_experimental/out/_next/static/chunks/162-ffcd7d9fbb033bdf.js
+++ /dev/null
@@ -1 +0,0 @@
-"use strict";(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[162],{36724:function(e,t,n){n.d(t,{Dx:function(){return i.Z},Zb:function(){return s.Z},xv:function(){return r.Z},zx:function(){return a.Z}});var a=n(20831),s=n(12514),r=n(84264),i=n(96761)},19130:function(e,t,n){n.d(t,{RM:function(){return s.Z},SC:function(){return l.Z},iA:function(){return a.Z},pj:function(){return r.Z},ss:function(){return i.Z},xs:function(){return o.Z}});var a=n(21626),s=n(97214),r=n(28241),i=n(58834),o=n(69552),l=n(71876)},88658:function(e,t,n){n.d(t,{L:function(){return s}});var a=n(49817);let s=e=>{let t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:i,chatHistory:o,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedMCPTools:m,endpointType:p,selectedModel:u,selectedSdk:g}=e,x="session"===n?s:r,h=window.location.origin,f=i||"Your prompt here",_=f.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),b=o.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),v={};l.length>0&&(v.tags=l),c.length>0&&(v.vector_stores=c),d.length>0&&(v.guardrails=d);let j=u||"your-model-name",y="azure"===g?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(x||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(h,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(x||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(h,'"\n)');switch(p){case a.KP.CHAT:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(j,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(j,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(_,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(j,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(j,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(_,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===g?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(j,'",\n	prompt="').concat(i,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===g?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(y,"\n").concat(t)}},49817:function(e,t,n){var a,s,r,i;n.d(t,{KP:function(){return s},vf:function(){return l}}),(r=a||(a={})).IMAGE_GENERATION="image_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",(i=s||(s={})).IMAGE="image",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages";let o={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}},29488:function(e,t,n){n.d(t,{Hc:function(){return 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js b/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js
new file mode 100644
index 00000000000..9efa117d77a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js
@@ -0,0 +1 @@
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(j,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(_,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(j,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(j,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(_,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===g?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(j,'",\n	prompt="').concat(i,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===g?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(y,"\n").concat(t)}},49817:function(e,t,n){var a,r,s,i;n.d(t,{KP:function(){return r},vf:function(){return l}}),(s=a||(a={})).IMAGE_GENERATION="image_generation",s.CHAT="chat",s.RESPONSES="responses",s.IMAGE_EDITS="image_edits",s.ANTHROPIC_MESSAGES="anthropic_messages",(i=r||(r={})).IMAGE="image",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages";let o={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}},29488:function(e,t,n){n.d(t,{Hc:function(){return 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0!==t.activeTooltipIndex){var u=t.chartX,l=t.chartY,s=t.activeTooltipIndex,f=c.state,p=f.offset,h=f.tooltipTicks;if(!p)return;if("function"==typeof r)s=r(h,t);else if("value"===r){s=-1;for(var d=0;d<h.length;d++)if(h[d].value===t.activeLabel){s=d;break}}var y=ee(ee({},p),{},{x:p.left,y:p.top}),v=Math.min(u,y.x+y.width),m=Math.min(l,y.y+y.height),g=h[s]&&h[s].value,b=ef(c.state,c.props.data,s),x=h[s]?{x:"horizontal"===n?h[s].coordinate:v,y:"horizontal"===n?m:h[s].coordinate}:ea;c.setState(ee(ee({},t),{},{activeLabel:g,activeCoordinate:x,activePayload:b,activeTooltipIndex:s}))}else c.setState(t)}),en(t3(c),"renderCursor",function(t){var e,o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,u=o.activePayload,l=o.offset,s=o.activeTooltipIndex,f=o.tooltipAxisBandSize,p=c.getTooltipEventType(),h=null!==(e=t.props.active)&&void 0!==e?e:i,d=c.props.layout,y=t.key||"_recharts-cursor";return r.createElement(tK,{key:y,activeCoordinate:a,activePayload:u,activeTooltipIndex:s,chartName:n,element:t,isActive:h,layout:d,offset:l,tooltipAxisBandSize:f,tooltipEventType:p})}),en(t3(c),"renderPolarAxis",function(t,e,n){var o=f()(t,"type.axisType"),i=f()(c.state,"".concat(o,"Map")),a=i&&i[t.props["".concat(o,"Id")]];return(0,r.cloneElement)(t,ee(ee({},a),{},{className:o,key:t.key||"".concat(e,"-").concat(n),ticks:(0,T.uY)(a,!0)}))}),en(t3(c),"renderGrid",function(t){var e=c.state,n=e.xAxisMap,o=e.yAxisMap,i=e.offset,a=(0,C.Kt)(n),u=m()(o,function(t){return b()(t.domain,Number.isFinite)})||(0,C.Kt)(o),l=t.props||{};return(0,r.cloneElement)(t,{key:t.key||"grid",x:(0,C.hj)(l.x)?l.x:i.left,y:(0,C.hj)(l.y)?l.y:i.top,width:(0,C.hj)(l.width)?l.width:i.width,height:(0,C.hj)(l.height)?l.height:i.height,xAxis:a,yAxis:u,verticalCoordinatesGenerator:l.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:l.horizontalCoordinatesGenerator})}),en(t3(c),"renderPolarGrid",function(t){var e=t.props,n=e.radialLines,o=e.polarAngles,i=e.polarRadius,a=c.state,u=a.radiusAxisMap,l=a.angleAxisMap,s=(0,C.Kt)(u),f=(0,C.Kt)(l),p=f.cx,h=f.cy,d=f.innerRadius,y=f.outerRadius;return(0,r.cloneElement)(t,{polarAngles:Array.isArray(o)?o:(0,T.uY)(f,!0).map(function(t){return t.coordinate}),polarRadius:Array.isArray(i)?i:(0,T.uY)(s,!0).map(function(t){return t.coordinate}),cx:p,cy:h,innerRadius:d,outerRadius:y,key:t.key||"polar-grid",radialLines:n})}),en(t3(c),"renderLegend",function(){var t=c.state.formattedGraphicalItems,e=c.props,n=e.children,o=e.width,i=e.height,a=c.props.margin||{},u=o-(a.left||0)-(a.right||0),l=(0,Q.z)({children:n,formattedGraphicalItems:t,legendWidth:u,legendContent:h});if(!l)return null;var s=l.item,f=t5(l,tJ);return(0,r.cloneElement)(s,ee(ee({},f),{},{chartWidth:o,chartHeight:i,margin:a,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),en(t3(c),"renderTooltip",function(){var t,e=c.props.children,n=(0,A.sP)(e,S.u);if(!n)return null;var o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,u=o.activePayload,l=o.activeLabel,s=o.offset,f=null!==(t=n.props.active)&&void 0!==t?t:i;return(0,r.cloneElement)(n,{viewBox:ee(ee({},s),{},{x:s.left,y:s.top}),active:f,label:l,payload:f?u:[],coordinate:a})}),en(t3(c),"renderBrush",function(t){var e=c.props,n=e.margin,o=e.data,i=c.state,a=i.offset,u=i.dataStartIndex,l=i.dataEndIndex,s=i.updateId;return(0,r.cloneElement)(t,{key:t.key||"_recharts-brush",onChange:(0,T.DO)(c.handleBrushChange,t.props.onChange),data:o,x:(0,C.hj)(t.props.x)?t.props.x:a.left,y:(0,C.hj)(t.props.y)?t.props.y:a.top+a.height+a.brushBottom-(n.bottom||0),width:(0,C.hj)(t.props.width)?t.props.width:a.width,startIndex:u,endIndex:l,updateId:"brush-".concat(s)})}),en(t3(c),"renderReferenceElement",function(t,e,n){if(!t)return null;var o=t3(c).clipPathId,i=c.state,a=i.xAxisMap,u=i.yAxisMap,l=i.offset,s=t.props,f=s.xAxisId,p=s.yAxisId;return(0,r.cloneElement)(t,{key:t.key||"".concat(e,"-").concat(n),xAxis:a[f],yAxis:u[p],viewBox:{x:l.left,y:l.top,width:l.width,height:l.height},clipPathId:o})}),en(t3(c),"renderActivePoints",function(t){var e=t.item,n=t.activePoint,r=t.basePoint,o=t.childIndex,i=t.isRange,a=[],u=e.props.key,c=e.item.props,s=c.activeDot,f=ee(ee({index:o,dataKey:c.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,T.fk)(e.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(u,"-activePoint-").concat(o)},(0,A.L6)(s,!1)),(0,tD.Ym)(s));return a.push(l.renderActiveDot(s,f)),r?a.push(l.renderActiveDot(s,ee(ee({},f),{},{cx:r.x,cy:r.y,key:"".concat(u,"-basePoint-").concat(o)}))):i&&a.push(null),a}),en(t3(c),"renderGraphicChild",function(t,e,n){var o=c.filterFormatItem(t,e,n);if(!o)return null;var a=c.getTooltipEventType(),u=c.state,l=u.isTooltipActive,s=u.tooltipAxis,f=u.activeTooltipIndex,p=u.activeLabel,h=c.props.children,d=(0,A.sP)(h,S.u),y=o.props,v=y.points,m=y.isRange,g=y.baseLine,b=o.item.props,x=b.activeDot,O=b.hide,w=b.activeBar,j=b.activeShape,E={};"axis"!==a&&d&&"click"===d.props.trigger?E={onClick:(0,T.DO)(c.handleItemMouseEnter,t.props.onClick)}:"axis"!==a&&(E={onMouseLeave:(0,T.DO)(c.handleItemMouseLeave,t.props.onMouseLeave),onMouseEnter:(0,T.DO)(c.handleItemMouseEnter,t.props.onMouseEnter)});var k=(0,r.cloneElement)(t,ee(ee({},o.props),E));if(!O&&l&&d&&(x||w||j)){if(f>=0){if(s.dataKey&&!s.allowDuplicatedCategory){var P="function"==typeof s.dataKey?function(t){return"function"==typeof s.dataKey?s.dataKey(t.payload):null}:"payload.".concat(s.dataKey.toString());_=(0,C.Ap)(v,P,p),N=m&&g&&(0,C.Ap)(g,P,p)}else _=null==v?void 0:v[f],N=m&&g&&g[f];if(j||w){var M=void 0!==t.props.activeIndex?t.props.activeIndex:f;return[(0,r.cloneElement)(t,ee(ee(ee({},o.props),E),{},{activeIndex:M})),null,null]}if(!i()(_))return[k].concat(t8(c.renderActivePoints({item:o,activePoint:_,basePoint:N,childIndex:f,isRange:m})))}else{var _,N,D,I=(null!==(D=c.getItemByXY(c.state.activeCoordinate))&&void 0!==D?D:{graphicalItem:k}).graphicalItem,L=I.item,B=void 0===L?t:L,R=I.childIndex,z=ee(ee(ee({},o.props),E),{},{activeIndex:R});return[(0,r.cloneElement)(B,z),null,null]}}return m?[k,null,null]:[k,null]}),en(t3(c),"renderCustomized",function(t,e,n){return(0,r.cloneElement)(t,ee(ee({key:"recharts-customized-".concat(n)},c.props),c.state))}),en(t3(c),"renderMap",{CartesianGrid:{handler:c.renderGrid,once:!0},ReferenceArea:{handler:c.renderReferenceElement},ReferenceLine:{handler:eu},ReferenceDot:{handler:c.renderReferenceElement},XAxis:{handler:eu},YAxis:{handler:eu},Brush:{handler:c.renderBrush,once:!0},Bar:{handler:c.renderGraphicChild},Line:{handler:c.renderGraphicChild},Area:{handler:c.renderGraphicChild},Radar:{handler:c.renderGraphicChild},RadialBar:{handler:c.renderGraphicChild},Scatter:{handler:c.renderGraphicChild},Pie:{handler:c.renderGraphicChild},Funnel:{handler:c.renderGraphicChild},Tooltip:{handler:c.renderCursor,once:!0},PolarGrid:{handler:c.renderPolarGrid,once:!0},PolarAngleAxis:{handler:c.renderPolarAxis},PolarRadiusAxis:{handler:c.renderPolarAxis},Customized:{handler:c.renderCustomized}}),c.clipPathId="".concat(null!==(e=t.id)&&void 0!==e?e:(0,C.EL)("recharts"),"-clip"),c.throttleTriggeredAfterMouseMove=y()(c.triggeredAfterMouseMove,null!==(o=t.throttleDelay)&&void 0!==o?o:1e3/60),c.state={},c}return o=[{key:"componentDidMount",value:function(){var t,e;this.addListener(),this.accessibilityManager.setDetails({container:this.container,offset:{left:null!==(t=this.props.margin.left)&&void 0!==t?t:0,top:null!==(e=this.props.margin.top)&&void 0!==e?e:0},coordinateList:this.state.tooltipTicks,mouseHandlerCallback:this.triggeredAfterMouseMove,layout:this.props.layout}),this.displayDefaultTooltip()}},{key:"displayDefaultTooltip",value:function(){var t=this.props,e=t.children,n=t.data,r=t.height,o=t.layout,i=(0,A.sP)(e,S.u);if(i){var a=i.props.defaultIndex;if("number"==typeof a&&!(a<0)&&!(a>this.state.tooltipTicks.length)){var u=this.state.tooltipTicks[a]&&this.state.tooltipTicks[a].value,c=ef(this.state,n,a,u),l=this.state.tooltipTicks[a].coordinate,s=(this.state.offset.top+r)/2,f="horizontal"===o?{x:l,y:s}:{y:l,x:s},p=this.state.formattedGraphicalItems.find(function(t){return"Scatter"===t.item.type.name});p&&(f=ee(ee({},f),p.props.points[a].tooltipPosition),c=p.props.points[a].tooltipPayload);var h={activeTooltipIndex:a,isTooltipActive:!0,activeLabel:u,activePayload:c,activeCoordinate:f};this.setState(h),this.renderCursor(i),this.accessibilityManager.setIndex(a)}}}},{key:"getSnapshotBeforeUpdate",value:function(t,e){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==e.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==t.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==t.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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s=(0,C.Kt)(c).scale,f=(0,C.Kt)(l).scale,p=s&&s.invert?s.invert(o.chartX):null,h=f&&f.invert?f.invert(o.chartY):null;return ee(ee({},o),{},{xValue:p,yValue:h})}var d=ep(this.state,this.props.data,this.props.layout,a);return d?ee(ee({},o),d):null}},{key:"inRange",value:function(t,e){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=t/n,i=e/n;if("horizontal"===r||"vertical"===r){var a=this.state.offset;return o>=a.left&&o<=a.left+a.width&&i>=a.top&&i<=a.top+a.height?{x:o,y:i}:null}var u=this.state,c=u.angleAxisMap,l=u.radiusAxisMap;if(c&&l){var s=(0,C.Kt)(c);return(0,tM.z3)({x:o,y:i},s)}return null}},{key:"parseEventsOfWrapper",value:function(){var t=this.props.children,e=this.getTooltipEventType(),n=(0,A.sP)(t,S.u),r={};return n&&"axis"===e&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),ee(ee({},(0,tD.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){tC.on(tN,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){tC.removeListener(tN,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(t,e,n){for(var r=this.state.formattedGraphicalItems,o=0,i=r.length;o<i;o++){var a=r[o];if(a.item===t||a.props.key===t.key||e===(0,A.Gf)(a.item.type)&&n===a.childIndex)return a}return null}},{key:"renderClipPath",value:function(){var t=this.clipPathId,e=this.state.offset,n=e.left,o=e.top,i=e.height,a=e.width;return r.createElement("defs",null,r.createElement("clipPath",{id:t},r.createElement("rect",{x:n,y:o,height:i,width:a})))}},{key:"getXScales",value:function(){var t=this.state.xAxisMap;return t?Object.entries(t).reduce(function(t,e){var n=t2(e,2),r=n[0],o=n[1];return ee(ee({},t),{},en({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var t=this.state.yAxisMap;return t?Object.entries(t).reduce(function(t,e){var n=t2(e,2),r=n[0],o=n[1];return ee(ee({},t),{},en({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(t){var e;return null===(e=this.state.xAxisMap)||void 0===e||null===(e=e[t])||void 0===e?void 0:e.scale}},{key:"getYScaleByAxisId",value:function(t){var e;return null===(e=this.state.yAxisMap)||void 0===e||null===(e=e[t])||void 0===e?void 0:e.scale}},{key:"getItemByXY",value:function(t){var e=this.state,n=e.formattedGraphicalItems,r=e.activeItem;if(n&&n.length)for(var o=0,i=n.length;o<i;o++){var a=n[o],u=a.props,c=a.item,l=(0,A.Gf)(c.type);if("Bar"===l){var 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new file mode 100644
index 00000000000..0d4b9dc048e
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this.done(),en(this,l,"m",S).call(this)}_emit(e,...t){if(en(this,g,"f"))return;"end"===e&&(et(this,g,!0,"f"),en(this,p,"f").call(this));let n=en(this,m,"f")[e];if(n&&(en(this,m,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,b,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,h,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,b,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,h,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,l,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,l,"m",O).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,l,"m",C).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,l,"m",j).call(this)}[(s=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,f=new WeakMap,p=new WeakMap,h=new WeakMap,m=new WeakMap,g=new WeakMap,v=new WeakMap,y=new WeakMap,b=new WeakMap,x=new WeakMap,w=new WeakMap,E=new WeakMap,l=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ea("stream ended without producing a content block with type=text");return e.join(" ")},O=function(){this.ended||et(this,s,void 0,"f")},C=function(e){if(this.ended)return;let t=en(this,l,"m",_).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tO(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,s,t,"f")}},j=function(){if(this.ended)throw new ea("stream has ended, this shouldn't happen");let e=en(this,s,"f");if(!e)throw new ea("request ended without sending any chunks");return et(this,s,void 0,"f"),e},_=function(e){let t=en(this,s,"f");if("message_start"===e.type){if(t)throw new ea(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ea(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tO(n)){let t=n[tE]||"";if(Object.defineProperty(n,tE,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ea(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,E,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tj={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},t_={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new ty(this._client)}create(e,t){let{betas:n,...r}=e;r.model in t_&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${t_[r.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let o=this._client._options.timeout;if(!r.stream&&null==o){let e=tj[r.model]??void 0;o=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:o??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tC.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:tf([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=ty;class tT extends tc{constructor(){super(...arguments),this.models=new tg(this._client),this.messages=new tP(this._client),this.files=new tm(this._client)}}tT.Models=tg,tT.Messages=tP,tT.Files=tm;class tM extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tN="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tI{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],T.set(this,void 0),this.controller=new AbortController,M.set(this,void 0),N.set(this,()=>{}),A.set(this,()=>{}),I.set(this,void 0),R.set(this,()=>{}),D.set(this,()=>{}),L.set(this,{}),z.set(this,!1),Z.set(this,!1),B.set(this,!1),F.set(this,!1),H.set(this,void 0),q.set(this,void 0),K.set(this,e=>{if(et(this,Z,!0,"f"),eo(e)&&(e=new es),e instanceof es)return et(this,B,!0,"f"),this._emit("abort",e);if(e instanceof ea)return this._emit("error",e);if(e instanceof Error){let t=new ea(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ea(String(e)))}),et(this,M,new Promise((e,t)=>{et(this,N,e,"f"),et(this,A,t,"f")}),"f"),et(this,I,new Promise((e,t)=>{et(this,R,e,"f"),et(this,D,t,"f")}),"f"),en(this,M,"f").catch(()=>{}),en(this,I,"f").catch(()=>{})}get response(){return en(this,H,"f")}get request_id(){return en(this,q,"f")}async withResponse(){let e=await en(this,M,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tI;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tI;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,K,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:o,data:i}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(o),i))en(this,P,"m",$).call(this,e);if(i.controller.signal?.aborted)throw new es;en(this,P,"m",X).call(this)}_connected(e){this.ended||(et(this,H,e,"f"),et(this,q,e?.headers.get("request-id"),"f"),en(this,N,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,z,"f")}get errored(){return en(this,Z,"f")}get aborted(){return en(this,B,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,L,"f")[e]||(en(this,L,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,L,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,L,"f")[e]||(en(this,L,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,F,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,F,!0,"f"),await en(this,I,"f")}get currentMessage(){return en(this,T,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,z,"f"))return;"end"===e&&(et(this,z,!0,"f"),en(this,R,"f").call(this));let n=en(this,L,"f")[e];if(n&&(en(this,L,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,F,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,D,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,F,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,D,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",$).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,P,"m",X).call(this)}[(T=new WeakMap,M=new WeakMap,N=new WeakMap,A=new WeakMap,I=new WeakMap,R=new WeakMap,D=new WeakMap,L=new WeakMap,z=new WeakMap,Z=new WeakMap,B=new WeakMap,F=new WeakMap,H=new WeakMap,q=new WeakMap,K=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ea("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,T,void 0,"f")},$=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,T,t,"f")}},X=function(){if(this.ended)throw new ea("stream has ended, this shouldn't happen");let e=en(this,T,"f");if(!e)throw new ea("request ended without sending any chunks");return et(this,T,void 0,"f"),e},G=function(e){let t=en(this,T,"f");if("message_start"===e.type){if(t)throw new ea(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ea(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tN]||"";Object.defineProperty(n,tN,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tR extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(th`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(th`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(th`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ea(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:tf([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tv.fromResponse(t.response,t.controller))}}class tD extends tc{constructor(){super(...arguments),this.batches=new tR(this._client)}create(e,t){e.model in tL&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tL[e.model]}
-Please migrate to a newer model. 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uploadAndPoll(e,t,n){let r=await this.upload(e,t,n);return await this.poll(e,r.id,n)}content(e,t,n){return this._client.getAPIList(`/vector_stores/${e}/files/${t}/content`,ny,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class nv extends t0{}class ny extends tJ{}ng.VectorStoreFilesPage=nv,ng.FileContentResponsesPage=ny;class nb extends tG{create(e,t,n){return this._client.post(`/vector_stores/${e}/file_batches`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/vector_stores/${e}/file_batches/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/vector_stores/${e}/file_batches/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t);return await this.poll(e,r.id,n)}listFiles(e,t,n={},r){return 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of(e.finish_reason&&(nW(this,eh,"m",ek).call(this,e),null!=r.current_tool_call_index&&nW(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),n.delta.tool_calls??[]))r.current_tool_call_index!==t.index&&(nW(this,eh,"m",ek).call(this,e),null!=r.current_tool_call_index&&nW(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),r.current_tool_call_index=t.index;for(let t of n.delta.tool_calls??[]){let n=e.message.tool_calls?.[t.index];n?.type&&(n?.type==="function"?this._emit("tool_calls.function.arguments.delta",{name:n.function?.name,index:t.index,arguments:n.function.arguments,parsed_arguments:n.function.parsed_arguments,arguments_delta:t.function?.arguments??""}):n?.type)}}},ew=function(e,t){if(nW(this,eh,"m",eb).call(this,e).done_tool_calls.has(t))return;let n=e.message.tool_calls?.[t];if(!n)throw Error("no tool call snapshot");if(!n.type)throw Error("tool call snapshot missing `type`");if("function"===n.type){let 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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nI(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nz.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nz.runTools(this._client,e,t)}stream(e,t){return nK.createChatCompletion(this._client,e,t)}}class nG extends tG{constructor(){super(...arguments),this.completions=new nX(this._client)}}(nG||(nG={})).Completions=nX;class nY extends tG{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tG{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tG{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nM{constructor(){super(...arguments),eC.add(this),ej.set(this,[]),e_.set(this,{}),eP.set(this,{}),eT.set(this,void 0),eM.set(this,void 0),eN.set(this,void 0),eA.set(this,void 0),eI.set(this,void 0),eR.set(this,void 0),eD.set(this,void 0),eL.set(this,void 0),ez.set(this,void 0)}[(ej=new WeakMap,e_=new WeakMap,eP=new WeakMap,eT=new WeakMap,eM=new WeakMap,eN=new WeakMap,eA=new WeakMap,eI=new WeakMap,eR=new WeakMap,eD=new WeakMap,eL=new WeakMap,ez=new WeakMap,eC=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),this._connected();let r=e5.fromReadableStream(e,this.controller);for await(let e of r)n0(this,eC,"m",eZ).call(this,e);if(r.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}toReadableStream(){return new e5(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,n,r,o){let i=new n2;return i._run(()=>i._runToolAssistantStream(e,t,n,r,{...o,headers:{...o?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,n,r,o){let i=o?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...r,stream:!0},l=await e.submitToolOutputs(t,n,a,{...o,signal:this.controller.signal});for await(let e of(this._connected(),l))n0(this,eC,"m",eZ).call(this,e);if(l.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eL,"f")}currentMessageSnapshot(){return n0(this,eT,"f")}currentRunStepSnapshot(){return n0(this,ez,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,e_,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalRun(){if(await this.done(),!n0(this,eM,"f"))throw Error("Final run was not received.");return n0(this,eM,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},i=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eC,"m",eZ).call(this,e);if(i.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let i={...n,stream:!0},a=await e.create(t,i,{...r,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eC,"m",eZ).call(this,e);if(a.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tX(t)&&tX(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tX(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}eZ=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eC,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eC,"m",eV).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eC,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eC,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new T("stream has ended, this shouldn't happen");if(!n0(this,eM,"f"))throw Error("Final run has not been received");return n0(this,eM,"f")},eF=function(e){let[t,n]=n0(this,eC,"m",eW).call(this,e,n0(this,eT,"f"));for(let e of(n1(this,eT,t,"f"),n0(this,eP,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(n.index!=n0(this,eN,"f")){if(n0(this,eA,"f"))switch(n0(this,eA,"f").type){case"text":this._emit("textDone",n0(this,eA,"f").text,n0(this,eT,"f"));break;case"image_file":this._emit("imageFileDone",n0(this,eA,"f").image_file,n0(this,eT,"f"))}n1(this,eN,n.index,"f")}n1(this,eA,t.content[n.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==n0(this,eN,"f")){let t=e.data.content[n0(this,eN,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,n0(this,eT,"f"));break;case"text":this._emit("textDone",t.text,n0(this,eT,"f"))}}n0(this,eT,"f")&&this._emit("messageDone",e.data),n1(this,eT,void 0,"f")}},eH=function(e){let t=n0(this,eC,"m",eU).call(this,e);switch(n1(this,ez,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eI,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eR,"f")&&this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eI,e.index,"f"),n1(this,eR,t.step_details.tool_calls[e.index],"f"),n0(this,eR,"f")&&this._emit("toolCallCreated",n0(this,eR,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,ez,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eR,"f")&&(this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eR,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eU=function(e){switch(e.event){case"thread.run.step.created":return n0(this,e_,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=n0(this,e_,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let n=e.data;if(n.delta){let r=n2.accumulateDelta(t,n.delta);n0(this,e_,"f")[e.data.id]=r}return n0(this,e_,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":n0(this,e_,"f")[e.data.id]=e.data}if(n0(this,e_,"f")[e.data.id])return n0(this,e_,"f")[e.data.id];throw Error("No snapshot available")},eW=function(e,t){let n=[];switch(e.event){case"thread.message.created":return[e.data,n];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let r=e.data;if(r.delta.content)for(let e of r.delta.content)if(e.index in t.content){let n=t.content[e.index];t.content[e.index]=n0(this,eC,"m",eK).call(this,e,n)}else t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eK=function(e,t){return n2.accumulateDelta(t,e)},eV=function(e){switch(n1(this,eL,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eM,e.data,"f"),n0(this,eR,"f")&&(this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eR,void 0,"f"))}};class n4 extends tG{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n3,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n3 extends t0{}n4.MessagesPage=n3;class n6 extends tG{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n8,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n8 extends t0{}n6.RunStepsPage=n8;class n5 extends tG{constructor(){super(...arguments),this.steps=new n6(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:i}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(n?.pollIntervalMs)a=n.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tR(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n5.RunsPage=n7,n5.Steps=n6,n5.RunStepsPage=n8;class n9 extends tG{constructor(){super(...arguments),this.runs=new n5(this._client),this.messages=new n4(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n5,n9.RunsPage=n7,n9.Messages=n4,n9.MessagesPage=n3;class re extends tG{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nG(this._client),this.assistants=new nS(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nS,re.AssistantsPage=nE,re.Threads=n9;class rt extends tG{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tG{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tG{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ri(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ra(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ra(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tG{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rs=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},rc=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class ru extends nM{constructor(e){super(),e$.add(this),eX.set(this,void 0),eG.set(this,void 0),eY.set(this,void 0),rs(this,eX,e,"f")}static createResponse(e,t,n){let r=new ru(t);return r._run(()=>r._createResponse(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createResponse(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),rc(this,e$,"m",eQ).call(this);let o=await e.responses.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))rc(this,e$,"m",eJ).call(this,e);if(o.controller.signal?.aborted)throw new N;return rc(this,e$,"m",e0).call(this)}[(eX=new WeakMap,eG=new WeakMap,eY=new WeakMap,e$=new WeakSet,eQ=function(){this.ended||rs(this,eG,void 0,"f")},eJ=function(e){if(this.ended)return;let t=rc(this,e$,"m",e1).call(this,e);switch(this._emit("event",e),e.type){case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new T(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new T(`expected content to be 'output_text', got ${t.type}`);this._emit("response.output_text.delta",{...e,snapshot:t.text})}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"function_call"===n.type&&this._emit("response.function_call_arguments.delta",{...e,snapshot:n.arguments});break}default:this._emit(e.type,e)}},e0=function(){if(this.ended)throw new T("stream has ended, this shouldn't happen");let e=rc(this,eG,"f");if(!e)throw new T("request ended without sending any events");rs(this,eG,void 0,"f");let t=function(e,t){return t&&nN(t.text?.format)?ri(e,t):{...e,output_parsed:null,output:e.output.map(e=>"function_call"===e.type?{...e,parsed_arguments:null}:"message"===e.type?{...e,content:e.content.map(e=>({...e,parsed:null}))}:e)}}(e,rc(this,eX,"f"));return rs(this,eY,t,"f"),t},e1=function(e){let t=rc(this,eG,"f");if(!t){if("response.created"!==e.type)throw new T(`When snapshot hasn't been set yet, expected 'response.created' event, got ${e.type}`);return rs(this,eG,e.response,"f")}switch(e.type){case"response.output_item.added":t.output.push(e.item);break;case"response.content_part.added":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new T(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new T(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rs(this,eG,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let 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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/49-b6f167418ea8dbf4.js b/litellm/proxy/_experimental/out/_next/static/chunks/49-b6f167418ea8dbf4.js
deleted file mode 100644
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new file mode 100644
index 00000000000..5a4980e3dff
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/527-d9b7316e990a0539.js
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5809-33437b27a2ac76d5.js
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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>rB(t,e))}runFunctions(e,t){return e.stream?rK.runFunctions(this._client,e,t):rL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?rK.runTools(this._client,e,t):rL.runTools(this._client,e,t)}stream(e,t){return rH.createChatCompletion(this._client,e,t)}}class rY extends tY{constructor(){super(...arguments),this.completions=new rz(this._client)}}(rY||(rY={})).Completions=rz;class rQ extends tY{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class rG extends tY{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class rZ extends tY{constructor(){super(...arguments),this.sessions=new rQ(this._client),this.transcriptionSessions=new rG(this._client)}}rZ.Sessions=rQ,rZ.TranscriptionSessions=rG;var r0=function(e,t,r,s){if("a"===r&&!s)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!s:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===r?s:"a"===r?s.call(e):s?s.value:t.get(e)},r1=function(e,t,r,s,n){if("m"===s)throw TypeError("Private method is not writable");if("a"===s&&!n)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!n:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===s?n.call(e,r):n?n.value=r:t.set(e,r),r};class r2 extends rC{constructor(){super(...arguments),eI.add(this),eR.set(this,[]),eP.set(this,{}),eO.set(this,{}),e$.set(this,void 0),eC.set(this,void 0),ek.set(this,void 0),eT.set(this,void 0),eB.set(this,void 0),eM.set(this,void 0),eN.set(this,void 0),ej.set(this,void 0),eL.set(this,void 0)}[(eR=new WeakMap,eP=new WeakMap,eO=new WeakMap,e$=new WeakMap,eC=new WeakMap,ek=new WeakMap,eT=new WeakMap,eB=new WeakMap,eM=new WeakMap,eN=new WeakMap,ej=new WeakMap,eL=new WeakMap,eI=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],r=!1;return this.on("event",r=>{let s=t.shift();s?s.resolve(r):e.push(r)}),this.on("end",()=>{for(let e of(r=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let s of(r=!0,t))s.reject(e);t.length=0}),this.on("error",e=>{for(let s of(r=!0,t))s.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:r?{value:void 0,done:!0}:new Promise((e,r)=>t.push({resolve:e,reject:r})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new r2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let r=t?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),this._connected();let s=e5.fromReadableStream(e,this.controller);for await(let e of s)r0(this,eI,"m",eU).call(this,e);if(s.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}toReadableStream(){return new e5(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,r,s,n){let i=new r2;return i._run(()=>i._runToolAssistantStream(e,t,r,s,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,r,s,n){let i=n?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...s,stream:!0},o=await e.submitToolOutputs(t,r,a,{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))r0(this,eI,"m",eU).call(this,e);if(o.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}static createThreadAssistantStream(e,t,r){let s=new r2;return s._run(()=>s._threadAssistantStream(e,t,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),s}static createAssistantStream(e,t,r,s){let n=new r2;return n._run(()=>n._runAssistantStream(e,t,r,{...s,headers:{...s?.headers,"X-Stainless-Helper-Method":"stream"}})),n}currentEvent(){return r0(this,eN,"f")}currentRun(){return r0(this,ej,"f")}currentMessageSnapshot(){return r0(this,e$,"f")}currentRunStepSnapshot(){return r0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(r0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(r0(this,eO,"f"))}async finalRun(){if(await this.done(),!r0(this,eC,"f"))throw Error("Final run was not received.");return r0(this,eC,"f")}async _createThreadAssistantStream(e,t,r){let s=r?.signal;s&&(s.aborted&&this.controller.abort(),s.addEventListener("abort",()=>this.controller.abort()));let n={...t,stream:!0},i=await e.createAndRun(n,{...r,signal:this.controller.signal});for await(let e of(this._connected(),i))r0(this,eI,"m",eU).call(this,e);if(i.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}async _createAssistantStream(e,t,r,s){let n=s?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort()));let i={...r,stream:!0},a=await e.create(t,i,{...s,signal:this.controller.signal});for await(let e of(this._connected(),a))r0(this,eI,"m",eU).call(this,e);if(a.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}static accumulateDelta(e,t){for(let[r,s]of Object.entries(t)){if(!e.hasOwnProperty(r)){e[r]=s;continue}let t=e[r];if(null==t||"index"===r||"type"===r){e[r]=s;continue}if("string"==typeof t&&"string"==typeof s)t+=s;else if("number"==typeof t&&"number"==typeof s)t+=s;else if(tz(t)&&tz(s))t=this.accumulateDelta(t,s);else if(Array.isArray(t)&&Array.isArray(s)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...s);continue}for(let e of s){if(!tz(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let r=e.index;if(null==r)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof r)throw Error(`Expected array delta entry \`index\` property to be a number but got ${r}`);let s=t[r];null==s?t.push(e):t[r]=this.accumulateDelta(s,e)}continue}else throw Error(`Unhandled record type: ${r}, deltaValue: ${s}, accValue: ${t}`);e[r]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,r){return await this._createThreadAssistantStream(t,e,r)}async _runAssistantStream(e,t,r,s){return await this._createAssistantStream(t,e,r,s)}async _runToolAssistantStream(e,t,r,s,n){return await this._createToolAssistantStream(r,e,t,s,n)}}eU=function(e){if(!this.ended)switch(r1(this,eN,e,"f"),r0(this,eI,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":r0(this,eI,"m",eV).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":r0(this,eI,"m",eW).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":r0(this,eI,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eD=function(){if(this.ended)throw new $("stream has ended, this shouldn't happen");if(!r0(this,eC,"f"))throw Error("Final run has not been received");return r0(this,eC,"f")},eF=function(e){let[t,r]=r0(this,eI,"m",eJ).call(this,e,r0(this,e$,"f"));for(let e of(r1(this,e$,t,"f"),r0(this,eO,"f")[t.id]=t,r)){let r=t.content[e.index];r?.type=="text"&&this._emit("textCreated",r.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let r of e.data.delta.content){if("text"==r.type&&r.text){let e=r.text,s=t.content[r.index];if(s&&"text"==s.type)this._emit("textDelta",e,s.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(r.index!=r0(this,ek,"f")){if(r0(this,eT,"f"))switch(r0(this,eT,"f").type){case"text":this._emit("textDone",r0(this,eT,"f").text,r0(this,e$,"f"));break;case"image_file":this._emit("imageFileDone",r0(this,eT,"f").image_file,r0(this,e$,"f"))}r1(this,ek,r.index,"f")}r1(this,eT,t.content[r.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==r0(this,ek,"f")){let t=e.data.content[r0(this,ek,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,r0(this,e$,"f"));break;case"text":this._emit("textDone",t.text,r0(this,e$,"f"))}}r0(this,e$,"f")&&this._emit("messageDone",e.data),r1(this,e$,void 0,"f")}},eW=function(e){let t=r0(this,eI,"m",eX).call(this,e);switch(r1(this,eL,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let r=e.data.delta;if(r.step_details&&"tool_calls"==r.step_details.type&&r.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of r.step_details.tool_calls)e.index==r0(this,eB,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(r0(this,eM,"f")&&this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eB,e.index,"f"),r1(this,eM,t.step_details.tool_calls[e.index],"f"),r0(this,eM,"f")&&this._emit("toolCallCreated",r0(this,eM,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":r1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&r0(this,eM,"f")&&(this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eM,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){r0(this,eR,"f").push(e),this._emit("event",e)},eX=function(e){switch(e.event){case"thread.run.step.created":return r0(this,eP,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=r0(this,eP,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let r=e.data;if(r.delta){let s=r2.accumulateDelta(t,r.delta);r0(this,eP,"f")[e.data.id]=s}return r0(this,eP,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":r0(this,eP,"f")[e.data.id]=e.data}if(r0(this,eP,"f")[e.data.id])return r0(this,eP,"f")[e.data.id];throw Error("No snapshot available")},eJ=function(e,t){let r=[];switch(e.event){case"thread.message.created":return[e.data,r];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let s=e.data;if(s.delta.content)for(let e of s.delta.content)if(e.index in t.content){let r=t.content[e.index];t.content[e.index]=r0(this,eI,"m",eH).call(this,e,r)}else t.content[e.index]=e,r.push(e);return[t,r];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,r];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eH=function(e,t){return r2.accumulateDelta(t,e)},eV=function(e){switch(r1(this,ej,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":r1(this,eC,e.data,"f"),r0(this,eM,"f")&&(this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eM,void 0,"f"))}};class r6 extends tY{create(e,t,r){return this._client.post(`/threads/${e}/messages`,{body:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}retrieve(e,t,r){return this._client.get(`/threads/${e}/messages/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}update(e,t,r,s){return this._client.post(`/threads/${e}/messages/${t}`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}list(e,t={},r){return tR(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,r8,{query:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}del(e,t,r){return this._client.delete(`/threads/${e}/messages/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class r8 extends t0{}r6.MessagesPage=r8;class r3 extends tY{retrieve(e,t,r,s={},n){return tR(s)?this.retrieve(e,t,r,{},s):this._client.get(`/threads/${e}/runs/${t}/steps/${r}`,{query:s,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}list(e,t,r={},s){return tR(r)?this.list(e,t,{},r):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,r4,{query:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}}class r4 extends t0{}r3.RunStepsPage=r4;class r5 extends tY{constructor(){super(...arguments),this.steps=new r3(this._client)}create(e,t,r){let{include:s,...n}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:s},body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:t.stream??!1})}retrieve(e,t,r){return this._client.get(`/threads/${e}/runs/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}update(e,t,r,s){return this._client.post(`/threads/${e}/runs/${t}`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}list(e,t={},r){return tR(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,r9,{query:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}cancel(e,t,r){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}async createAndPoll(e,t,r){let s=await this.create(e,t,r);return await this.poll(e,s.id,r)}createAndStream(e,t,r){return r2.createAssistantStream(e,this._client.beta.threads.runs,t,r)}async poll(e,t,r){let s={...r?.headers,"X-Stainless-Poll-Helper":"true"};for(r?.pollIntervalMs&&(s["X-Stainless-Custom-Poll-Interval"]=r.pollIntervalMs.toString());;){let{data:n,response:i}=await this.retrieve(e,t,{...r,headers:{...r?.headers,...s}}).withResponse();switch(n.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(r?.pollIntervalMs)a=r.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tM(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return n}}}stream(e,t,r){return r2.createAssistantStream(e,this._client.beta.threads.runs,t,r)}submitToolOutputs(e,t,r,s){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers},stream:r.stream??!1})}async submitToolOutputsAndPoll(e,t,r,s){let n=await this.submitToolOutputs(e,t,r,s);return await this.poll(e,n.id,s)}submitToolOutputsStream(e,t,r,s){return r2.createToolAssistantStream(e,t,this._client.beta.threads.runs,r,s)}}class r9 extends t0{}r5.RunsPage=r9,r5.Steps=r3,r5.RunStepsPage=r4;class r7 extends tY{constructor(){super(...arguments),this.runs=new r5(this._client),this.messages=new r6(this._client)}create(e={},t){return tR(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,r){return this._client.post(`/threads/${e}`,{body:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let r=await this.createAndRun(e,t);return await this.runs.poll(r.thread_id,r.id,t)}createAndRunStream(e,t){return r2.createThreadAssistantStream(e,this._client.beta.threads,t)}}r7.Runs=r5,r7.RunsPage=r9,r7.Messages=r6,r7.MessagesPage=r8;class se extends tY{constructor(){super(...arguments),this.realtime=new rZ(this._client),this.chat=new rY(this._client),this.assistants=new rA(this._client),this.threads=new r7(this._client)}}se.Realtime=rZ,se.Assistants=rA,se.AssistantsPage=rS,se.Threads=r7;class st extends tY{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tR(e)?this.list({},e):this._client.getAPIList("/batches",sr,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class sr extends t0{}st.BatchesPage=sr;class ss extends tY{create(e,t,r){return this._client.post(`/uploads/${e}/parts`,th({body:t,...r}))}}class sn extends tY{constructor(){super(...arguments),this.parts=new ss(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,r){return this._client.post(`/uploads/${e}/complete`,{body:t,...r})}}function si(e,t){let r=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var r,s;let n=(r=e.tools??[],s=t.name,r.find(e=>"function"===e.type&&e.name===s));return{...t,...t,parsed_arguments:n?.$brand==="auto-parseable-tool"?n.$parseRaw(t.arguments):n?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let r=e.content.map(e=>{var r;return"output_text"===e.type?{...e,parsed:(r=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(r):JSON.parse(r))}:e});return{...e,content:r}}return 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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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deleted file mode 100644
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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new file mode 100644
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es;en(this,a,"m",T).call(this)}[(s=new WeakMap,u=new WeakMap,c=new WeakMap,h=new WeakMap,f=new WeakMap,d=new WeakMap,p=new WeakMap,m=new WeakMap,g=new WeakMap,y=new WeakMap,v=new WeakMap,b=new WeakMap,k=new WeakMap,w=new WeakMap,_=new WeakMap,a=new WeakSet,x=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new el("stream ended without producing a content block with type=text");return e.join(" ")},E=function(){this.ended||et(this,s,void 0,"f")},R=function(e){if(this.ended)return;let t=en(this,a,"m",P).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tE(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,s,t,"f")}},T=function(){if(this.ended)throw new el("stream has ended, this shouldn't happen");let e=en(this,s,"f");if(!e)throw new el("request ended without sending any chunks");return et(this,s,void 0,"f"),e},P=function(e){let t=en(this,s,"f");if("message_start"===e.type){if(t)throw new el(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new el(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tE(n)){let t=n[t_]||"";if(Object.defineProperty(n,t_,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new el(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,_,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eZ(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tT={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tP={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tC extends tu{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tP&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tP[r.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let i=this._client._options.timeout;if(!r.stream&&null==i){let e=tT[r.model]??void 0;i=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:i??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tR.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:tf([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tC.Batches=tv;class tM extends tu{constructor(){super(...arguments),this.models=new tg(this._client),this.messages=new tC(this._client),this.files=new tm(this._client)}}tM.Models=tg,tM.Messages=tC,tM.Files=tm;class tA extends tu{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tO(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tz{constructor(){C.add(this),this.messages=[],this.receivedMessages=[],M.set(this,void 0),this.controller=new AbortController,A.set(this,void 0),I.set(this,()=>{}),O.set(this,()=>{}),z.set(this,void 0),L.set(this,()=>{}),j.set(this,()=>{}),D.set(this,{}),F.set(this,!1),N.set(this,!1),H.set(this,!1),U.set(this,!1),B.set(this,void 0),q.set(this,void 0),W.set(this,e=>{if(et(this,N,!0,"f"),ei(e)&&(e=new es),e instanceof es)return et(this,H,!0,"f"),this._emit("abort",e);if(e instanceof el)return this._emit("error",e);if(e instanceof Error){let t=new el(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new el(String(e)))}),et(this,A,new Promise((e,t)=>{et(this,I,e,"f"),et(this,O,t,"f")}),"f"),et(this,z,new Promise((e,t)=>{et(this,L,e,"f"),et(this,j,t,"f")}),"f"),en(this,A,"f").catch(()=>{}),en(this,z,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,q,"f")}async withResponse(){let e=await en(this,A,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tz;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tz;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,W,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,C,"m",Z).call(this);let{response:i,data:o}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(i),o))en(this,C,"m",X).call(this,e);if(o.controller.signal?.aborted)throw new es;en(this,C,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,q,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,F,"f")}get errored(){return en(this,N,"f")}get aborted(){return en(this,H,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,D,"f")[e]||(en(this,D,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,D,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,D,"f")[e]||(en(this,D,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,U,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,U,!0,"f"),await en(this,z,"f")}get currentMessage(){return en(this,M,"f")}async finalMessage(){return await this.done(),en(this,C,"m",$).call(this)}async finalText(){return await this.done(),en(this,C,"m",V).call(this)}_emit(e,...t){if(en(this,F,"f"))return;"end"===e&&(et(this,F,!0,"f"),en(this,L,"f").call(this));let n=en(this,D,"f")[e];if(n&&(en(this,D,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,U,"f")||n?.length||Promise.reject(e),en(this,O,"f").call(this,e),en(this,j,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,U,"f")||n?.length||Promise.reject(e),en(this,O,"f").call(this,e),en(this,j,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,C,"m",$).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,C,"m",Z).call(this),this._connected(null);let r=eZ.fromReadableStream(e,this.controller);for await(let e of r)en(this,C,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,C,"m",J).call(this)}[(M=new WeakMap,A=new WeakMap,I=new WeakMap,O=new WeakMap,z=new WeakMap,L=new WeakMap,j=new WeakMap,D=new WeakMap,F=new WeakMap,N=new WeakMap,H=new WeakMap,U=new WeakMap,B=new WeakMap,q=new WeakMap,W=new WeakMap,C=new WeakSet,$=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},V=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new el("stream ended without producing a content block with type=text");return e.join(" ")},Z=function(){this.ended||et(this,M,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,C,"m",K).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tO(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,M,t,"f")}},J=function(){if(this.ended)throw new el("stream has ended, this shouldn't happen");let e=en(this,M,"f");if(!e)throw new el("request ended without sending any chunks");return et(this,M,void 0,"f"),e},K=function(e){let t=en(this,M,"f");if("message_start"===e.type){if(t)throw new el(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new el(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tO(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eZ(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tL extends tu{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new el(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:tf([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>ty.fromResponse(t.response,t.controller))}}class tj extends tu{constructor(){super(...arguments),this.batches=new tL(this._client)}create(e,t){e.model in tD&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tD[e.model]}
+Please migrate to a newer model. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js
new file mode 100644
index 00000000000..c0ab9ba588a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-732ff8bc946077b5.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-732ff8bc946077b5.js
new file mode 100644
index 00000000000..45b2ca1c0a8
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-8f20fa1eb19068a7.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-8f20fa1eb19068a7.js
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e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:h}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(x,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(x,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(b,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,t="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:h}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(x,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(x,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(b,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===d?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(x,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===d?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(w,"\n").concat(n)}},51601:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},49817:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).IMAGE_GENERATION="image_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",(r=i||(i={})).IMAGE="image",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages";let s={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},67479:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(52787),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,disabled:p}=e,[m,c]=(0,i.useState)([]),[u,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.getGuardrailsList)(l);console.log("Guardrails response:",e),e.guardrails&&(console.log("Guardrails data:",e.guardrails),c(e.guardrails))}catch(e){console.error("Error fetching guardrails:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",disabled:p,placeholder:p?"Setting guardrails is a premium feature.":"Select guardrails",onChange:e=>{console.log("Selected guardrails:",e),n(e)},value:t,loading:u,className:s,options:m.map(e=>(console.log("Mapping guardrail:",e),{label:"".concat(e.guardrail_name),value:e.guardrail_name})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"}})})}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(52787),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:m=!1}=e,[c,u]=(0,i.useState)([]),[g,d]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){d(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&u(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{d(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:g,className:s,options:c.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:m})})}}},function(e){e.O(0,[9820,1491,1526,2417,3709,9775,7908,9011,5319,7906,4851,6433,9888,8049,1052,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-419df96d4d884fcc.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-419df96d4d884fcc.js
new file mode 100644
index 00000000000..64b5e1972b2
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new file mode 100644
index 00000000000..52f6e74267b
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/main-ad370c92406567cc.js b/litellm/proxy/_experimental/out/_next/static/chunks/main-a93cf31c84027372.js
similarity index 67%
rename from litellm/proxy/_experimental/out/_next/static/chunks/main-ad370c92406567cc.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/main-a93cf31c84027372.js
index 5c3e13f31cf..a32e69b58af 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/css/a94bb091dba1d4f2.css b/litellm/proxy/_experimental/out/_next/static/css/a94bb091dba1d4f2.css
new file mode 100644
index 00000000000..beea82334cc
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/css/c200be8dd8638678.css b/litellm/proxy/_experimental/out/_next/static/css/c200be8dd8638678.css
deleted file mode 100644
index 20b121f84b2..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/css/c200be8dd8638678.css
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/virtual-keys.txt b/litellm/proxy/_experimental/out/virtual-keys.txt
new file mode 100644
index 00000000000..212b19e7e20
--- /dev/null
+++ b/litellm/proxy/_experimental/out/virtual-keys.txt
@@ -0,0 +1,14 @@
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+a:{"display":"inline-block","margin":"0 20px 0 0","padding":"0 23px 0 0","fontSize":24,"fontWeight":500,"verticalAlign":"top","lineHeight":"49px"}
+b:{"display":"inline-block"}
+c:{"fontSize":14,"fontWeight":400,"lineHeight":"49px","margin":0}
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+1:null
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index 52a6fc16ff1..95c6869b95b 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -1,6 +1,29 @@
 model_list:
   - model_name: gpt-5-mini
     litellm_params:
-      model: azure/gpt-5-mini-2
-      api_key: os.environ/AZURE_API_KEY_ALT
-      api_base: os.environ/AZURE_API_BASE_ALT
+      model: openai/gpt-4o-mini
+      api_base: "https://webhook.site/2f385e05-00aa-402b-86d1-efc9261471a5"
+      api_key: dummy
+  - model_name: "byok-wildcard/*"
+    litellm_params:
+      model: openai/*
+  - model_name: xai-grok-3
+    litellm_params:
+      model: xai/grok-3
+  - model_name: hosted_vllm/whisper-v3
+    litellm_params:
+      model: hosted_vllm/whisper-v3
+      api_base: "https://webhook.site/2f385e05-00aa-402b-86d1-efc9261471a5"
+      api_key: dummy
+
+mcp_servers:
+  my_api_mcp:
+    url: "http://0.0.0.0:8090"
+    spec_path: "/Users/krrishdholakia/Documents/temp_py_folder/example_openapi.json"
+    auth_type: none
+    allowed_tools: ["getpetbyid", "my_api_mcp-findpetsbystatus"]
+
+
+litellm_settings:
+  callbacks: ["prometheus"]
+  custom_prometheus_metadata_labels: ["metadata.initiative", "metadata.business-unit"]  
diff --git a/litellm/proxy/client/cli/commands/auth.py b/litellm/proxy/client/cli/commands/auth.py
index ff9f05fd32a..1ac6ce3b13b 100644
--- a/litellm/proxy/client/cli/commands/auth.py
+++ b/litellm/proxy/client/cli/commands/auth.py
@@ -353,7 +353,8 @@ def login(ctx: click.Context):
         # Construct SSO login URL with CLI source and pre-generated key
         sso_url = f"{base_url}/sso/key/generate?source={LITELLM_CLI_SOURCE_IDENTIFIER}&key={key_id}"
         
-        # If we have an existing key, include it so the server can regenerate it
+        # If we have an existing key, include it as a parameter to the login endpoint
+        # The server will encode it in the OAuth state parameter for the SSO flow
         if existing_key:
             sso_url += f"&existing_key={existing_key}"
         
diff --git a/litellm/proxy/google_endpoints/endpoints.py b/litellm/proxy/google_endpoints/endpoints.py
index 51c6d5ab634..b6c0046a891 100644
--- a/litellm/proxy/google_endpoints/endpoints.py
+++ b/litellm/proxy/google_endpoints/endpoints.py
@@ -25,11 +25,23 @@ async def google_generate_content(
     fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
-    from litellm.proxy.proxy_server import llm_router
+    from litellm.proxy.proxy_server import llm_router, general_settings, proxy_config, version
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
 
     data = await _read_request_body(request=request)
     if "model" not in data:
         data["model"] = model_name
+    
+    # Add user authentication metadata for cost tracking
+    data = await add_litellm_data_to_request(
+        data=data,
+        request=request,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=proxy_config,
+        general_settings=general_settings,
+        version=version,
+    )
+    
     # call router
     if llm_router is None:
         raise HTTPException(status_code=500, detail="Router not initialized")
@@ -51,7 +63,8 @@ async def google_stream_generate_content(
     fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
-    from litellm.proxy.proxy_server import llm_router
+    from litellm.proxy.proxy_server import llm_router, general_settings, proxy_config, version
+    from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
 
     data = await _read_request_body(request=request)
 
@@ -60,10 +73,20 @@ async def google_stream_generate_content(
 
     data["stream"] = True  # enforce streaming for this endpoint
 
+    # Add user authentication metadata for cost tracking
+    data = await add_litellm_data_to_request(
+        data=data,
+        request=request,
+        user_api_key_dict=user_api_key_dict,
+        proxy_config=proxy_config,
+        general_settings=general_settings,
+        version=version,
+    )
+
     # call router
     if llm_router is None:
         raise HTTPException(status_code=500, detail="Router not initialized")
-    response = await llm_router.agenerate_content(**data)
+    response = await llm_router.agenerate_content_stream(**data)
 
     # Check if response is an async iterator (streaming response)
     if hasattr(response, "__aiter__"):
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index fb6c11afba4..3226ea01798 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -21,7 +21,6 @@ import fastapi
 from fastapi import APIRouter, Depends, Header, HTTPException, Query, Request, status
 
 import litellm
-from litellm.litellm_core_utils.safe_json_dumps import safe_dumps        
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.caching import DualCache
@@ -50,6 +49,7 @@ from litellm.proxy.management_endpoints.model_management_endpoints import (
 from litellm.proxy.management_helpers.object_permission_utils import (
     attach_object_permission_to_dict,
     handle_update_object_permission_common,
+    _set_object_permission,
 )
 from litellm.proxy.management_helpers.team_member_permission_checks import (
     TeamMemberPermissionChecks,
@@ -1114,36 +1114,6 @@ def prepare_metadata_fields(
     return non_default_values
 
 
-async def _set_object_permission(
-    data_json: dict,
-    prisma_client: Optional[PrismaClient],
-):
-    """
-    Creates the LiteLLM_ObjectPermissionTable record for the key.
-    - Handles permissions for vector stores and mcp servers.
-    """
-    if prisma_client is None:
-        return data_json
-
-    if "object_permission" in data_json:
-        # Serialize mcp_tool_permissions JSON field to avoid GraphQL parsing issues
-        # (e.g., server IDs starting with "3e64" being interpreted as floats)
-        if "mcp_tool_permissions" in data_json["object_permission"]:
-            data_json["object_permission"]["mcp_tool_permissions"] = safe_dumps(
-                data_json["object_permission"]["mcp_tool_permissions"]
-            )
-        
-        created_object_permission = (
-            await prisma_client.db.litellm_objectpermissiontable.create(
-                data=data_json["object_permission"],
-            )
-        )
-        data_json["object_permission_id"] = (
-            created_object_permission.object_permission_id
-        )
-        # delete the object_permission from the data_json
-        data_json.pop("object_permission")
-    return data_json
 
 
 async def prepare_key_update_data(
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index 8f9c6edd2b7..9e9301dbbe8 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -218,8 +218,14 @@ async def patch_model(
             prisma_client=prisma_client,
             premium_user=premium_user,
         )
-        # Create update dictionary only for provided fields
-        update_data = update_db_model(db_model=db_model, updated_patch=patch_data)
+
+        # Handle team model updates with proper alias management
+        update_data = await _update_team_model_in_db(
+            db_model=db_model,
+            patch_data=patch_data,
+            user_api_key_dict=user_api_key_dict,
+            prisma_client=prisma_client,
+        )
 
         # Add metadata about update
         update_data["updated_by"] = (
@@ -361,6 +367,143 @@ async def _add_team_model_to_db(
     return model_response
 
 
+async def _update_team_model_in_db(
+    db_model: Deployment,
+    patch_data: updateDeployment,
+    user_api_key_dict: UserAPIKeyAuth,
+    prisma_client: PrismaClient,
+) -> PrismaCompatibleUpdateDBModel:
+    """
+    Handle team model updates with proper alias management.
+    
+    If patch_data contains a team_id:
+    - Creates unique internal model_name and team alias
+    - Adds model to team object
+    - Preserves team_public_model_name for external reference
+    """
+    # Validate team_id if present in patch_data
+    from litellm.proxy.proxy_server import premium_user
+    
+    await ModelManagementAuthChecks.allow_team_model_action(
+        model_params=patch_data,
+        user_api_key_dict=user_api_key_dict,
+        prisma_client=prisma_client,
+        premium_user=premium_user,
+    )
+    
+    patch_team_id = patch_data.model_info.team_id if patch_data.model_info else None
+    
+    # No team_id in patch, proceed with standard update
+    if patch_team_id is None:
+        return update_db_model(db_model=db_model, updated_patch=patch_data)
+    
+    # Determine public model name
+    public_model_name = _get_public_model_name(
+        patch_data=patch_data,
+        db_model=db_model,
+    )
+    
+    # Ensure model_info exists and set team_public_model_name
+    if patch_data.model_info is None:
+        from litellm.types.router import ModelInfo
+        patch_data.model_info = ModelInfo()
+    patch_data.model_info.team_public_model_name = public_model_name
+    
+    # Check if team assignment is new or changed
+    db_team_id = db_model.model_info.team_id if db_model.model_info else None
+    is_new_team_assignment = db_team_id != patch_team_id
+    
+    if is_new_team_assignment:
+        await _setup_new_team_model_assignment(
+            team_id=patch_team_id,
+            public_model_name=public_model_name,
+            patch_data=patch_data,
+            user_api_key_dict=user_api_key_dict,
+        )
+    else:
+        await _update_existing_team_model_assignment(
+            team_id=patch_team_id,
+            public_model_name=public_model_name,
+            db_model=db_model,
+            patch_data=patch_data,
+            user_api_key_dict=user_api_key_dict,
+        )
+    
+    return update_db_model(db_model=db_model, updated_patch=patch_data)
+
+
+def _get_public_model_name(
+    patch_data: updateDeployment,
+    db_model: Deployment,
+) -> str:
+    """Determine the public model name from patch or existing model."""
+    if patch_data.model_name:
+        return patch_data.model_name
+    
+    if db_model.model_info and db_model.model_info.team_public_model_name:
+        return db_model.model_info.team_public_model_name
+    
+    return db_model.model_name
+
+
+async def _setup_new_team_model_assignment(
+    team_id: str,
+    public_model_name: str,
+    patch_data: updateDeployment,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> None:
+    """Set up a new team model with unique name, alias, and team membership."""
+    unique_model_name = f"model_name_{team_id}_{uuid.uuid4()}"
+    patch_data.model_name = unique_model_name
+    
+    await update_team(
+        data=UpdateTeamRequest(
+            team_id=team_id,
+            model_aliases={public_model_name: unique_model_name},
+        ),
+        user_api_key_dict=user_api_key_dict,
+        http_request=Request(scope={"type": "http"}),
+    )
+    
+    await team_model_add(
+        data=TeamModelAddRequest(
+            team_id=team_id,
+            models=[public_model_name],
+        ),
+        http_request=Request(scope={"type": "http"}),
+        user_api_key_dict=user_api_key_dict,
+    )
+
+
+async def _update_existing_team_model_assignment(
+    team_id: str,
+    public_model_name: str,
+    db_model: Deployment,
+    patch_data: updateDeployment,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> None:
+    """Update an existing team model if the public name changed."""
+    old_public_name = (
+        db_model.model_info.team_public_model_name
+        if db_model.model_info
+        else None
+    )
+    
+    # Update alias only if public name changed
+    if old_public_name and public_model_name != old_public_name:
+        await update_team(
+            data=UpdateTeamRequest(
+                team_id=team_id,
+                model_aliases={public_model_name: db_model.model_name},
+            ),
+            user_api_key_dict=user_api_key_dict,
+            http_request=Request(scope={"type": "http"}),
+        )
+    
+    # Keep existing unique model_name
+    patch_data.model_name = None
+
+
 class ModelManagementAuthChecks:
     """
     Common auth checks for model management endpoints
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index b8c0aefded2..d05a0259f46 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -56,6 +56,9 @@ from litellm.proxy._types import (
     UpdateTeamRequest,
     UserAPIKeyAuth,
 )
+from litellm.proxy.management_helpers.object_permission_utils import (
+    _set_object_permission,
+)
 from litellm.proxy.auth.auth_checks import (
     allowed_route_check_inside_route,
     can_org_access_model,
@@ -473,14 +476,15 @@ async def new_team(  # noqa: PLR0915
 
             _model_id = model_dict.id
 
+        ## Create Team Member Budget Table
+        data_json = data.json()
+        
         ## Handle Object Permission - MCP, Vector Stores etc.
-        object_permission_id = await _set_object_permission(
-            data=data,
+        data_json = await _set_object_permission(
+            data_json=data_json,
             prisma_client=prisma_client,
         )
 
-        ## Create Team Member Budget Table
-        data_json = data.json()
         if TeamMemberBudgetHandler.should_create_budget(
             team_member_budget=data.team_member_budget,
             team_member_rpm_limit=data.team_member_rpm_limit,
@@ -499,7 +503,6 @@ async def new_team(  # noqa: PLR0915
         complete_team_data = LiteLLM_TeamTable(
             **data_json,
             model_id=_model_id,
-            object_permission_id=object_permission_id,
         )
 
         # Set Management Endpoint Metadata Fields
@@ -616,29 +619,6 @@ async def _update_model_table(
     return _model_id
 
 
-async def _set_object_permission(
-    data: NewTeamRequest,
-    prisma_client: Optional[PrismaClient],
-) -> Optional[str]:
-    """
-    Creates the LiteLLM_ObjectPermissionTable record for the team.
-    - Handles permissions for vector stores and mcp servers.
-
-    Returns the object_permission_id if created, otherwise None.
-    """
-    if prisma_client is None:
-        return None
-
-    if data.object_permission is not None:
-        created_object_permission = (
-            await prisma_client.db.litellm_objectpermissiontable.create(
-                data=data.object_permission.model_dump(exclude_none=True),
-            )
-        )
-        del data.object_permission
-        return created_object_permission.object_permission_id
-    return None
-
 
 def validate_team_org_change(
     team: LiteLLM_TeamTable, organization: LiteLLM_OrganizationTable, llm_router: Router
diff --git a/litellm/proxy/management_endpoints/types.py b/litellm/proxy/management_endpoints/types.py
index 0e811669d1a..ad2ad0a5fe5 100644
--- a/litellm/proxy/management_endpoints/types.py
+++ b/litellm/proxy/management_endpoints/types.py
@@ -4,10 +4,48 @@ Types for the management endpoints
 Might include fastapi/proxy requirements.txt related imports
 """
 
-from typing import List
+from typing import List, Optional, cast
 
 from fastapi_sso.sso.base import OpenID
 
+from litellm.proxy._types import LitellmUserRoles
+
+
+def is_valid_litellm_user_role(role_str: str) -> bool:
+    """
+    Check if a string is a valid LitellmUserRoles enum value (case-insensitive).
+
+    Args:
+        role_str: String to validate (e.g., "proxy_admin", "PROXY_ADMIN", "internal_user")
+
+    Returns:
+        True if the string matches a valid LitellmUserRoles value, False otherwise
+    """
+    try:
+        # Use _value2member_map_ for O(1) lookup, case-insensitive
+        return role_str.lower() in LitellmUserRoles._value2member_map_
+    except Exception:
+        return False
+
+
+def get_litellm_user_role(role_str: str) -> Optional[LitellmUserRoles]:
+    """
+    Convert a string to a LitellmUserRoles enum if valid (case-insensitive).
+
+    Args:
+        role_str: String to convert (e.g., "proxy_admin", "PROXY_ADMIN", "internal_user")
+
+    Returns:
+        LitellmUserRoles enum if valid, None otherwise
+    """
+    try:
+        # Use _value2member_map_ for O(1) lookup, case-insensitive
+        result = LitellmUserRoles._value2member_map_.get(role_str.lower())
+        return cast(Optional[LitellmUserRoles], result)
+    except Exception:
+        return None
+
 
 class CustomOpenID(OpenID):
     team_ids: List[str]
+    user_role: Optional[LitellmUserRoles] = None
diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index a65b9cc95d2..d8f426e1ae6 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -58,7 +58,7 @@ from litellm.proxy.management_endpoints.sso_helper_utils import (
     has_admin_ui_access,
 )
 from litellm.proxy.management_endpoints.team_endpoints import new_team, team_member_add
-from litellm.proxy.management_endpoints.types import CustomOpenID
+from litellm.proxy.management_endpoints.types import CustomOpenID, get_litellm_user_role
 from litellm.proxy.utils import (
     PrismaClient,
     ProxyLogging,
@@ -277,6 +277,7 @@ def generic_response_convertor(
         last_name=response.get(generic_user_last_name_attribute_name),
         provider=response.get(generic_provider_attribute_name),
         team_ids=all_teams,
+        user_role=None,
     )
 
 
@@ -669,11 +670,11 @@ async def auth_callback(request: Request, state: Optional[str] = None):  # noqa:
         )
 
     if state and state.startswith(f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:"):
-        # Extract the key ID from the state
-        key_id = state.split(":", 1)[1]
-
-        # Get existing_key from query parameters if provided
-        existing_key = request.query_params.get("existing_key")
+        # Extract the key ID and existing_key from the state
+        # State format: {PREFIX}:{key}:{existing_key} or {PREFIX}:{key}
+        state_parts = state.split(":", 2)  # Split into max 3 parts
+        key_id = state_parts[1] if len(state_parts) > 1 else None
+        existing_key = state_parts[2] if len(state_parts) > 2 else None
 
         verbose_proxy_logger.info(
             f"CLI SSO callback detected for key: {key_id}, existing_key: {existing_key}"
@@ -1145,6 +1146,9 @@ class SSOAuthenticationHandler:
     ) -> str:
         """
         Get the redirect URL for SSO
+
+        Note: existing_key is not added to the URL to avoid changing the callback URL.
+        It should be passed via the state parameter instead.
         """
         from litellm.proxy.utils import get_custom_url
 
@@ -1154,10 +1158,6 @@ class SSOAuthenticationHandler:
         else:
             redirect_url += "/" + sso_callback_route
 
-        # Append existing_key as query parameter if provided
-        if existing_key:
-            redirect_url += f"?existing_key={existing_key}"
-
         return redirect_url
 
     @staticmethod
@@ -1348,7 +1348,11 @@ class SSOAuthenticationHandler:
         """
         Checks the request 'source' if a cli state token was passed in
 
-        This is used to authenticate through the CLI login flow
+        This is used to authenticate through the CLI login flow.
+
+        The state parameter format is: {PREFIX}:{key}:{existing_key}
+        - If existing_key is provided, it's included in the state
+        - The state parameter is used to pass data through the OAuth flow without changing the callback URL
         """
         from litellm.constants import (
             LITELLM_CLI_SESSION_TOKEN_PREFIX,
@@ -1356,8 +1360,10 @@ class SSOAuthenticationHandler:
         )
 
         if source == LITELLM_CLI_SOURCE_IDENTIFIER and key:
-            # Just use the key - existing_key will be passed separately via query params
-            return f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:{key}"
+            if existing_key:
+                return f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:{key}:{existing_key}"
+            else:
+                return f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:{key}"
         else:
             return None
 
@@ -1668,22 +1674,49 @@ class MicrosoftSSOHandler:
             access_token=microsoft_sso.access_token
         )
 
+        # Extract app roles from the id_token JWT
+        app_roles = MicrosoftSSOHandler.get_app_roles_from_id_token(
+            id_token=microsoft_sso.id_token
+        )
+        verbose_proxy_logger.debug(f"Extracted app roles from id_token: {app_roles}")
+
+        # Combine groups and app roles
+        user_role: Optional[LitellmUserRoles] = None
+        if app_roles:
+            # Check if any app role is a valid LitellmUserRoles
+            for role_str in app_roles:
+                role = get_litellm_user_role(role_str)
+                if role is not None:
+                    user_role = role
+                    verbose_proxy_logger.debug(
+                        f"Found valid LitellmUserRoles '{role.value}' in app_roles"
+                    )
+                    break
+
+        verbose_proxy_logger.debug(
+            f"Combined team_ids (groups + app roles): {user_team_ids}"
+        )
+
         # if user is trying to get the raw sso response for debugging, return the raw sso response
         if return_raw_sso_response:
             original_msft_result[MicrosoftSSOHandler.GRAPH_API_RESPONSE_KEY] = (
                 user_team_ids
             )
+            original_msft_result["app_roles"] = app_roles
             return original_msft_result or {}
 
         result = MicrosoftSSOHandler.openid_from_response(
             response=original_msft_result,
             team_ids=user_team_ids,
+            user_role=user_role,
         )
         return result
 
     @staticmethod
     def openid_from_response(
-        response: Optional[dict], team_ids: List[str]
+        response: Optional[dict],
+        team_ids: List[str],
+        user_role: Optional[LitellmUserRoles],
     ) -> CustomOpenID:
         response = response or {}
         verbose_proxy_logger.debug(f"Microsoft SSO Callback Response: {response}")
@@ -1695,10 +1728,54 @@ class MicrosoftSSOHandler:
             first_name=response.get("givenName"),
             last_name=response.get("surname"),
             team_ids=team_ids,
+            user_role=user_role,
         )
         verbose_proxy_logger.debug(f"Microsoft SSO OpenID Response: {openid_response}")
         return openid_response
 
+    @staticmethod
+    def get_app_roles_from_id_token(id_token: Optional[str]) -> List[str]:
+        """
+        Extract app roles from the Microsoft Entra ID (Azure AD) id_token JWT.
+
+        App roles are assigned in the Azure AD Enterprise Application and appear
+        in the 'roles' claim of the id_token.
+
+        Args:
+            id_token (Optional[str]): The JWT id_token from Microsoft SSO
+
+        Returns:
+            List[str]: List of app role names assigned to the user
+        """
+        if not id_token:
+            verbose_proxy_logger.debug("No id_token provided for app role extraction")
+            return []
+
+        try:
+            import jwt
+
+            # Decode the JWT without signature verification
+            # (signature is already verified by fastapi_sso)
+            decoded_token = jwt.decode(id_token, options={"verify_signature": False})
+
+            # Extract roles claim from the token
+            roles = decoded_token.get("roles", [])
+
+            if roles and isinstance(roles, list):
+                verbose_proxy_logger.debug(
+                    f"Found {len(roles)} app role(s) in id_token: {roles}"
+                )
+                return roles
+            else:
+                verbose_proxy_logger.debug(
+                    "No app roles found in id_token or roles claim is not a list"
+                )
+                return []
+
+        except Exception as e:
+            verbose_proxy_logger.error(f"Error extracting app roles from id_token: {e}")
+            return []
+
     @staticmethod
     async def get_user_groups_from_graph_api(
         access_token: Optional[str] = None,
diff --git a/litellm/proxy/management_helpers/object_permission_utils.py b/litellm/proxy/management_helpers/object_permission_utils.py
index fb2656b6018..9670cdf330a 100644
--- a/litellm/proxy/management_helpers/object_permission_utils.py
+++ b/litellm/proxy/management_helpers/object_permission_utils.py
@@ -143,3 +143,38 @@ async def handle_update_object_permission_common(
     )
 
     return created_object_permission_row.object_permission_id
+
+
+async def _set_object_permission(
+    data_json: dict,
+    prisma_client: Optional[PrismaClient],
+):
+    """
+    Creates the LiteLLM_ObjectPermissionTable record for the key/team.
+    Handles permissions for vector stores and mcp servers.
+    """
+    if prisma_client is None or "object_permission" not in data_json:
+        return data_json
+
+    permission_data = data_json["object_permission"]
+    if not isinstance(permission_data, dict):
+        data_json.pop("object_permission")
+        return data_json
+    
+    # Clean data: exclude None values and object_permission_id
+    clean_data = {
+        k: v for k, v in permission_data.items()
+        if v is not None and k != "object_permission_id"
+    }
+    
+    # Serialize mcp_tool_permissions to JSON string for GraphQL compatibility
+    if "mcp_tool_permissions" in clean_data:
+        clean_data["mcp_tool_permissions"] = safe_dumps(clean_data["mcp_tool_permissions"])
+    
+    created_permission = await prisma_client.db.litellm_objectpermissiontable.create(
+        data=clean_data
+    )
+    
+    data_json["object_permission_id"] = created_permission.object_permission_id
+    data_json.pop("object_permission")
+    return data_json
\ No newline at end of file
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 4878d15a3f0..338fa98118c 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -1,63 +1,16 @@
 model_list:
-  - model_name: bedrock/batch-anthropic.claude-3-5-sonnet-20240620-v1:0
+  - model_name: db-openai-endpoint
     litellm_params:
-      model: bedrock/us.anthropic.claude-3-5-sonnet-20240620-v1:0
-      #########################################################
-      ########## batch specific params ########################
-      s3_bucket_name: litellm-proxy
-      s3_region_name: us-west-2
-      s3_access_key_id: os.environ/AWS_ACCESS_KEY_ID
-      s3_secret_access_key: os.environ/AWS_SECRET_ACCESS_KEY
-      aws_batch_role_arn: arn:aws:iam::888602223428:role/service-role/AmazonBedrockExecutionRoleForAgents_BB9HNW6V4CV
-    model_info: 
-      mode: batch
-  - model_name: anthropic/*
-    litellm_params:
-      model: anthropic/*
-      api_key: os.environ/ANTHROPIC_API_KEY
-  - model_name: openai/*
-    litellm_params:
-      model: openai/*
-      api_key: os.environ/OPENAI_API_KEY
-  - model_name: gemini/*
-    litellm_params:
-      model: gemini/*
-      api_key: os.environ/GEMINI_API_KEY
-  - model_name: vertex_ai/*
-    litellm_params:
-      model: vertex_ai/*
-  - model_name: "grok-4"
-    model_info:
-      mode: completion
-    litellm_params:
-      model: oci/xai.grok-4
-      oci_key: ocid1.api_key.oc1..aaaaaaaa7kbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbk
-      oci_region: us-phoenix-1
-      oci_user: ocid1.user.oc1..aaaaaaaa7kbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbk
-      oci_fingerprint: aa:bb:cc:dd:ee:ff:11:22:33:44:55:66:77:88:99:00
-      oci_tenancy: ocid1.tenancy.oc1..aaaaaaaa7kbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbk
-      oci_key_file: /path/to/oci_api_key.pem
-      oci_compartment_id: ocid1.compartment.oc1..aaaaaaaa7kbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbkbk
-      drop_params: True
+      model: openai/gm
+      api_key: hi
+      api_base: https://exampleopenaiendpoint-production.up.railway.app/
 
 
-guardrails:
-  - guardrail_name: "bedrock-pre-guard"
-    litellm_params:
-      guardrail: bedrock  # supported values: "aporia", "bedrock", "lakera"
-      mode: "during_call"
-      guardrailIdentifier: ff6ujrregl1q
-      guardrailVersion: "DRAFT"
-
 litellm_settings:
-  callbacks: ["datadog"]
-  include_cost_in_streaming_usage: true
-  datadog_params:
-    turn_off_message_logging: true
-  datadog_llm_observability_params:
-    turn_off_message_logging: true
-
-  cache: True
-  cache_params:
-    type: redis
-    redis_startup_nodes: [{"host": "127.0.0.1", "port": "7000"}, {"host": "127.0.0.1", "port": "7001"}, {"host": "127.0.0.1", "port": "7002"}, {"host": "127.0.0.1", "port": "7003"}] 
\ No newline at end of file
+  callbacks: ["dynamic_rate_limiter_v3"]
+  priority_reservation: 
+    "prod": 0.9  # 90% reserved for production (9 RPM)
+    "dev": 0.1   # 10% reserved for development (1 RPM)
+  priority_reservation_settings:
+    default_priority: 0.2  # Weight (0%) assigned to keys without explicit priority metadata
+    saturation_threshold: 0.50 #  A model is saturated if it has hit 50% of its RPM limit
\ No newline at end of file
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index e60482bc8d7..366d3f57dc0 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1880,6 +1880,12 @@ class ProxyConfig:
                     verbose_proxy_logger.info(
                         f"{blue_color_code}Set Global Gitlab Config on LiteLLM Proxy{reset_color_code}"
                     )
+                elif key == "priority_reservation_settings":
+                    from litellm.types.utils import PriorityReservationSettings
+
+                    litellm.priority_reservation_settings = PriorityReservationSettings(
+                        **value
+                    )
                 elif key == "callbacks":
                     initialize_callbacks_on_proxy(
                         value=value,
@@ -2962,32 +2968,32 @@ class ProxyConfig:
     ) -> bool:
         """
         Check if an object type should be loaded from the database based on general_settings.supported_db_objects.
-        
+
         Args:
             object_type: Type of object to check (e.g., SupportedDBObjectType.MODELS, "models", etc.)
-        
+
         Returns:
             True if the object should be loaded, False otherwise
         """
         global general_settings
-        
+
         # Get the supported_db_objects configuration
         supported_db_objects = general_settings.get("supported_db_objects", None)
-        
+
         # If supported_db_objects is not set, load all objects (default behavior)
         if supported_db_objects is None:
             return True
-        
+
         # If supported_db_objects is set, only load specified objects
         if not isinstance(supported_db_objects, list):
             verbose_proxy_logger.warning(
                 f"supported_db_objects is not a list, got {type(supported_db_objects)}. Loading all objects."
             )
             return True
-        
+
         # Convert object_type to string for comparison (handles both str and enum)
         object_type_str = str(object_type)
-        
+
         # Check if the object type is in the list (supports both str and enum values)
         return any(str(obj) == object_type_str for obj in supported_db_objects)
 
@@ -3059,19 +3065,19 @@ class ProxyConfig:
         """
         if self._should_load_db_object(object_type="guardrails"):
             await self._init_guardrails_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="vector_stores"):
             await self._init_vector_stores_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="mcp"):
             await self._init_mcp_servers_in_db()
-        
+
         if self._should_load_db_object(object_type="pass_through_endpoints"):
             await self._init_pass_through_endpoints_in_db()
-        
+
         if self._should_load_db_object(object_type="prompts"):
             await self._init_prompts_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="model_cost_map"):
             await self._check_and_reload_model_cost_map(prisma_client=prisma_client)
 
@@ -9704,6 +9710,8 @@ async def dynamic_mcp_route(mcp_server_name: str, request: Request):
             media_type=headers_dict.get("content-type", "application/json"),
         )
 
+    except HTTPException as e:
+        raise e
     except Exception as e:
         verbose_proxy_logger.error(
             f"Error handling dynamic MCP route for {mcp_server_name}: {str(e)}"
diff --git a/litellm/responses/litellm_completion_transformation/streaming_iterator.py b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
index 93abdee778f..20822b3628e 100644
--- a/litellm/responses/litellm_completion_transformation/streaming_iterator.py
+++ b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
@@ -134,7 +134,7 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
 
             return ReasoningSummaryTextDeltaEvent(
                 type=ResponsesAPIStreamEvents.REASONING_SUMMARY_TEXT_DELTA,
-                item_id=f"{chunk.id}_reasoning",
+                item_id=f"rs_{hash(str(reasoning_content))}",
                 output_index=0,
                 delta=reasoning_content,
             )
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index a43e02a0f3e..9324ab0aa0c 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -708,7 +708,7 @@ class LiteLLMCompletionResponsesConfig:
                     return [
                         GenericResponseOutputItem(
                             type="reasoning",
-                            id=f"{chat_completion_response.id}_reasoning",
+                            id=f"rs_{hash(str(message.reasoning_content))}",
                             status=choice.finish_reason,
                             role="assistant",
                             content=[
diff --git a/litellm/router.py b/litellm/router.py
index ef7bcba635f..5972b06f01a 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -59,6 +59,7 @@ from litellm.litellm_core_utils.coroutine_checker import coroutine_checker
 from litellm.litellm_core_utils.credential_accessor import CredentialAccessor
 from litellm.litellm_core_utils.dd_tracing import tracer
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
+from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
 from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
 from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
@@ -125,7 +126,6 @@ from litellm.types.router import (
     AllowedFailsPolicy,
     AssistantsTypedDict,
     CredentialLiteLLMParams,
-    CustomPricingLiteLLMParams,
     CustomRoutingStrategyBase,
     Deployment,
     DeploymentTypedDict,
@@ -142,10 +142,18 @@ from litellm.types.router import (
     RoutingStrategy,
 )
 from litellm.types.services import ServiceTypes
-from litellm.types.utils import GenericBudgetConfigType, LiteLLMBatch
+from litellm.types.utils import (
+    CustomPricingLiteLLMParams,
+    GenericBudgetConfigType,
+    LiteLLMBatch,
+)
 from litellm.types.utils import ModelInfo
 from litellm.types.utils import ModelInfo as ModelMapInfo
-from litellm.types.utils import ModelResponseStream, StandardLoggingPayload, Usage
+from litellm.types.utils import (
+    ModelResponseStream,
+    StandardLoggingPayload,
+    Usage,
+)
 from litellm.utils import (
     CustomStreamWrapper,
     EmbeddingResponse,
@@ -909,8 +917,13 @@ class Router:
         try:
             _deployment_copy = copy.deepcopy(deployment)
             litellm_params: dict = _deployment_copy["litellm_params"]
-            if "api_key" in litellm_params:
+
+            if litellm.redact_user_api_key_info:
+                masker = SensitiveDataMasker(visible_prefix=2, visible_suffix=0)
+                _deployment_copy["litellm_params"] = masker.mask_dict(litellm_params)
+            elif "api_key" in litellm_params:
                 litellm_params["api_key"] = litellm_params["api_key"][:2] + "*" * 10
+
             return _deployment_copy
         except Exception as e:
             verbose_router_logger.debug(
diff --git a/litellm/secret_managers/get_azure_ad_token_provider.py b/litellm/secret_managers/get_azure_ad_token_provider.py
index e73c8f8d7a2..184d959b964 100644
--- a/litellm/secret_managers/get_azure_ad_token_provider.py
+++ b/litellm/secret_managers/get_azure_ad_token_provider.py
@@ -1,11 +1,36 @@
 import os
 from typing import Any, Callable, Optional, Union
 
+from litellm._logging import verbose_logger
 from litellm.types.secret_managers.get_azure_ad_token_provider import (
     AzureCredentialType,
 )
 
 
+def infer_credential_type_from_environment() -> AzureCredentialType:
+    if (
+        os.environ.get("AZURE_CLIENT_ID")
+        and os.environ.get("AZURE_CLIENT_SECRET")
+        and os.environ.get("AZURE_TENANT_ID")
+    ):
+        return AzureCredentialType.ClientSecretCredential
+    elif os.environ.get("AZURE_CLIENT_ID"):
+        return AzureCredentialType.ManagedIdentityCredential
+    elif (
+        os.environ.get("AZURE_CLIENT_ID")
+        and os.environ.get("AZURE_TENANT_ID")
+        and os.environ.get("AZURE_CERTIFICATE_PATH")
+        and os.environ.get("AZURE_CERTIFICATE_PASSWORD")
+    ):
+        return AzureCredentialType.CertificateCredential
+    elif os.environ.get("AZURE_CERTIFICATE_PASSWORD"):
+        return AzureCredentialType.CertificateCredential
+    elif os.environ.get("AZURE_CERTIFICATE_PATH"):
+        return AzureCredentialType.CertificateCredential
+    else:
+        return AzureCredentialType.DefaultAzureCredential
+
+
 def get_azure_ad_token_provider(
     azure_scope: Optional[str] = None,
     azure_credential: Optional[AzureCredentialType] = None,
@@ -42,9 +67,14 @@ def get_azure_ad_token_provider(
         )
 
     cred: str = (
-        azure_credential.value if azure_credential else None
-        or os.environ.get("AZURE_CREDENTIAL", AzureCredentialType.ClientSecretCredential)
-        or AzureCredentialType.ClientSecretCredential
+        azure_credential.value
+        if azure_credential
+        else None
+        or os.environ.get("AZURE_CREDENTIAL")
+        or infer_credential_type_from_environment()
+    )
+    verbose_logger.info(
+        f"For Azure AD Token Provider, choosing credential type: {cred}"
     )
     credential: Optional[
         Union[
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 9f4ae03b39d..0369ed1e204 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -992,6 +992,7 @@ class ResponsesAPIOptionalRequestParams(TypedDict, total=False):
     prompt_cache_key: Optional[str]
     stream_options: Optional[dict]
     top_logprobs: Optional[int]
+    partial_images: Optional[int]  # Number of partial images to generate (1-3) for streaming image generation
 
 
 class ResponsesAPIRequestParams(ResponsesAPIOptionalRequestParams, total=False):
@@ -1129,6 +1130,9 @@ class ResponsesAPIStreamEvents(str, Enum):
     MCP_CALL_COMPLETED = "response.mcp_call.completed"
     MCP_CALL_FAILED = "response.mcp_call.failed"
 
+    # Image generation events
+    IMAGE_GENERATION_PARTIAL_IMAGE = "image_generation.partial_image"
+
     # Error event
     ERROR = "error"
 
@@ -1352,6 +1356,12 @@ class MCPCallFailedEvent(BaseLiteLLMOpenAIResponseObject):
     output_index: int
 
 
+class ImageGenerationPartialImageEvent(BaseLiteLLMOpenAIResponseObject):
+    type: Literal[ResponsesAPIStreamEvents.IMAGE_GENERATION_PARTIAL_IMAGE]
+    partial_image_index: int
+    b64_json: str
+
+
 class ErrorEvent(BaseLiteLLMOpenAIResponseObject):
     type: Literal[ResponsesAPIStreamEvents.ERROR]
     code: Optional[str]
@@ -1400,6 +1410,7 @@ ResponsesAPIStreamingResponse = Annotated[
         MCPCallArgumentsDoneEvent,
         MCPCallCompletedEvent,
         MCPCallFailedEvent,
+        ImageGenerationPartialImageEvent,
         ErrorEvent,
         GenericEvent,
     ],
diff --git a/litellm/types/llms/watsonx.py b/litellm/types/llms/watsonx.py
index 426ca8a7d25..4eb2f2531a0 100644
--- a/litellm/types/llms/watsonx.py
+++ b/litellm/types/llms/watsonx.py
@@ -32,3 +32,12 @@ class WatsonXAIEndpoint(str, Enum):
     EMBEDDINGS = "/ml/v1/text/embeddings"
     PROMPTS = "/ml/v1/prompts"
     AVAILABLE_MODELS = "/ml/v1/foundation_model_specs"
+
+
+class WatsonXModelPattern(str, Enum):
+    """Model identifier patterns for WatsonX models"""
+    GRANITE_CHAT = "granite-chat"
+    IBM_MISTRAL = "ibm-mistral"
+    IBM_MISTRALAI = "ibm-mistralai"
+    GPT_OSS = "openai/gpt-oss"
+    LLAMA3_INSTRUCT = "meta-llama/llama-3-instruct"
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index 3e0c2b20e39..03bee94eb8b 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -17,6 +17,7 @@ class MCPServer(BaseModel):
     server_name: Optional[str] = None
     url: Optional[str] = None
     transport: MCPTransportType
+    spec_path: Optional[str] = None
     auth_type: Optional[MCPAuthType] = None
     authentication_token: Optional[str] = None
     mcp_info: Optional[MCPInfo] = None
@@ -25,6 +26,9 @@ class MCPServer(BaseModel):
     )
     allowed_tools: Optional[List[str]] = None
     disallowed_tools: Optional[List[str]] = None
+    allowed_params: Optional[Dict[str, List[str]]] = (
+        None  # map of tool names to allowed parameter lists
+    )
     # OAuth-specific fields
     client_id: Optional[str] = None
     client_secret: Optional[str] = None
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 62f1c13eb4b..3482df19c37 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -4,24 +4,20 @@ litellm.Router Types - includes RouterConfig, UpdateRouterConfig, ModelInfo etc
 
 import datetime
 import enum
-from litellm._uuid import uuid
 from dataclasses import dataclass
 from typing import Any, Dict, List, Literal, Optional, Tuple, Union, get_type_hints
 
 import httpx
-from httpx import AsyncClient, Client
-from openai import AsyncAzureOpenAI, AsyncOpenAI, AzureOpenAI, OpenAI
 from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import Required, TypedDict
 
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm._uuid import uuid
 
-from ..exceptions import RateLimitError
 from .completion import CompletionRequest
 from .embedding import EmbeddingRequest
 from .llms.openai import OpenAIFileObject
 from .llms.vertex_ai import VERTEX_CREDENTIALS_TYPES
-from .utils import ModelResponse, ProviderSpecificModelInfo
+from .utils import CustomPricingLiteLLMParams, ModelResponse
 
 
 class ConfigurableClientsideParamsCustomAuth(TypedDict):
@@ -166,14 +162,7 @@ class CredentialLiteLLMParams(BaseModel):
     watsonx_region_name: Optional[str] = None
 
 
-class CustomPricingLiteLLMParams(BaseModel):
-    ## CUSTOM PRICING ##
-    input_cost_per_token: Optional[float] = None
-    output_cost_per_token: Optional[float] = None
-    input_cost_per_second: Optional[float] = None
-    output_cost_per_second: Optional[float] = None
-    input_cost_per_pixel: Optional[float] = None
-    output_cost_per_pixel: Optional[float] = None
+
 
 
 class GenericLiteLLMParams(CredentialLiteLLMParams, CustomPricingLiteLLMParams):
@@ -482,7 +471,7 @@ class Deployment(BaseModel):
     def to_json(self, **kwargs):
         try:
             return self.model_dump(**kwargs)  # noqa
-        except Exception as e:
+        except Exception:
             # if using pydantic v1
             return self.dict(**kwargs)
 
@@ -602,7 +591,7 @@ class ModelGroupInfo(BaseModel):
 
     def __init__(self, **data):
         for field_name, field_type in get_type_hints(self.__class__).items():
-            if field_type == bool and data.get(field_name) is None:
+            if field_type is bool and data.get(field_name) is None:
                 data[field_name] = False
         super().__init__(**data)
 
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 0da0ba4e93d..e241390fa5f 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2226,6 +2226,60 @@ class StandardCallbackDynamicParams(TypedDict, total=False):
     turn_off_message_logging: Optional[bool]  # when true will not log messages
     litellm_disabled_callbacks: Optional[List[str]]
 
+class CustomPricingLiteLLMParams(BaseModel):
+    ## CUSTOM PRICING ##
+    input_cost_per_token: Optional[float] = None
+    output_cost_per_token: Optional[float] = None
+    input_cost_per_second: Optional[float] = None
+    output_cost_per_second: Optional[float] = None
+    input_cost_per_pixel: Optional[float] = None
+    output_cost_per_pixel: Optional[float] = None
+    
+    # Include all ModelInfoBase fields as optional
+    # This allows any model_info parameter to be set in litellm_params
+    input_cost_per_token_flex: Optional[float] = None
+    input_cost_per_token_priority: Optional[float] = None
+    cache_creation_input_token_cost: Optional[float] = None
+    cache_creation_input_token_cost_above_1hr: Optional[float] = None
+    cache_creation_input_token_cost_above_200k_tokens: Optional[float] = None
+    cache_creation_input_audio_token_cost: Optional[float] = None
+    cache_read_input_token_cost: Optional[float] = None
+    cache_read_input_token_cost_flex: Optional[float] = None
+    cache_read_input_token_cost_priority: Optional[float] = None
+    cache_read_input_token_cost_above_200k_tokens: Optional[float] = None
+    cache_read_input_audio_token_cost: Optional[float] = None
+    input_cost_per_character: Optional[float] = None
+    input_cost_per_character_above_128k_tokens: Optional[float] = None
+    input_cost_per_audio_token: Optional[float] = None
+    input_cost_per_token_cache_hit: Optional[float] = None
+    input_cost_per_token_above_128k_tokens: Optional[float] = None
+    input_cost_per_token_above_200k_tokens: Optional[float] = None
+    input_cost_per_character_above_128k_tokens: Optional[float] = None
+    input_cost_per_query: Optional[float] = None
+    input_cost_per_image: Optional[float] = None
+    input_cost_per_image_above_128k_tokens: Optional[float] = None
+    input_cost_per_audio_per_second: Optional[float] = None
+    input_cost_per_audio_per_second_above_128k_tokens: Optional[float] = None
+    input_cost_per_video_per_second: Optional[float] = None
+    input_cost_per_video_per_second_above_128k_tokens: Optional[float] = None
+    input_cost_per_video_per_second_above_15s_interval: Optional[float] = None
+    input_cost_per_video_per_second_above_8s_interval: Optional[float] = None
+    input_cost_per_token_batches: Optional[float] = None
+    output_cost_per_token_batches: Optional[float] = None
+    output_cost_per_token_flex: Optional[float] = None
+    output_cost_per_token_priority: Optional[float] = None
+    output_cost_per_character: Optional[float] = None
+    output_cost_per_audio_token: Optional[float] = None
+    output_cost_per_token_above_128k_tokens: Optional[float] = None
+    output_cost_per_token_above_200k_tokens: Optional[float] = None
+    output_cost_per_character_above_128k_tokens: Optional[float] = None
+    output_cost_per_image: Optional[float] = None
+    output_cost_per_reasoning_token: Optional[float] = None
+    output_cost_per_video_per_second: Optional[float] = None
+    output_cost_per_audio_per_second: Optional[float] = None
+    search_context_cost_per_query: Optional[Dict[str, Any]] = None
+    citation_cost_per_token: Optional[float] = None
+    tiered_pricing: Optional[List[Dict[str, Any]]] = None
 
 all_litellm_params = [
     "metadata",
@@ -2325,7 +2379,7 @@ all_litellm_params = [
     "litellm_session_id",
     "use_litellm_proxy",
     "prompt_label",
-] + list(StandardCallbackDynamicParams.__annotations__.keys())
+] + list(StandardCallbackDynamicParams.__annotations__.keys()) + list(CustomPricingLiteLLMParams.model_fields.keys())
 
 
 class KeyGenerationConfig(TypedDict, total=False):
@@ -2717,10 +2771,5 @@ class PriorityReservationSettings(BaseModel):
         default=0.50,
         description="Saturation threshold (0.0-1.0) at which strict priority enforcement begins. Below this threshold, generous mode allows priority borrowing. Above this threshold, strict mode enforces normalized priority limits."
     )
-    
-    tracking_multiplier: int = Field(
-        default=10,
-        description="Multiplier for model-wide tracking limits in strict mode. Set to 10x because v3_limiter.should_rate_limit() both increments counters AND enforces limits - we need the counter increment (for saturation checks) but not the enforcement (priority limits handle that). High multiplier ensures tracking never blocks."
-    )
 
     model_config = ConfigDict(protected_namespaces=())
diff --git a/litellm/utils.py b/litellm/utils.py
index 47250615ef6..5861d703a34 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -7305,6 +7305,8 @@ class ProviderConfigManager:
                 return litellm.AzureOpenAIOSeriesResponsesAPIConfig()
             else:
                 return litellm.AzureOpenAIResponsesAPIConfig()
+        elif litellm.LlmProviders.LITELLM_PROXY == provider:
+            return litellm.LiteLLMProxyResponsesAPIConfig()
         return None
 
     @staticmethod
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index f3030dcd597..06cb67e56c5 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -5294,6 +5294,16 @@
         "output_cost_per_token": 0.0,
         "supports_embedding_image_input": true
     },
+    "cohere.embed-v4:0": {
+        "input_cost_per_token": 1.2e-07,
+        "litellm_provider": "bedrock",
+        "max_input_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "embedding",
+        "output_cost_per_token": 0.0,
+        "output_vector_size": 1536,
+        "supports_embedding_image_input": true
+    },
     "cohere.rerank-v3-5:0": {
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
@@ -12965,6 +12975,39 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "gpt-5-pro-2025-10-06": {
+        "input_cost_per_token": 1.5e-05,
+        "input_cost_per_token_batches": 7.5e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 272000,
+        "max_tokens": 272000,
+        "mode": "responses",
+        "output_cost_per_token": 1.2e-04,
+        "output_cost_per_token_batches": 6e-05,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": false,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "gpt-5-codex": {
         "cache_read_input_token_cost": 1.25e-07,
         "input_cost_per_token": 1.25e-06,
@@ -13293,8 +13336,7 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ],
-        "supports_vision": true
+        ]
     },
     "gpt-realtime": {
         "cache_creation_input_audio_token_cost": 4e-07,
@@ -13328,6 +13370,37 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "gpt-realtime-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_audio_token_cost": 3e-07,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "gpt-realtime-2025-08-28": {
         "cache_creation_input_audio_token_cost": 4e-07,
         "cache_read_input_token_cost": 4e-07,
diff --git a/requirements.txt b/requirements.txt
index 1ab79c01806..f5190e67c02 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -54,7 +54,7 @@ rich==13.7.1 # for litellm proxy cli
 jinja2==3.1.6 # for prompt templates
 aiohttp==3.12.14 # for network calls
 aioboto3==13.4.0 # for async sagemaker calls
-tenacity==8.2.3  # for retrying requests, when litellm.num_retries set
+tenacity==8.5.0  # for retrying requests, when litellm.num_retries set
 pydantic==2.10.2 # proxy + openai req.
 jsonschema==4.22.0 # validating json schema
 websockets==13.1.0 # for realtime API
diff --git a/tests/code_coverage_tests/ensure_async_clients_test.py b/tests/code_coverage_tests/ensure_async_clients_test.py
index db47973b692..a0b4a379add 100644
--- a/tests/code_coverage_tests/ensure_async_clients_test.py
+++ b/tests/code_coverage_tests/ensure_async_clients_test.py
@@ -11,6 +11,7 @@ ALLOWED_FILES = [
     "../../litellm/llms/base.py",
     "../../litellm/llms/custom_httpx/httpx_handler.py",
     "../../litellm/llms/openai/common_utils.py",
+    "../../litellm/experimental_mcp_client/client.py",
     # when running on ci/cd
     "./litellm/__init__.py",
     "./litellm/llms/custom_httpx/http_handler.py",
@@ -20,6 +21,7 @@ ALLOWED_FILES = [
     "./litellm/llms/base.py",
     "./litellm/llms/custom_httpx/httpx_handler.py",
     "./litellm/llms/openai/common_utils.py",
+    "./litellm/experimental_mcp_client/client.py",
 ]
 
 warning_msg = "this is a serious violation that can impact latency. Creating Async clients per request can add +500ms per request"
diff --git a/tests/llm_translation/test_gemini.py b/tests/llm_translation/test_gemini.py
index 871aebdc9fd..64e66f3914c 100644
--- a/tests/llm_translation/test_gemini.py
+++ b/tests/llm_translation/test_gemini.py
@@ -267,7 +267,11 @@ def test_gemini_image_generation():
     assert len(response.choices[0].message.images) > 0
     assert response.choices[0].message.images[0]["image_url"] is not None
     assert response.choices[0].message.images[0]["image_url"]["url"] is not None
-    assert response.choices[0].message.images[0]["image_url"]["url"].startswith("data:image/png;base64,")
+    assert (
+        response.choices[0]
+        .message.images[0]["image_url"]["url"]
+        .startswith("data:image/png;base64,")
+    )
 
 
 def test_gemini_2_5_flash_image_preview():
@@ -772,7 +776,8 @@ def test_system_message_with_no_user_message():
     assert response is not None
 
     assert response.choices[0].message.content is not None
-  
+
+
 def get_current_weather(location, unit="fahrenheit"):
     """Get the current weather in a given location"""
     if "tokyo" in location.lower():
@@ -889,9 +894,9 @@ def test_gemini_reasoning_effort_minimal():
 
     # Test with different Gemini models to verify model-specific mapping
     test_cases = [
-        ("gemini/gemini-2.5-flash", 1),      # Flash: minimum 1 token
-        ("gemini/gemini-2.5-pro", 128),      # Pro: minimum 128 tokens  
-        ("gemini/gemini-2.5-flash-lite", 512), # Flash-Lite: minimum 512 tokens
+        ("gemini/gemini-2.5-flash", 1),  # Flash: minimum 1 token
+        ("gemini/gemini-2.5-pro", 128),  # Pro: minimum 128 tokens
+        ("gemini/gemini-2.5-flash-lite", 512),  # Flash-Lite: minimum 512 tokens
     ]
 
     for model, expected_min_budget in test_cases:
@@ -904,24 +909,32 @@ def test_gemini_reasoning_effort_minimal():
                 "reasoning_effort": "minimal",
             },
         )
-        
+
         # Verify that the thinking config is set correctly
         request_body = raw_request["raw_request_body"]
-        assert "generationConfig" in request_body, f"Model {model} should have generationConfig"
-        
+        assert (
+            "generationConfig" in request_body
+        ), f"Model {model} should have generationConfig"
+
         generation_config = request_body["generationConfig"]
-        assert "thinkingConfig" in generation_config, f"Model {model} should have thinkingConfig"
-        
+        assert (
+            "thinkingConfig" in generation_config
+        ), f"Model {model} should have thinkingConfig"
+
         thinking_config = generation_config["thinkingConfig"]
-        assert "thinkingBudget" in thinking_config, f"Model {model} should have thinkingBudget"
-        
+        assert (
+            "thinkingBudget" in thinking_config
+        ), f"Model {model} should have thinkingBudget"
+
         actual_budget = thinking_config["thinkingBudget"]
-        assert actual_budget == expected_min_budget, \
-            f"Model {model} should map 'minimal' to {expected_min_budget} tokens, got {actual_budget}"
-        
+        assert (
+            actual_budget == expected_min_budget
+        ), f"Model {model} should map 'minimal' to {expected_min_budget} tokens, got {actual_budget}"
+
         # Verify that includeThoughts is True for minimal reasoning effort
-        assert thinking_config.get("includeThoughts", True), \
-            f"Model {model} should have includeThoughts=True for minimal reasoning effort"
+        assert thinking_config.get(
+            "includeThoughts", True
+        ), f"Model {model} should have includeThoughts=True for minimal reasoning effort"
 
     # Test with unknown model (should use generic fallback)
     try:
@@ -933,13 +946,14 @@ def test_gemini_reasoning_effort_minimal():
                 "reasoning_effort": "minimal",
             },
         )
-        
+
         request_body = raw_request["raw_request_body"]
         generation_config = request_body["generationConfig"]
         thinking_config = generation_config["thinkingConfig"]
         # Should use generic fallback (128 tokens)
-        assert thinking_config["thinkingBudget"] == 128, \
-            "Unknown model should use generic fallback of 128 tokens"
+        assert (
+            thinking_config["thinkingBudget"] == 128
+        ), "Unknown model should use generic fallback of 128 tokens"
     except Exception as e:
         # If return_raw_request doesn't work for unknown models, that's okay
         # The important part is that our known models work correctly
diff --git a/tests/local_testing/test_amazing_vertex_completion.py b/tests/local_testing/test_amazing_vertex_completion.py
index d533418117c..1e06c92105c 100644
--- a/tests/local_testing/test_amazing_vertex_completion.py
+++ b/tests/local_testing/test_amazing_vertex_completion.py
@@ -397,7 +397,7 @@ async def test_async_vertexai_response():
         | litellm.vertex_text_models
         | litellm.vertex_code_text_models
     )
-    
+
     test_models = random.sample(list(test_models), 1)
     test_models += list(litellm.vertex_language_models)  # always test gemini-pro
     for model in test_models:
@@ -504,7 +504,6 @@ async def test_async_vertexai_streaming_response():
             pytest.fail(f"An exception occurred: {e}")
 
 
-
 @pytest.mark.parametrize("load_pdf", [False])  # True,
 @pytest.mark.flaky(retries=3, delay=1)
 def test_completion_function_plus_pdf(load_pdf):
@@ -547,6 +546,7 @@ def test_completion_function_plus_pdf(load_pdf):
     except Exception as e:
         pytest.fail("Got={}".format(str(e)))
 
+
 def encode_image(image_path):
     import base64
 
@@ -910,7 +910,10 @@ async def test_partner_models_httpx(model, region, sync_mode):
     [
         ("vertex_ai/meta/llama-4-scout-17b-16e-instruct-maas", "us-east5"),
         ("vertex_ai/qwen/qwen3-coder-480b-a35b-instruct-maas", "us-south1"),
-        ("vertex_ai/mistral-large-2411", "us-central1"), # critical - we had this issue: https://github.com/BerriAI/litellm/issues/13888
+        (
+            "vertex_ai/mistral-large-2411",
+            "us-central1",
+        ),  # critical - we had this issue: https://github.com/BerriAI/litellm/issues/13888
         ("vertex_ai/openai/gpt-oss-20b-maas", "us-central1"),
     ],
 )
@@ -3773,7 +3776,7 @@ def test_vertex_ai_gemini_audio_ogg():
 @pytest.mark.asyncio
 async def test_vertex_ai_deepseek():
     """Test that deepseek models use the correct v1 API endpoint instead of v1beta1."""
-    #load_vertex_ai_credentials()
+    # load_vertex_ai_credentials()
     litellm._turn_on_debug()
     from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 
@@ -3786,21 +3789,17 @@ async def test_vertex_ai_deepseek():
             {
                 "message": {
                     "role": "assistant",
-                    "content": "Hello! How can I help you today?"
+                    "content": "Hello! How can I help you today?",
                 },
                 "index": 0,
-                "finish_reason": "stop"
+                "finish_reason": "stop",
             }
         ],
-        "usage": {
-            "prompt_tokens": 10,
-            "completion_tokens": 20,
-            "total_tokens": 30
-        },
-        "model": "deepseek-ai/deepseek-r1-0528-maas"
+        "usage": {"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+        "model": "deepseek-ai/deepseek-r1-0528-maas",
     }
     mock_response.status_code = 200
-    
+
     with patch.object(client, "post", return_value=mock_response) as mock_post:
         response = await acompletion(
             model="vertex_ai/deepseek-ai/deepseek-r1-0528-maas",
diff --git a/tests/local_testing/test_caching.py b/tests/local_testing/test_caching.py
index ee3082a9d32..30bacfff8bf 100644
--- a/tests/local_testing/test_caching.py
+++ b/tests/local_testing/test_caching.py
@@ -2765,3 +2765,56 @@ def test_caching_thinking_args_hit():  # test in memory cache
     except Exception as e:
         print(f"error occurred: {traceback.format_exc()}")
         pytest.fail(f"Error occurred: {e}")
+
+
+@pytest.mark.asyncio
+async def test_cache_key_in_hidden_params_acompletion():
+    """
+    Test that cache_key is present in _hidden_params on cache hits for acompletion.
+    
+    Validates fix for missing x-litellm-cache-key header on proxy cache hits.
+    """
+    litellm.cache = Cache(
+        type="redis",
+        host=os.environ["REDIS_HOST"],
+        port=os.environ["REDIS_PORT"],
+        password=os.environ["REDIS_PASSWORD"],
+    )
+    
+    unique_content = f"test cache key hidden params {uuid.uuid4()}"
+    messages = [{"role": "user", "content": unique_content}]
+    
+    # First call - cache miss
+    response1 = await litellm.acompletion(
+        model="gpt-3.5-turbo",
+        messages=messages,
+        mock_response="test response",
+        caching=True,
+    )
+    
+    print(f"Response 1 _hidden_params: {response1._hidden_params}")
+    assert response1._hidden_params.get("cache_hit") is not True
+    
+    await asyncio.sleep(0.5)
+    
+    # Second call - cache hit
+    response2 = await litellm.acompletion(
+        model="gpt-3.5-turbo",
+        messages=messages,
+        mock_response="test response",
+        caching=True,
+    )
+    
+    print(f"Response 2 _hidden_params: {response2._hidden_params}")
+    
+    # Verify cache hit occurred
+    assert response2._hidden_params.get("cache_hit") is True
+    
+    # Verify cache_key is present in _hidden_params
+    assert "cache_key" in response2._hidden_params
+    assert response2._hidden_params["cache_key"] is not None
+    
+    # Verify both responses have same ID (cache hit)
+    assert response1.id == response2.id
+    
+    litellm.cache = None
diff --git a/tests/local_testing/test_config.py b/tests/local_testing/test_config.py
index a0a31c2e78c..5d8fae282ce 100644
--- a/tests/local_testing/test_config.py
+++ b/tests/local_testing/test_config.py
@@ -401,3 +401,24 @@ def test_provider_config_manager_bedrock_converse_like():
 #             model="gpt-3.5-turbo", provider=LlmProviders(provider)
 #         )
 #         _check_provider_config(config, provider)
+
+
+def test_litellm_proxy_responses_api_config():
+    """Test that litellm_proxy provider returns correct Responses API config"""
+    from litellm.llms.litellm_proxy.responses.transformation import (
+        LiteLLMProxyResponsesAPIConfig,
+    )
+
+    config = ProviderConfigManager.get_provider_responses_api_config(
+        model="litellm_proxy/gpt-4",
+        provider=LlmProviders.LITELLM_PROXY,
+    )
+    print(f"config: {config}")
+    assert config is not None, "Config should not be None for litellm_proxy provider"
+    assert isinstance(
+        config, LiteLLMProxyResponsesAPIConfig
+    ), f"Expected LiteLLMProxyResponsesAPIConfig, got {type(config)}"
+    assert (
+        config.custom_llm_provider == LlmProviders.LITELLM_PROXY
+    ), "custom_llm_provider should be LITELLM_PROXY"
+
diff --git a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
index 501fe24e65e..445d0ca55e8 100644
--- a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
+++ b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
@@ -418,3 +418,188 @@ def test_is_bedrock_agent_runtime_route():
         is False
     )
     assert _is_bedrock_agent_runtime_route("/some/random/endpoint") is False
+
+
+def test_init_kwargs_filters_pricing_params(mock_request, mock_user_api_key_dict):
+    """
+    Test that pricing parameters are properly filtered out from the request body
+    and don't get sent to the provider API.
+    
+    This ensures that custom pricing parameters like:
+    - cache_read_input_token_cost
+    - input_cost_per_token_batches
+    - output_cost_per_token_batches
+    - cache_creation_input_token_cost
+    etc. are removed from the request body before sending to provider.
+    
+    Regression test for: LIT-1221
+    """
+    request = mock_request()
+    
+    # Create a parsed body with pricing parameters that should be filtered out
+    parsed_body = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "test"}],
+        # Standard pricing params (should be filtered)
+        "input_cost_per_token": 0.00002,
+        "output_cost_per_token": 0.00002,
+        "input_cost_per_second": 0.00001,
+        "output_cost_per_second": 0.00001,
+        # Cache-related pricing params (should be filtered)
+        "cache_read_input_token_cost": 0.00005,
+        "cache_creation_input_token_cost": 0.00003,
+        "cache_creation_input_token_cost_above_1hr": 0.00004,
+        # Batch pricing params (should be filtered)
+        "input_cost_per_token_batches": 0.00005,
+        "output_cost_per_token_batches": 0.00006,
+        # Other pricing params (should be filtered)
+        "input_cost_per_audio_token": 0.00001,
+        "output_cost_per_audio_token": 0.00001,
+        "input_cost_per_character": 0.000001,
+        "output_cost_per_character": 0.000001,
+        "input_cost_per_image": 0.001,
+        "output_cost_per_image": 0.001,
+        # Tiered pricing
+        "tiered_pricing": [{"input_cost_per_token": 0.00001}],
+        # This should NOT be filtered (it's a valid OpenAI parameter)
+        "temperature": 0.7,
+        "max_tokens": 100,
+    }
+    
+    passthrough_payload = PassthroughStandardLoggingPayload(
+        url="https://api.openai.com/v1/chat/completions",
+        request_body=parsed_body.copy(),
+    )
+    
+    result = HttpPassThroughEndpointHelpers._init_kwargs_for_pass_through_endpoint(
+        request=request,
+        user_api_key_dict=mock_user_api_key_dict,
+        passthrough_logging_payload=passthrough_payload,
+        _parsed_body=parsed_body,
+        litellm_call_id="test-call-id",
+        logging_obj=LiteLLMLoggingObj(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "test"}],
+            stream=False,
+            call_type="completion",
+            start_time=datetime.now(),
+            litellm_call_id="test-call-id",
+            function_id="test-function-id",
+        ),
+    )
+    
+    # Verify pricing parameters were filtered out from parsed_body
+    assert "input_cost_per_token" not in parsed_body
+    assert "output_cost_per_token" not in parsed_body
+    assert "input_cost_per_second" not in parsed_body
+    assert "output_cost_per_second" not in parsed_body
+    assert "cache_read_input_token_cost" not in parsed_body
+    assert "cache_creation_input_token_cost" not in parsed_body
+    assert "cache_creation_input_token_cost_above_1hr" not in parsed_body
+    assert "input_cost_per_token_batches" not in parsed_body
+    assert "output_cost_per_token_batches" not in parsed_body
+    assert "input_cost_per_audio_token" not in parsed_body
+    assert "output_cost_per_audio_token" not in parsed_body
+    assert "input_cost_per_character" not in parsed_body
+    assert "output_cost_per_character" not in parsed_body
+    assert "input_cost_per_image" not in parsed_body
+    assert "output_cost_per_image" not in parsed_body
+    assert "tiered_pricing" not in parsed_body
+    
+    # Verify valid OpenAI parameters remain in parsed_body
+    assert parsed_body["model"] == "gpt-4"
+    assert parsed_body["messages"] == [{"role": "user", "content": "test"}]
+    assert parsed_body["temperature"] == 0.7
+    assert parsed_body["max_tokens"] == 100
+    
+    # Verify pricing parameters are stored in litellm_params for internal use
+    litellm_params = result["litellm_params"]
+    assert litellm_params["input_cost_per_token"] == 0.00002
+    assert litellm_params["output_cost_per_token"] == 0.00002
+    # Note: Other pricing params are also stored but we test the key ones that caused the regression
+
+
+def test_custom_pricing_used_in_cost_calculation():
+    """
+    Test that when custom pricing parameters are provided in litellm_params,
+    they are actually used for cost calculation.
+    
+    This ensures that the custom pricing functionality works end-to-end:
+    1. Pricing params are stored in litellm_params
+    2. These params are used by completion_cost() to calculate costs
+    
+    Regression test for: LIT-1221
+    """
+    from litellm import completion_cost, Choices, Message, ModelResponse
+    from litellm.utils import Usage
+    
+    # Create a mock response with usage
+    resp = ModelResponse(
+        id="chatcmpl-test-123",
+        choices=[
+            Choices(
+                finish_reason="stop",
+                index=0,
+                message=Message(
+                    content="This is a test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        created=1234567890,
+        model="gpt-4",
+        object="chat.completion",
+        usage=Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150),
+    )
+    
+    # Test 1: Standard pricing (should use default model pricing)
+    standard_cost = completion_cost(
+        completion_response=resp,
+        model="gpt-4",
+    )
+    print(f"Standard cost: {standard_cost}")
+    
+    # Test 2: Custom pricing via custom_cost_per_token parameter
+    custom_input_price = 0.00010  # $0.0001 per token
+    custom_output_price = 0.00020  # $0.0002 per token
+    
+    custom_cost = completion_cost(
+        completion_response=resp,
+        custom_cost_per_token={
+            "input_cost_per_token": custom_input_price,
+            "output_cost_per_token": custom_output_price,
+        },
+    )
+    
+    # Calculate expected cost
+    expected_custom_cost = (100 * custom_input_price) + (50 * custom_output_price)
+    
+    print(f"Custom cost: {custom_cost}")
+    print(f"Expected custom cost: {expected_custom_cost}")
+    
+    # Verify custom pricing is used (should match our calculation)
+    assert round(custom_cost, 10) == round(expected_custom_cost, 10)
+    
+    # Verify custom cost is different from standard cost (unless prices happen to match)
+    # This confirms custom pricing is actually being applied
+    assert custom_cost != standard_cost, "Custom pricing should produce different cost than standard pricing"
+    
+    # Test 3: Custom pricing with cache_read_input_token_cost and input_cost_per_token_batches
+    # This specifically tests the parameters that were causing the original issue
+    cache_cost = completion_cost(
+        completion_response=resp,
+        custom_cost_per_token={
+            "input_cost_per_token": 0.00001,
+            "output_cost_per_token": 0.00002,
+            "cache_read_input_token_cost": 0.000005,  # Should be accepted
+            "input_cost_per_token_batches": 0.000003,  # Should be accepted
+            "output_cost_per_token_batches": 0.000004,  # Should be accepted
+        },
+    )
+    
+    # Basic validation that it doesn't throw an error and returns a number
+    assert isinstance(cache_cost, (int, float))
+    assert cache_cost >= 0
+    
+    print(f"Cache-aware cost: {cache_cost}")
+    print("✅ Custom pricing parameters are correctly used in cost calculation")
diff --git a/tests/router_unit_tests/test_router_helper_utils.py b/tests/router_unit_tests/test_router_helper_utils.py
index 094df944bcc..a31c4d8210f 100644
--- a/tests/router_unit_tests/test_router_helper_utils.py
+++ b/tests/router_unit_tests/test_router_helper_utils.py
@@ -94,6 +94,33 @@ def test_print_deployment(model_list):
     assert 10 * "*" in printed_deployment["litellm_params"]["api_key"]
 
 
+def test_print_deployment_with_redact_enabled(model_list):
+    """Test if sensitive credentials are masked when redact_user_api_key_info is enabled"""
+    import litellm
+
+    router = Router(model_list=model_list)
+    deployment = {
+        "model_name": "bedrock-claude",
+        "litellm_params": {
+            "model": "bedrock/anthropic.claude-v2",
+            "aws_access_key_id": "AKIAIOSFODNN7EXAMPLE",
+            "aws_secret_access_key": "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
+            "aws_region_name": "us-west-2",
+        },
+    }
+
+    original_setting = litellm.redact_user_api_key_info
+    try:
+        litellm.redact_user_api_key_info = True
+        printed_deployment = router.print_deployment(deployment)
+
+        assert "*" in printed_deployment["litellm_params"]["aws_access_key_id"]
+        assert "*" in printed_deployment["litellm_params"]["aws_secret_access_key"]
+        assert "us-west-2" == printed_deployment["litellm_params"]["aws_region_name"]
+    finally:
+        litellm.redact_user_api_key_info = original_setting
+
+
 def test_completion(model_list):
     """Test if the completion function is working correctly"""
     router = Router(model_list=model_list)
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 0c7a6b2942b..1541eea4939 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -626,3 +626,28 @@ def test_service_tier_fallback_pricing():
     
     assert abs(std_cost[0] - expected_standard_prompt) < 1e-10, f"Standard prompt cost mismatch: {std_cost[0]} vs {expected_standard_prompt}"
     assert abs(std_cost[1] - expected_standard_completion) < 1e-10, f"Standard completion cost mismatch: {std_cost[1]} vs {expected_standard_completion}"
+
+
+def test_bedrock_anthropic_prompt_caching():
+    """Test Bedrock Anthropic models with prompt caching return correct costs."""
+    model = "us.anthropic.claude-sonnet-4-5-20250929-v1:0"
+    usage = Usage(
+        prompt_tokens=52123,
+        completion_tokens=497,
+        total_tokens=52620,
+        cache_creation_input_tokens=7183,
+        cache_read_input_tokens=22465,
+    )
+
+    custom_llm_provider = "bedrock"
+
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider=custom_llm_provider,
+    )
+
+    assert prompt_cost >= 0
+    assert completion_cost >= 0
+    assert round(prompt_cost, 3) == 0.845
+    assert round(completion_cost, 5) == 0.00820
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py
new file mode 100644
index 00000000000..9d4e58f3c88
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py
@@ -0,0 +1,315 @@
+import os
+import sys
+from typing import List
+
+
+sys.path.insert(0, os.path.abspath("../../../../.."))
+
+from litellm.llms.anthropic.experimental_pass_through.adapters.streaming_iterator import (
+    AnthropicStreamWrapper,
+)
+from litellm.types.utils import (
+    Delta,
+    ModelResponse,
+    StreamingChoices,
+    Usage,
+    ChatCompletionDeltaToolCall,
+    Function,
+)
+
+
+class MockCompletionStream:
+    def __init__(self, responses: List[ModelResponse]):
+        self.responses = responses
+        self.index = 0
+
+    def __iter__(self):
+        return self
+
+    def __next__(self):
+        if self.index >= len(self.responses):
+            raise StopIteration
+        response = self.responses[self.index]
+        self.index += 1
+        return response
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self):
+        if self.index >= len(self.responses):
+            raise StopAsyncIteration
+        response = self.responses[self.index]
+        self.index += 1
+        return response
+
+
+def construct_text_chunk(text: str) -> ModelResponse:
+    return ModelResponse(
+        stream=True,
+        choices=[
+            StreamingChoices(
+                delta=Delta(content=text),
+                index=0,
+                finish_reason=None,
+            )
+        ],
+    )
+
+
+def construct_split_tool_call(
+    id: str, function_name: str, function_arg_parts: List[str]
+) -> List[ModelResponse]:
+    return [
+        # https://platform.openai.com/docs/guides/function-calling#streaming
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(
+                        tool_calls=[
+                            ChatCompletionDeltaToolCall(
+                                id=id,
+                                function=Function(arguments="", name=function_name),
+                                index=0,
+                                type="function",
+                            )
+                        ]
+                    ),
+                    index=0,
+                    finish_reason=None,
+                )
+            ],
+        ),
+        *[
+            ModelResponse(
+                stream=True,
+                choices=[
+                    StreamingChoices(
+                        delta=Delta(
+                            tool_calls=[
+                                ChatCompletionDeltaToolCall(
+                                    id=None,
+                                    function=Function(arguments=part, name=None),
+                                    index=0,
+                                    type=None,
+                                )
+                            ]
+                        ),
+                        index=0,
+                        finish_reason=None,
+                    )
+                ],
+            )
+            for part in function_arg_parts
+        ],
+    ]
+
+
+def test_anthropic_stream_wrapper_single_tool_call():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 1
+
+
+def test_anthropic_stream_wrapper_back_to_back_tool_calls():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        *construct_split_tool_call("tooluse_bar", "get_weather", ['{"city":', '"SF"}']),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "content_block_start",  # Start of second tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " SF"}
+        "content_block_stop",  # End of second tool_use content block
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 2
+
+
+def test_anthropic_stream_wrapper_interleaved_tool_calls_and_text():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        construct_text_chunk("The weather is nice today."),
+        *construct_split_tool_call("tooluse_bar", "get_weather", ['{"city":', '"SF"}']),
+        *construct_split_tool_call(
+            "tooluse_bar", "get_weather", ['{"city":', '"CHI"}']
+        ),
+        construct_text_chunk("The weather is not so nice today."),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "content_block_start",  # "The weather is nice today"
+        "content_block_stop",
+        "content_block_start",  # Start of second tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " SF"}
+        "content_block_stop",  # End of second tool_use content block
+        "content_block_start",  # Start of third tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " CHI"}
+        "content_block_stop",  # End of third tool_use content block
+        "content_block_start",  # "The weather is not so nice today"
+        "content_block_stop",
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 3
diff --git a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
index 75c4484037a..d701b54d7f8 100644
--- a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
+++ b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
@@ -33,7 +33,7 @@ def test_transform_usage():
     openai_usage = config._transform_usage(usage)
     assert (
         openai_usage.prompt_tokens
-        == usage["inputTokens"] + usage["cacheReadInputTokens"]
+        == usage["inputTokens"] + usage["cacheReadInputTokens"] + usage["cacheWriteInputTokens"]
     )
     assert openai_usage.completion_tokens == usage["outputTokens"]
     assert openai_usage.total_tokens == usage["totalTokens"]
@@ -1620,7 +1620,9 @@ async def test_no_cache_control_no_cache_point():
 
 def test_guarded_text_wraps_in_guardrail_converse_content():
     """Test that guarded_text content type gets wrapped in guardContent blocks."""
-    from litellm.litellm_core_utils.prompt_templates.factory import _bedrock_converse_messages_pt
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        _bedrock_converse_messages_pt,
+    )
 
     messages = [
         {
@@ -1711,7 +1713,9 @@ def test_guarded_text_with_system_messages():
 
 def test_guarded_text_with_mixed_content_types():
     """Test guarded_text with mixed content types including images."""
-    from litellm.litellm_core_utils.prompt_templates.factory import _bedrock_converse_messages_pt
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        _bedrock_converse_messages_pt,
+    )
 
     messages = [
         {
@@ -1752,7 +1756,9 @@ def test_guarded_text_with_mixed_content_types():
 @pytest.mark.asyncio
 async def test_async_guarded_text():
     """Test async version of guarded_text processing."""
-    from litellm.litellm_core_utils.prompt_templates.factory import BedrockConverseMessagesProcessor
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        BedrockConverseMessagesProcessor,
+    )
 
     messages = [
         {
@@ -1789,7 +1795,9 @@ async def test_async_guarded_text():
 
 def test_guarded_text_with_tool_calls():
     """Test guarded_text with tool calls in the conversation."""
-    from litellm.litellm_core_utils.prompt_templates.factory import _bedrock_converse_messages_pt
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        _bedrock_converse_messages_pt,
+    )
 
     messages = [
         {
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
index a6a34518098..fa5231a2a2f 100644
--- a/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
@@ -14,6 +14,7 @@ import litellm
 from litellm.llms.azure.responses.transformation import AzureOpenAIResponsesAPIConfig
 from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig
 from litellm.types.llms.openai import (
+    ImageGenerationPartialImageEvent,
     OutputTextDeltaEvent,
     ResponseCompletedEvent,
     ResponsesAPIRequestParams,
@@ -282,6 +283,113 @@ class TestOpenAIResponsesAPIConfig:
         assert isinstance(result, GenericEvent)
         assert result.type == "test"
 
+    def test_get_event_model_class_image_generation_partial_image(self):
+        """Test that get_event_model_class returns ImageGenerationPartialImageEvent for image generation events"""
+        event_type = ResponsesAPIStreamEvents.IMAGE_GENERATION_PARTIAL_IMAGE
+        result = self.config.get_event_model_class(event_type)
+        assert result == ImageGenerationPartialImageEvent
+
+    def test_transform_streaming_response_image_generation_partial_image(self):
+        """Test streaming response transformation for image generation partial image events"""
+        # Test with a partial image event - simulating OpenAI's streaming image generation
+        chunk = {
+            "type": "image_generation.partial_image",
+            "partial_image_index": 0,
+            "b64_json": "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+M9QDwADhgGAWjR9awAAAABJRU5ErkJggg==",  # 1x1 red pixel PNG
+        }
+
+        result = self.config.transform_streaming_response(
+            model=self.model, parsed_chunk=chunk, logging_obj=self.logging_obj
+        )
+
+        # Verify the result is the correct event type
+        assert isinstance(result, ImageGenerationPartialImageEvent)
+        assert result.type == ResponsesAPIStreamEvents.IMAGE_GENERATION_PARTIAL_IMAGE
+        assert result.partial_image_index == 0
+        assert result.b64_json == chunk["b64_json"]
+        assert len(result.b64_json) > 0  # Verify we have image data
+
+    def test_transform_streaming_response_multiple_partial_images(self):
+        """Test streaming response with multiple partial images (simulating progressive image generation)"""
+        # Test with multiple partial images (as would happen with partial_images=2 or 3)
+        test_cases = [
+            {
+                "type": "image_generation.partial_image",
+                "partial_image_index": 0,
+                "b64_json": "base64data_partial_0",
+            },
+            {
+                "type": "image_generation.partial_image",
+                "partial_image_index": 1,
+                "b64_json": "base64data_partial_1",
+            },
+            {
+                "type": "image_generation.partial_image",
+                "partial_image_index": 2,
+                "b64_json": "base64data_partial_2",
+            },
+        ]
+
+        for idx, chunk in enumerate(test_cases):
+            result = self.config.transform_streaming_response(
+                model=self.model, parsed_chunk=chunk, logging_obj=self.logging_obj
+            )
+
+            assert isinstance(result, ImageGenerationPartialImageEvent)
+            assert result.type == ResponsesAPIStreamEvents.IMAGE_GENERATION_PARTIAL_IMAGE
+            assert result.partial_image_index == idx
+            assert result.b64_json == chunk["b64_json"]
+
+    def test_transform_responses_api_request_with_partial_images_param(self):
+        """Test request transformation with partial_images parameter for streaming image generation"""
+        input_text = "Generate a beautiful landscape"
+        optional_params = {
+            "temperature": 0.7,
+            "stream": True,
+            "partial_images": 2,  # Request 2 partial images during generation
+        }
+
+        result = self.config.transform_responses_api_request(
+            model=self.model,
+            input=input_text,
+            response_api_optional_request_params=optional_params,
+            litellm_params={},
+            headers={},
+        )
+
+        # Validate the result includes partial_images parameter
+        expected_fields = {
+            "model": self.model,
+            "input": input_text,
+            "temperature": 0.7,
+            "stream": True,
+            "partial_images": 2,
+        }
+
+        self.validate_responses_api_request_params(result, expected_fields)
+
+    def test_partial_images_parameter_validation(self):
+        """Test that partial_images parameter accepts valid values (1-3)"""
+        input_text = "Generate an image"
+
+        # Test with different valid partial_images values
+        for partial_images_value in [1, 2, 3]:
+            optional_params = {
+                "stream": True,
+                "partial_images": partial_images_value,
+            }
+
+            result = self.config.transform_responses_api_request(
+                model=self.model,
+                input=input_text,
+                response_api_optional_request_params=optional_params,
+                litellm_params={},
+                headers={},
+            )
+
+            assert result["partial_images"] == partial_images_value
+            assert result["stream"] is True
+
 
 class TestAzureResponsesAPIConfig:
     def setup_method(self):
diff --git a/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py b/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
index 02eb872abab..ff81ba84c00 100644
--- a/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
+++ b/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
@@ -114,3 +114,206 @@ def test_openrouter_cache_control_flag_removal():
         headers={},
     )
     assert transformed_request["messages"][0].get("cache_control") is None
+
+
+
+def test_openrouter_transform_request_with_cache_control():
+    """
+    Test transform_request moves cache_control from message level to content blocks (string content).
+    
+    Input:
+    {
+        "role": "user",
+        "content": "what are the key terms...",
+        "cache_control": {"type": "ephemeral"}
+    }
+    
+    Expected Output:
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "what are the key terms...",
+                "cache_control": {"type": "ephemeral"}
+            }
+        ]
+    }
+    """
+    import json
+    config = OpenrouterConfig()
+    
+    messages = [
+        {
+            "role": "system",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "You are an AI assistant tasked with analyzing legal documents."
+                },
+                {
+                    "type": "text",
+                    "text": "Here is the full text of a complex legal agreement"
+                }
+            ]
+        },
+        {
+            "role": "user",
+            "content": "what are the key terms and conditions in this agreement?",
+            "cache_control": {"type": "ephemeral"}
+        }
+    ]
+    
+    transformed_request = config.transform_request(
+        model="openrouter/anthropic/claude-3-5-sonnet-20240620",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+    
+    print("\n=== Transformed Request ===")
+    print(json.dumps(transformed_request, indent=4, default=str))
+    
+    assert "messages" in transformed_request
+    assert len(transformed_request["messages"]) == 2
+    
+    user_message = transformed_request["messages"][1]
+    assert user_message["role"] == "user"
+    assert isinstance(user_message["content"], list)
+    assert user_message["content"][0]["type"] == "text"
+    assert user_message["content"][0]["cache_control"] == {"type": "ephemeral"}
+
+
+def test_openrouter_transform_request_with_cache_control_list_content():
+    """
+    Test transform_request moves cache_control to all content blocks when content is already a list.
+    
+    Input:
+    {
+        "role": "system",
+        "content": [
+            {"type": "text", "text": "You are a historian..."},
+            {"type": "text", "text": "HUGE TEXT BODY"}
+        ],
+        "cache_control": {"type": "ephemeral"}
+    }
+    
+    Expected Output:
+    {
+        "role": "system",
+        "content": [
+            {
+                "type": "text",
+                "text": "You are a historian...",
+                "cache_control": {"type": "ephemeral"}
+            },
+            {
+                "type": "text",
+                "text": "HUGE TEXT BODY",
+                "cache_control": {"type": "ephemeral"}
+            }
+        ]
+    }
+    """
+    import json
+    config = OpenrouterConfig()
+    
+    messages = [
+        {
+            "role": "system",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "You are a historian studying the fall of the Roman Empire."
+                },
+                {
+                    "type": "text",
+                    "text": "HUGE TEXT BODY"
+                }
+            ],
+            "cache_control": {"type": "ephemeral"}
+        },
+        {
+            "role": "user",
+            "content": "What triggered the collapse?"
+        }
+    ]
+    
+    transformed_request = config.transform_request(
+        model="openrouter/anthropic/claude-3-5-sonnet-20240620",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+    
+    print("\n=== Transformed Request (List Content) ===")
+    print(json.dumps(transformed_request, indent=4, default=str))
+    
+    assert "messages" in transformed_request
+    assert len(transformed_request["messages"]) == 2
+    
+    system_message = transformed_request["messages"][0]
+    assert system_message["role"] == "system"
+    assert isinstance(system_message["content"], list)
+    assert len(system_message["content"]) == 2
+    assert system_message["content"][0]["cache_control"] == {"type": "ephemeral"}
+    assert system_message["content"][1]["cache_control"] == {"type": "ephemeral"}
+    assert "cache_control" not in system_message
+
+
+def test_openrouter_transform_request_with_cache_control_gemini():
+    """
+    Test transform_request moves cache_control to content blocks for Gemini models.
+    
+    Input:
+    {
+        "role": "user",
+        "content": "Analyze this data",
+        "cache_control": {"type": "ephemeral"}
+    }
+    
+    Expected Output:
+    {
+        "role": "user",
+        "content": [
+            {
+                "type": "text",
+                "text": "Analyze this data",
+                "cache_control": {"type": "ephemeral"}
+            }
+        ]
+    }
+    """
+    import json
+    config = OpenrouterConfig()
+    
+    messages = [
+        {
+            "role": "user",
+            "content": "Analyze this data",
+            "cache_control": {"type": "ephemeral"}
+        }
+    ]
+    
+    transformed_request = config.transform_request(
+        model="openrouter/google/gemini-2.0-flash-exp:free",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+    
+    print("\n=== Transformed Request (Gemini) ===")
+    print(json.dumps(transformed_request, indent=4, default=str))
+    
+    assert "messages" in transformed_request
+    assert len(transformed_request["messages"]) == 1
+    
+    user_message = transformed_request["messages"][0]
+    assert user_message["role"] == "user"
+    assert isinstance(user_message["content"], list)
+    assert user_message["content"][0]["type"] == "text"
+    assert user_message["content"][0]["cache_control"] == {"type": "ephemeral"}
+    
\ No newline at end of file
diff --git a/tests/test_litellm/llms/watsonx/test_watsonx.py b/tests/test_litellm/llms/watsonx/test_watsonx.py
index 13ca6ad8e6c..b76d7e8a2be 100644
--- a/tests/test_litellm/llms/watsonx/test_watsonx.py
+++ b/tests/test_litellm/llms/watsonx/test_watsonx.py
@@ -5,12 +5,14 @@ import sys
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
+from typing import Optional
+from unittest.mock import Mock, patch
+
+import pytest
+
 import litellm
 from litellm import completion
 from litellm.llms.custom_httpx.http_handler import HTTPHandler
-from unittest.mock import patch, Mock
-import pytest
-from typing import Optional
 
 
 @pytest.fixture
@@ -203,3 +205,143 @@ def test_watsonx_completion_regular_model_includes_model_id(
     assert json_data["model_id"] == "regular-model"  # Provider prefix is stripped
     # Ensure project_id is also included for regular models
     assert "project_id" in json_data
+
+
+@pytest.mark.asyncio
+async def test_watsonx_gpt_oss_prompt_transformation(monkeypatch):
+    """
+    Test that gpt-oss-120b model transforms messages to proper format instead of simple concatenation.
+    
+    This test starts from litellm.acompletion and verifies what gets sent in the final POST request body.
+    Input messages should be transformed using the HuggingFace chat template from openai/gpt-oss-120b,
+    not just concatenated as "You are chatgpt Hi there".
+    """
+    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
+    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
+    
+    # Test with gpt-oss model using watsonx_text provider (text generation endpoint)
+    model = "watsonx_text/openai/gpt-oss-120b"
+    
+    # Input messages
+    messages = [
+        {"role": "system", "content": "You are chatgpt"},
+        {"role": "user", "content": "Hi there"}
+    ]
+    
+    # Mock the HTTP client
+    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+    
+    client = AsyncHTTPHandler()
+    
+    # Mock the token call
+    mock_token_response = Mock()
+    mock_token_response.json.return_value = {
+        "access_token": "mock_access_token",
+        "expires_in": 3600,
+    }
+    mock_token_response.raise_for_status = Mock()
+    
+    # Mock the completion call
+    mock_completion_response = Mock()
+    mock_completion_response.status_code = 200
+    mock_completion_response.json.return_value = {
+        "results": [{
+            "generated_text": "Hello! How can I help you?",
+            "generated_token_count": 10,
+            "input_token_count": 5
+        }],
+        "model_id": "openai/gpt-oss-120b"
+    }
+    
+    with patch.object(client, "post") as mock_post, patch.object(
+        litellm.module_level_client, "post", return_value=mock_token_response
+    ):
+        # Set the mock to return the completion response
+        mock_post.return_value = mock_completion_response
+        
+        try:
+            # Call acompletion with messages
+            await litellm.acompletion(
+                model=model,
+                messages=messages,
+                api_key="test_api_key",
+                client=client,
+            )
+        except Exception as e:
+            # May fail due to incomplete mocking, but we should have captured the request
+            print(f"Exception (may be expected): {e}")
+    
+    # Verify the POST was called
+    assert mock_post.call_count >= 1, f"POST should have been called at least once, got {mock_post.call_count}"
+    
+    # Get the request body from the first call
+    call_args = mock_post.call_args
+    json_data = json.loads(call_args.kwargs["data"])
+    
+    print(f"\n{'='*80}")
+    print(f"Input messages to litellm.acompletion:")
+    print(json.dumps(messages, indent=2))
+    print(f"\n{'='*80}")
+    print(f"Final POST request body:")
+    print(json.dumps(json_data, indent=2))
+    print(f"{'='*80}\n")
+    
+    # Verify the transformed input is in the request
+    assert "input" in json_data, "Request should have 'input' field"
+    transformed_prompt = json_data["input"]
+    
+    print(f"Transformed prompt: {repr(transformed_prompt)}")
+    print(f"Prompt length: {len(transformed_prompt)}")
+    
+    # Verify it's NOT simple concatenation
+    simple_concat = "You are chatgpt Hi there"
+    assert transformed_prompt != simple_concat, (
+        f"Prompt should not be simple concatenation.\n"
+        f"Expected: Chat template with <|start|> tags\n"
+        f"Got: {transformed_prompt}"
+    )
+    
+    # Verify it contains proper chat template formatting
+    assert "<|start|>" in transformed_prompt, "Prompt should contain <|start|> tag"
+    assert "<|message|>" in transformed_prompt, "Prompt should contain <|message|> tag"
+    assert "<|end|>" in transformed_prompt, "Prompt should contain <|end|> tag"
+    assert "You are chatgpt" in transformed_prompt, "Prompt should contain system message content"
+    assert "Hi there" in transformed_prompt, "Prompt should contain user message content"
+
+
+@pytest.mark.asyncio
+async def test_watsonx_gpt_oss_uses_async_http_handler():
+    """
+    Test that verifies async HTTP client is used when fetching HuggingFace templates.
+    """
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
+        _aget_chat_template_file,
+    )
+
+    # Mock the async HTTP client
+    mock_async_client = MagicMock()
+    mock_get = AsyncMock()
+    mock_async_client.get = mock_get
+    
+    # Create mock response for chat template file
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.content = b"test template content"
+    mock_get.return_value = mock_response
+    
+    # Test the async function directly
+    with patch("litellm.litellm_core_utils.prompt_templates.huggingface_template_handler.get_async_httpx_client", return_value=mock_async_client):
+        result = await _aget_chat_template_file(hf_model_name="test/model")
+        
+        # Verify async HTTP client was called
+        assert mock_get.called, "Async HTTP client's get method should be called"
+        assert mock_get.await_count > 0, "Async HTTP client's get should be awaited"
+        
+        # Verify it was called with HuggingFace URL
+        call_args = mock_get.call_args
+        assert call_args is not None, "get should have been called with arguments"
+        called_url = call_args.kwargs.get("url", "")
+        assert "huggingface.co/test/model" in called_url, f"Should call HuggingFace API for test/model, got: {called_url}"
+        assert result["status"] == "success", "Should return success status"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 9e316289c87..7927aa7f486 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -1,6 +1,7 @@
 import json
 import os
 import sys
+from unittest import mock
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import orjson
@@ -1043,3 +1044,217 @@ def test_get_mcp_server_auth_headers_from_headers(headers, expected_result):
     headers = Headers(headers)
     result = MCPRequestHandler._get_mcp_server_auth_headers_from_headers(headers)
     assert result == expected_result
+
+
+@pytest.mark.asyncio
+async def test_get_team_object_permission_with_already_loaded_permission():
+    """
+    Test that _get_team_object_permission returns the already loaded object_permission
+    from the team object without making an additional DB call.
+    """
+    from litellm.proxy._types import LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable
+
+    # Create mock object permission
+    mock_object_permission = LiteLLM_ObjectPermissionTable(
+        object_permission_id="perm-123",
+        mcp_servers=["server1", "server2"],
+        mcp_access_groups=["group1"],
+        vector_stores=["store1"],
+    )
+    
+    # Create mock team object with object_permission already loaded
+    mock_team_obj = LiteLLM_TeamTable(
+        team_id="team-123",
+        object_permission=mock_object_permission,
+        object_permission_id="perm-123",
+    )
+    
+    # Create mock user auth
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id="team-123",
+    )
+    
+    # Mock get_team_object to return our team with loaded permission
+    # Also need to mock prisma_client from proxy_server
+    mock_prisma = MagicMock()
+    with patch(
+        "litellm.proxy.proxy_server.prisma_client",
+        mock_prisma,
+    ):
+        with patch(
+            "litellm.proxy.auth.auth_checks.get_team_object"
+        ) as mock_get_team:
+            with patch(
+                "litellm.proxy.auth.auth_checks.get_object_permission"
+            ) as mock_get_perm:
+                mock_get_team.return_value = mock_team_obj
+                
+                # Call the method
+                result = await MCPRequestHandler._get_team_object_permission(
+                    mock_user_auth
+                )
+                
+                # Assert we got the object permission
+                assert result == mock_object_permission
+                assert result.mcp_servers == ["server1", "server2"]
+                
+                # Verify get_team_object was called
+                mock_get_team.assert_called_once()
+                
+                # Verify get_object_permission was NOT called (since it was already loaded)
+                mock_get_perm.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_get_team_object_permission_fetches_from_db_when_not_loaded():
+    """
+    Test that _get_team_object_permission fetches from DB when object_permission
+    is not loaded but object_permission_id exists.
+    """
+    from litellm.proxy._types import LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable
+
+    # Create mock object permission (to be returned from DB)
+    mock_object_permission = LiteLLM_ObjectPermissionTable(
+        object_permission_id="perm-456",
+        mcp_servers=["server3", "server4"],
+        mcp_access_groups=["group2"],
+        vector_stores=["store2"],
+    )
+    
+    # Create mock team object WITHOUT object_permission loaded (but has ID)
+    mock_team_obj = LiteLLM_TeamTable(
+        team_id="team-456",
+        object_permission=None,
+        object_permission_id="perm-456",
+    )
+    
+    # Create mock user auth
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id="team-456",
+    )
+    
+    # Mock the methods
+    # Also need to mock prisma_client from proxy_server
+    mock_prisma = MagicMock()
+    with patch(
+        "litellm.proxy.proxy_server.prisma_client",
+        mock_prisma,
+    ):
+        with patch(
+            "litellm.proxy.auth.auth_checks.get_team_object"
+        ) as mock_get_team:
+            with patch(
+                "litellm.proxy.auth.auth_checks.get_object_permission"
+            ) as mock_get_perm:
+                mock_get_team.return_value = mock_team_obj
+                mock_get_perm.return_value = mock_object_permission
+                
+                # Call the method
+                result = await MCPRequestHandler._get_team_object_permission(
+                    mock_user_auth
+                )
+                
+                # Assert we got the object permission
+                assert result == mock_object_permission
+                assert result.mcp_servers == ["server3", "server4"]
+                
+                # Verify get_team_object was called
+                mock_get_team.assert_called_once()
+                
+                # Verify get_object_permission WAS called (since it wasn't loaded)
+                mock_get_perm.assert_called_once_with(
+                    object_permission_id="perm-456",
+                    prisma_client=mock.ANY,
+                    user_api_key_cache=mock.ANY,
+                    parent_otel_span=mock_user_auth.parent_otel_span,
+                    proxy_logging_obj=mock.ANY,
+                )
+
+
+@pytest.mark.asyncio
+async def test_get_allowed_mcp_servers_for_team_uses_helper():
+    """
+    Test that _get_allowed_mcp_servers_for_team properly uses _get_team_object_permission
+    helper which handles both loaded and unloaded object_permission cases.
+    """
+    from litellm.proxy._types import LiteLLM_ObjectPermissionTable
+
+    # Create mock object permission with servers and access groups
+    mock_object_permission = LiteLLM_ObjectPermissionTable(
+        object_permission_id="perm-789",
+        mcp_servers=["direct-server1", "direct-server2"],
+        mcp_access_groups=["dev-group"],
+        vector_stores=[],
+    )
+    
+    # Create mock user auth
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id="team-789",
+    )
+    
+    # Mock the helper methods
+    with patch.object(
+        MCPRequestHandler, "_get_team_object_permission"
+    ) as mock_get_team_perm:
+        with patch.object(
+            MCPRequestHandler, "_get_mcp_servers_from_access_groups"
+        ) as mock_get_access_group_servers:
+            # Configure mocks
+            mock_get_team_perm.return_value = mock_object_permission
+            mock_get_access_group_servers.return_value = ["group-server1", "group-server2"]
+            
+            # Call the method
+            result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(
+                mock_user_auth
+            )
+            
+            # Assert the result contains both direct and access group servers
+            assert set(result) == {
+                "direct-server1",
+                "direct-server2",
+                "group-server1",
+                "group-server2",
+            }
+            
+            # Verify _get_team_object_permission was called (the helper we fixed)
+            mock_get_team_perm.assert_called_once_with(mock_user_auth)
+            
+            # Verify access groups were resolved
+            mock_get_access_group_servers.assert_called_once_with(["dev-group"])
+
+
+@pytest.mark.asyncio
+async def test_get_allowed_mcp_servers_for_team_with_no_object_permission():
+    """
+    Test that _get_allowed_mcp_servers_for_team returns empty list when
+    team has no object_permission.
+    """
+    # Create mock user auth
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id="team-no-perm",
+    )
+    
+    # Mock the helper to return None (no object permission)
+    with patch.object(
+        MCPRequestHandler, "_get_team_object_permission"
+    ) as mock_get_team_perm:
+        mock_get_team_perm.return_value = None
+        
+        # Call the method
+        result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(
+            mock_user_auth
+        )
+        
+        # Assert empty list is returned
+        assert result == []
+        
+        # Verify the helper was called
+        mock_get_team_perm.assert_called_once_with(mock_user_auth)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 9c23157f0fd..769785b9214 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -995,3 +995,176 @@ async def test_list_tools_with_no_tool_permissions_shows_all():
     assert len(tools) == 3
     tool_names = sorted([t.name for t in tools])
     assert tool_names == ["tool1", "tool2", "tool3"]
+
+
+@pytest.mark.asyncio
+async def test_list_tools_strips_prefix_when_matching_permissions():
+    """
+    Test that tool permission filtering correctly strips prefixes from tool names.
+
+    Tools from MCP servers are prefixed (e.g., "GITMCP-fetch_litellm_documentation"),
+    but allowed tools in DB are stored without prefix (e.g., "fetch_litellm_documentation").
+    The filtering should strip the prefix before comparing.
+    """
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            _get_tools_from_mcp_servers,
+            set_auth_context,
+        )
+        from litellm.proxy._types import LiteLLM_ObjectPermissionTable, UserAPIKeyAuth
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    # Create object permission with tool-level restrictions (WITHOUT prefix)
+    object_permission = LiteLLM_ObjectPermissionTable(
+        object_permission_id="perm_123",
+        mcp_tool_permissions={
+            "gitmcp_server": [
+                "fetch_litellm_documentation",  # No prefix in DB
+                "search_litellm_code",  # No prefix in DB
+            ],
+        },
+    )
+
+    user_api_key_auth = UserAPIKeyAuth(
+        api_key="test_key",
+        user_id="test_user",
+        object_permission=object_permission,
+    )
+    set_auth_context(user_api_key_auth)
+
+    # Mock server
+    server = MagicMock()
+    server.server_id = "gitmcp_server"
+    server.name = "GITMCP"
+    server.alias = "gitmcp"
+    server.allowed_tools = None
+    server.disallowed_tools = None
+
+    # Mock manager
+    mock_manager = MagicMock()
+    mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["gitmcp_server"])
+    mock_manager.get_mcp_server_by_id = lambda server_id: server
+
+    async def mock_get_tools_from_server(
+        server, mcp_auth_header=None, extra_headers=None, add_prefix=True
+    ):
+        # Return tools WITH prefix (as they come from MCP server)
+        tool1 = MagicMock()
+        tool1.name = "GITMCP-fetch_litellm_documentation"  # Prefixed
+        tool1.description = "Fetch docs"
+        tool1.inputSchema = {}
+
+        tool2 = MagicMock()
+        tool2.name = (
+            "GITMCP-search_litellm_documentation"  # Prefixed, not in allowed list
+        )
+        tool2.description = "Search docs"
+        tool2.inputSchema = {}
+
+        tool3 = MagicMock()
+        tool3.name = "GITMCP-search_litellm_code"  # Prefixed
+        tool3.description = "Search code"
+        tool3.inputSchema = {}
+
+        tool4 = MagicMock()
+        tool4.name = "GITMCP-fetch_generic_url_content"  # Prefixed, not in allowed list
+        tool4.description = "Fetch URL"
+        tool4.inputSchema = {}
+
+        return [tool1, tool2, tool3, tool4]
+
+    mock_manager._get_tools_from_server = mock_get_tools_from_server
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager",
+        mock_manager,
+    ):
+        tools = await _get_tools_from_mcp_servers(
+            user_api_key_auth=user_api_key_auth,
+            mcp_auth_header=None,
+            mcp_servers=None,
+            mcp_server_auth_headers=None,
+        )
+
+    # Should only return the 2 tools that match (after stripping prefix)
+    assert len(tools) == 2
+    tool_names = sorted([t.name for t in tools])
+    # Tools still have prefixes in the output, but were filtered correctly
+    assert tool_names == [
+        "GITMCP-fetch_litellm_documentation",
+        "GITMCP-search_litellm_code",
+    ]
+
+
+def test_filter_tools_by_allowed_tools():
+    """Test that filter_tools_by_allowed_tools filters tools correctly"""
+    from mcp.types import Tool
+
+    from litellm.proxy._experimental.mcp_server.server import (
+        filter_tools_by_allowed_tools,
+    )
+    from litellm.types.mcp import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    mcp_server = MCPServer(
+        server_id="my_api_mcp",
+        name="my_api_mcp",
+        alias="my_api_mcp",
+        transport=MCPTransport.http,
+        allowed_tools=["getpetbyid", "my_api_mcp-findpetsbystatus"],
+        disallowed_tools=None,
+    )
+    tools_to_return = [
+        Tool(
+            name="my_api_mcp-getpetbyid",
+            title=None,
+            description="Find pet by ID",
+            inputSchema={
+                "type": "object",
+                "properties": {"petId": {"type": "integer", "description": ""}},
+                "required": ["petId"],
+            },
+            outputSchema=None,
+            annotations=None,
+        ),
+        Tool(
+            name="my_api_mcp-findpetsbystatus",
+            title=None,
+            description="Finds Pets by status",
+            inputSchema={
+                "type": "object",
+                "properties": {"status": {"type": "string", "description": ""}},
+                "required": ["status"],
+            },
+            outputSchema=None,
+            annotations=None,
+        ),
+        Tool(
+            name="my_api_mcp-addpet",
+            title=None,
+            description="Add a new pet to the store",
+            inputSchema={
+                "type": "object",
+                "properties": {
+                    "body": {
+                        "type": "object",
+                        "description": "Request body",
+                        "properties": {
+                            "name": {"type": "string"},
+                            "status": {"type": "string"},
+                        },
+                    }
+                },
+                "required": ["body"],
+            },
+            outputSchema=None,
+            annotations=None,
+        ),
+    ]
+
+    filtered_tools = filter_tools_by_allowed_tools(tools_to_return, mcp_server)
+
+    assert len(filtered_tools) == 2
+    assert filtered_tools[0].name == "my_api_mcp-getpetbyid"
+    assert filtered_tools[1].name == "my_api_mcp-findpetsbystatus"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index ea89c5df2d7..0476f290a09 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -435,8 +435,11 @@ class TestMCPServerManager:
             disallowed_tools=None,
         )
 
-        # Mock dependencies
+        # Mock dependencies - set object_permission and object_permission_id to None
+        # so permission checks return None (no restrictions)
         user_api_key_auth = MagicMock()
+        user_api_key_auth.object_permission = None
+        user_api_key_auth.object_permission_id = None
         proxy_logging_obj = MagicMock()
 
         # Mock the async methods that pre_call_tool_check calls
@@ -508,8 +511,11 @@ class TestMCPServerManager:
             disallowed_tools=["banned_tool", "another_banned_tool"],
         )
 
-        # Mock dependencies
+        # Mock dependencies - set object_permission and object_permission_id to None
+        # so permission checks return None (no restrictions)
         user_api_key_auth = MagicMock()
+        user_api_key_auth.object_permission = None
+        user_api_key_auth.object_permission_id = None
         proxy_logging_obj = MagicMock()
 
         # Mock the async methods that pre_call_tool_check calls
@@ -581,8 +587,11 @@ class TestMCPServerManager:
             disallowed_tools=None,
         )
 
-        # Mock dependencies
+        # Mock dependencies - set object_permission and object_permission_id to None
+        # so permission checks return None (no restrictions)
         user_api_key_auth = MagicMock()
+        user_api_key_auth.object_permission = None
+        user_api_key_auth.object_permission_id = None
         proxy_logging_obj = MagicMock()
 
         # Mock the async methods that pre_call_tool_check calls
@@ -617,8 +626,11 @@ class TestMCPServerManager:
             disallowed_tools=["tool2", "tool3"],  # tool2 is in both lists
         )
 
-        # Mock dependencies
+        # Mock dependencies - set object_permission and object_permission_id to None
+        # so permission checks return None (no restrictions)
         user_api_key_auth = MagicMock()
+        user_api_key_auth.object_permission = None
+        user_api_key_auth.object_permission_id = None
         proxy_logging_obj = MagicMock()
 
         # Mock the async methods that pre_call_tool_check calls
@@ -1138,6 +1150,78 @@ class TestMCPServerManager:
             user_api_key_auth=user_auth,
         )
 
+    @pytest.mark.asyncio
+    async def test_allowed_tools_with_mixed_prefixed_and_unprefixed_names(self):
+        """
+        Test that allowed_tools works with both unprefixed and prefixed tool names.
+        This tests the scenario where allowed_tools = ["getpetbyid", "my_api_mcp-findpetsbystatus"]
+        Both getpetbyid (unprefixed) and findpetsbystatus (called unprefixed but allowed via prefix) should work.
+        """
+        manager = MCPServerManager()
+
+        # Create server with mixed prefixed/unprefixed allowed_tools
+        server = MCPServer(
+            server_id="my_api_mcp",
+            name="my_api_mcp",
+            transport=MCPTransport.stdio,
+            allowed_tools=["getpetbyid", "my_api_mcp-findpetsbystatus"],
+            disallowed_tools=None,
+        )
+
+        # Mock dependencies - set object_permission and object_permission_id to None
+        # so permission checks return None (no restrictions)
+        user_api_key_auth = MagicMock()
+        user_api_key_auth.object_permission = None
+        user_api_key_auth.object_permission_id = None
+        proxy_logging_obj = MagicMock()
+
+        # Mock the async methods that pre_call_tool_check calls
+        proxy_logging_obj._create_mcp_request_object_from_kwargs = MagicMock(
+            return_value={}
+        )
+        proxy_logging_obj._convert_mcp_to_llm_format = MagicMock(return_value={})
+        proxy_logging_obj.pre_call_hook = AsyncMock(return_value={})
+
+        # Test 1: Call getpetbyid (unprefixed in allowed_tools) - should succeed
+        await manager.pre_call_tool_check(
+            name="getpetbyid",
+            arguments={"petId": "1"},
+            server_name_from_prefix="my_api_mcp",
+            user_api_key_auth=user_api_key_auth,
+            proxy_logging_obj=proxy_logging_obj,
+            server=server,
+        )
+
+        # Test 2: Call findpetsbystatus (prefixed in allowed_tools as "my_api_mcp-findpetsbystatus") - should succeed
+        await manager.pre_call_tool_check(
+            name="findpetsbystatus",
+            arguments={"status": "available"},
+            server_name_from_prefix="my_api_mcp",
+            user_api_key_auth=user_api_key_auth,
+            proxy_logging_obj=proxy_logging_obj,
+            server=server,
+        )
+
+        # Test 3: Call a tool that's not in allowed_tools - should fail
+        with pytest.raises(HTTPException) as exc_info:
+            await manager.pre_call_tool_check(
+                name="deletepet",
+                arguments={"petId": "1"},
+                server_name_from_prefix="my_api_mcp",
+                user_api_key_auth=user_api_key_auth,
+                proxy_logging_obj=proxy_logging_obj,
+                server=server,
+            )
+
+        assert exc_info.value.status_code == 403
+        assert (
+            "Tool deletepet is not allowed for server my_api_mcp"
+            in exc_info.value.detail["error"]
+        )
+        assert (
+            "Contact proxy admin to allow this tool" in exc_info.value.detail["error"]
+        )
+
 
 if __name__ == "__main__":
     pytest.main([__file__])
diff --git a/tests/test_litellm/proxy/google_endpoints/test_google_api_endpoints.py b/tests/test_litellm/proxy/google_endpoints/test_google_api_endpoints.py
index 62e8aaf2794..6e1c6e11be0 100644
--- a/tests/test_litellm/proxy/google_endpoints/test_google_api_endpoints.py
+++ b/tests/test_litellm/proxy/google_endpoints/test_google_api_endpoints.py
@@ -60,13 +60,14 @@ def test_google_stream_generate_content_endpoint():
     # Create a test client
     client = TestClient(google_router)
     
-    # Mock the router's agenerate_content method to return a stream
-    mock_stream = AsyncMock()
-    mock_stream.__aiter__ = lambda self: mock_stream
-    mock_stream.__anext__.side_effect = StopAsyncIteration
+    # Mock the router's agenerate_content_stream method to return a stream
+    async def mock_stream_generator():
+        yield 'data: {"test": "stream_chunk_1"}\n\n'
+        yield 'data: {"test": "stream_chunk_2"}\n\n'
+        yield "data: [DONE]\n\n"
     
     with patch("litellm.proxy.proxy_server.llm_router") as mock_router:
-        mock_router.agenerate_content = AsyncMock(return_value=mock_stream)
+        mock_router.agenerate_content_stream = AsyncMock(return_value=mock_stream_generator())
         
         # Send a request to the endpoint
         response = client.post(
@@ -79,9 +80,133 @@ def test_google_stream_generate_content_endpoint():
         # Verify the response
         assert response.status_code == 200
         
-        # Verify that agenerate_content was called with correct parameters
-        mock_router.agenerate_content.assert_called_once()
-        call_args = mock_router.agenerate_content.call_args
+        # Verify that agenerate_content_stream was called with correct parameters
+        mock_router.agenerate_content_stream.assert_called_once()
+        call_args = mock_router.agenerate_content_stream.call_args
         assert call_args[1]["stream"] is True
         assert call_args[1]["model"] == "test-model"
-        assert call_args[1]["contents"] == [{"role": "user", "parts": [{"text": "Hello"}]}]
\ No newline at end of file
+        assert call_args[1]["contents"] == [{"role": "user", "parts": [{"text": "Hello"}]}]
+
+
+def test_google_generate_content_with_cost_tracking_metadata():
+    """Test that the google_generate_content endpoint includes user metadata for cost tracking"""
+    try:
+        from fastapi.testclient import TestClient
+        from litellm.proxy.google_endpoints.endpoints import router as google_router
+        from litellm.proxy._types import UserAPIKeyAuth
+    except ImportError as e:
+        pytest.skip(f"Skipping test due to missing dependency: {e}")
+    
+    # Create a test client
+    client = TestClient(google_router)
+    
+    # Mock all required proxy server dependencies
+    with patch("litellm.proxy.proxy_server.llm_router") as mock_router, \
+         patch("litellm.proxy.proxy_server.general_settings", {}), \
+         patch("litellm.proxy.proxy_server.proxy_config") as mock_proxy_config, \
+         patch("litellm.proxy.proxy_server.version", "1.0.0"), \
+         patch("litellm.proxy.litellm_pre_call_utils.add_litellm_data_to_request") as mock_add_data:
+        
+        mock_router.agenerate_content = AsyncMock(return_value={"test": "response"})
+        
+        # Mock add_litellm_data_to_request to return data with metadata
+        async def mock_add_litellm_data(data, request, user_api_key_dict, proxy_config, general_settings, version):
+            # Simulate adding user metadata
+            data["litellm_metadata"] = {
+                "user_api_key_user_id": "test-user-id",
+                "user_api_key_team_id": "test-team-id",
+                "user_api_key": "hashed-key",
+            }
+            return data
+        
+        mock_add_data.side_effect = mock_add_litellm_data
+        
+        # Send a request to the endpoint
+        response = client.post(
+            "/v1beta/models/test-model:generateContent",
+            json={
+                "contents": [{"role": "user", "parts": [{"text": "Hello"}]}]
+            },
+            headers={"Authorization": "Bearer sk-test-key"}
+        )
+        
+        # Verify the response
+        assert response.status_code == 200
+        
+        # Verify that add_litellm_data_to_request was called
+        mock_add_data.assert_called_once()
+        
+        # Verify that agenerate_content was called with metadata
+        mock_router.agenerate_content.assert_called_once()
+        call_args = mock_router.agenerate_content.call_args
+        called_data = call_args[1]
+        
+        # Verify that litellm_metadata exists and contains user information
+        assert "litellm_metadata" in called_data
+        assert called_data["litellm_metadata"]["user_api_key_user_id"] == "test-user-id"
+        assert called_data["litellm_metadata"]["user_api_key_team_id"] == "test-team-id"
+
+
+def test_google_stream_generate_content_with_cost_tracking_metadata():
+    """Test that the google_stream_generate_content endpoint includes user metadata for cost tracking"""
+    try:
+        from fastapi.testclient import TestClient
+        from litellm.proxy.google_endpoints.endpoints import router as google_router
+    except ImportError as e:
+        pytest.skip(f"Skipping test due to missing dependency: {e}")
+    
+    # Create a test client
+    client = TestClient(google_router)
+    
+    # Mock the router's agenerate_content_stream method to return a stream
+    mock_stream = AsyncMock()
+    mock_stream.__aiter__ = lambda self: mock_stream
+    mock_stream.__anext__.side_effect = StopAsyncIteration
+    
+    # Mock all required proxy server dependencies
+    with patch("litellm.proxy.proxy_server.llm_router") as mock_router, \
+         patch("litellm.proxy.proxy_server.general_settings", {}), \
+         patch("litellm.proxy.proxy_server.proxy_config") as mock_proxy_config, \
+         patch("litellm.proxy.proxy_server.version", "1.0.0"), \
+         patch("litellm.proxy.litellm_pre_call_utils.add_litellm_data_to_request") as mock_add_data:
+        
+        mock_router.agenerate_content_stream = AsyncMock(return_value=mock_stream)
+        
+        # Mock add_litellm_data_to_request to return data with metadata
+        async def mock_add_litellm_data(data, request, user_api_key_dict, proxy_config, general_settings, version):
+            # Simulate adding user metadata
+            data["litellm_metadata"] = {
+                "user_api_key_user_id": "test-user-id",
+                "user_api_key_team_id": "test-team-id",
+                "user_api_key": "hashed-key",
+            }
+            return data
+        
+        mock_add_data.side_effect = mock_add_litellm_data
+        
+        # Send a request to the endpoint
+        response = client.post(
+            "/v1beta/models/test-model:streamGenerateContent",
+            json={
+                "contents": [{"role": "user", "parts": [{"text": "Hello"}]}]
+            },
+            headers={"Authorization": "Bearer sk-test-key"}
+        )
+        
+        # Verify the response
+        assert response.status_code == 200
+        
+        # Verify that add_litellm_data_to_request was called
+        mock_add_data.assert_called_once()
+        
+        # Verify that agenerate_content_stream was called with metadata
+        mock_router.agenerate_content_stream.assert_called_once()
+        call_args = mock_router.agenerate_content_stream.call_args
+        called_data = call_args[1]
+        
+        # Verify that litellm_metadata exists and contains user information
+        assert "litellm_metadata" in called_data
+        assert called_data["litellm_metadata"]["user_api_key_user_id"] == "test-user-id"
+        assert called_data["litellm_metadata"]["user_api_key_team_id"] == "test-team-id"
+        # Verify stream is set to True
+        assert called_data["stream"] is True
\ No newline at end of file
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 b6c4c609bc9..fcf2ac2453b 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
@@ -487,9 +487,10 @@ async def test_key_generation_with_mcp_tool_permissions(monkeypatch):
         ),
     )
 
-    # Verify mcp_tool_permissions was stored
+    # Verify mcp_tool_permissions was stored (serialized to JSON string for GraphQL compatibility)
     assert "mcp_tool_permissions" in created_permission_data
-    assert created_permission_data["mcp_tool_permissions"] == {
+    import json
+    assert json.loads(created_permission_data["mcp_tool_permissions"]) == {
         "server_1": ["tool1", "tool2", "tool3"]
     }
     assert created_permission_data["mcp_servers"] == ["server_1"]
@@ -1813,3 +1814,95 @@ def test_check_team_key_model_specific_limits_rpm_overallocation():
         "Allocated RPM limit=800 + Key RPM limit=300 is greater than team RPM limit=1000"
         in str(exc_info.value.detail)
     )
+
+
+@pytest.mark.asyncio
+async def test_generate_key_with_object_permission():
+    """
+    Test that /key/generate correctly handles object_permission by:
+    1. Creating a record in litellm_objectpermissiontable
+    2. Passing the returned object_permission_id into the key insert payload
+    3. NOT passing the object_permission dict to the key table
+    """
+    from unittest.mock import patch
+
+    from litellm.proxy._types import (
+        GenerateKeyRequest,
+        LiteLLM_ObjectPermissionBase,
+        LitellmUserRoles,
+    )
+    from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _common_key_generation_helper,
+    )
+
+    # Mock prisma client
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.jsonify_object = lambda x: x
+
+    # Mock object permission creation
+    mock_object_perm_create = AsyncMock(
+        return_value=MagicMock(object_permission_id="objperm_key_456")
+    )
+    mock_prisma_client.db.litellm_objectpermissiontable = MagicMock()
+    mock_prisma_client.db.litellm_objectpermissiontable.create = mock_object_perm_create
+
+    # Mock key insertion
+    mock_key_insert = AsyncMock(
+        return_value=MagicMock(
+            token="hashed_token_123",
+            litellm_budget_table=None,
+            created_at="2024-01-01T00:00:00Z",
+            updated_at="2024-01-01T00:00:00Z",
+        )
+    )
+    mock_prisma_client.insert_data = mock_key_insert
+
+    # Create request with object_permission
+    key_request = GenerateKeyRequest(
+        models=["gpt-4"],
+        object_permission=LiteLLM_ObjectPermissionBase(
+            vector_stores=["vector_store_1"],
+            mcp_servers=["mcp_server_1"],
+        ),
+    )
+
+    mock_admin_auth = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+        user_id="admin_user",
+    )
+
+    # Patch the prisma_client and other dependencies
+    with patch(
+        "litellm.proxy.management_endpoints.key_management_endpoints.prisma_client",
+        mock_prisma_client,
+    ), patch(
+        "litellm.proxy.management_endpoints.key_management_endpoints.llm_router", None
+    ), patch(
+        "litellm.proxy.management_endpoints.key_management_endpoints.premium_user",
+        False,
+    ), patch(
+        "litellm.proxy.management_endpoints.key_management_endpoints.litellm_proxy_admin_name",
+        "admin",
+    ):
+        # Execute
+        result = await _common_key_generation_helper(
+            data=key_request,
+            user_api_key_dict=mock_admin_auth,
+            litellm_changed_by=None,
+            team_table=None,
+        )
+
+    # Verify object permission creation was called
+    mock_object_perm_create.assert_awaited_once()
+
+    # Verify key insertion was called
+    assert mock_key_insert.call_count == 1
+    key_insert_kwargs = mock_key_insert.call_args.kwargs
+    key_data = key_insert_kwargs["data"]
+
+    # Verify object_permission_id is in the key data
+    assert key_data.get("object_permission_id") == "objperm_key_456"
+
+    # Verify object_permission dict is NOT in the key data
+    assert "object_permission" not in key_data
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 2f736e4e1d1..e70bc57e59b 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -453,6 +453,92 @@ class TestClearCache:
             )
 
 
+class TestTeamModelUpdate:
+    """Test team model update handles team_id consistently with model creation"""
+
+    @pytest.mark.asyncio
+    async def test_patch_model_with_team_id_creates_proper_setup(self):
+        """Test PATCH with team_id creates unique model name, alias, and team membership like POST does"""
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            _update_team_model_in_db,
+        )
+        from litellm.types.router import ModelInfo
+
+        patch_data = updateDeployment(
+            model_name="tenant-azure-gpt4",
+            model_info=ModelInfo(
+                team_id="test_team_123",
+                base_model="azure/gpt-4",
+            ),
+        )
+        db_model = Deployment(
+            model_name="original-model",
+            litellm_params=LiteLLM_Params(model="test_model"),
+            model_info=ModelInfo(),
+        )
+        user_api_key_dict = UserAPIKeyAuth(
+            user_id="test_user",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+        prisma_client = MockPrismaClient(team_exists=True)
+
+        with patch(
+            "litellm.proxy.proxy_server.premium_user",
+            True,
+        ), patch(
+            "litellm.proxy.management_endpoints.model_management_endpoints.update_team"
+        ) as mock_update_team, patch(
+            "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add"
+        ) as mock_team_model_add:
+            result = await _update_team_model_in_db(
+                db_model=db_model,
+                patch_data=patch_data,
+                user_api_key_dict=user_api_key_dict,
+                prisma_client=prisma_client,  # type: ignore
+            )
+
+            assert result.get("model_name", "").startswith("model_name_test_team_123_")
+            assert "team_public_model_name" in str(result.get("model_info", ""))
+            mock_update_team.assert_called_once()
+            mock_team_model_add.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_patch_model_with_team_id_validates_permissions(self):
+        """Test PATCH with team_id runs same validation as POST for team permissions"""
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            _update_team_model_in_db,
+        )
+        from litellm.types.router import ModelInfo
+
+        patch_data = updateDeployment(
+            model_name="tenant-azure-gpt4",
+            model_info=ModelInfo(team_id="test_team_123"),
+        )
+        db_model = Deployment(
+            model_name="original-model",
+            litellm_params=LiteLLM_Params(model="test_model"),
+            model_info=ModelInfo(),
+        )
+        user_api_key_dict = UserAPIKeyAuth(
+            user_id="test_user",
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+        prisma_client = MockPrismaClient(team_exists=True, user_admin=False)
+
+        with patch(
+            "litellm.proxy.proxy_server.premium_user",
+            True,
+        ):
+            with pytest.raises(Exception) as exc_info:
+                await _update_team_model_in_db(
+                    db_model=db_model,
+                    patch_data=patch_data,
+                    user_api_key_dict=user_api_key_dict,
+                    prisma_client=prisma_client,  # type: ignore
+                )
+            assert "403" in str(exc_info.value)
+
+
 class TestModelInfoEndpoint:
     """Test the model_info endpoint for retrieving individual model information"""
 
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 f652819b317..99325693b53 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -2,7 +2,6 @@ import asyncio
 import json
 import os
 import sys
-from litellm._uuid import uuid
 from typing import Optional, cast
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -10,6 +9,8 @@ import pytest
 from fastapi import HTTPException
 from fastapi.testclient import TestClient
 
+from litellm._uuid import uuid
+
 sys.path.insert(
     0, os.path.abspath("../../../")
 )  # Adds the parent directory to the system path
@@ -254,33 +255,32 @@ async def test_update_team_permissions_success(mock_db_client, mock_admin_auth):
 
 @pytest.mark.asyncio
 async def test_new_team_with_object_permission(mock_db_client, mock_admin_auth):
-    """Ensure /team/new correctly handles `object_permission` by
-    1. Creating a record in litellm_objectpermissiontable
-    2. Passing the returned `object_permission_id` into the team insert payload
     """
-    # --- Configure mocked prisma client ---
-    # Helper identity converters used by team logic
-    mock_db_client.jsonify_team_object = lambda db_data: db_data  # type: ignore
+    Test that /team/new correctly handles object_permission by:
+    1. Creating a record in litellm_objectpermissiontable
+    2. Passing the returned object_permission_id into the team insert payload
+    3. NOT passing the object_permission dict to the team table
+    """
+    # Configure mocked prisma client
+    mock_db_client.jsonify_team_object = lambda db_data: db_data
     mock_db_client.get_data = AsyncMock(return_value=None)
     mock_db_client.update_data = AsyncMock(return_value=MagicMock())
-
-    # Mock DB structure under prisma_client.db
     mock_db_client.db = MagicMock()
 
-    # 1. Mock object permission table creation
+    # Mock object permission table creation
     mock_object_perm_create = AsyncMock(
         return_value=MagicMock(object_permission_id="objperm123")
     )
     mock_db_client.db.litellm_objectpermissiontable = MagicMock()
     mock_db_client.db.litellm_objectpermissiontable.create = mock_object_perm_create
 
-    # 2. Mock model table creation (may be skipped but provided for safety)
+    # Mock model table creation
     mock_db_client.db.litellm_modeltable = MagicMock()
     mock_db_client.db.litellm_modeltable.create = AsyncMock(
         return_value=MagicMock(id="model123")
     )
 
-    # 3. Capture team table creation and count
+    # Capture team table creation
     team_create_result = MagicMock(
         team_id="team-456",
         object_permission_id="objperm123",
@@ -290,9 +290,7 @@ async def test_new_team_with_object_permission(mock_db_client, mock_admin_auth):
         "object_permission_id": "objperm123",
     }
     mock_team_create = AsyncMock(return_value=team_create_result)
-    mock_team_count = AsyncMock(
-        return_value=0
-    )  # Mock count to return 0 (no existing teams)
+    mock_team_count = AsyncMock(return_value=0)
     mock_db_client.db.litellm_teamtable = MagicMock()
     mock_db_client.db.litellm_teamtable.create = mock_team_create
     mock_db_client.db.litellm_teamtable.count = mock_team_count
@@ -300,23 +298,21 @@ async def test_new_team_with_object_permission(mock_db_client, mock_admin_auth):
         return_value=team_create_result
     )
 
-    # 4. Mock user table update behaviour (called for each member)
+    # Mock user table
     mock_db_client.db.litellm_usertable = MagicMock()
     mock_db_client.db.litellm_usertable.update = AsyncMock(return_value=MagicMock())
 
-    # --- Import after mocks applied ---
     from fastapi import Request
 
     from litellm.proxy._types import LiteLLM_ObjectPermissionBase, NewTeamRequest
     from litellm.proxy.management_endpoints.team_endpoints import new_team
 
-    # Build request objects
+    # Build request with object_permission
     team_request = NewTeamRequest(
         team_alias="my-team",
         object_permission=LiteLLM_ObjectPermissionBase(vector_stores=["my-vector"]),
     )
 
-    # Pass a dummy FastAPI Request object
     dummy_request = MagicMock(spec=Request)
 
     # Execute the endpoint function
@@ -326,14 +322,19 @@ async def test_new_team_with_object_permission(mock_db_client, mock_admin_auth):
         user_api_key_dict=mock_admin_auth,
     )
 
-    # --- Assertions ---
-    # 1. Object permission creation should be called exactly once
+    # Verify object permission creation was called
     mock_object_perm_create.assert_awaited_once()
 
-    # 2. Team creation payload should include the generated object_permission_id
+    # Verify team creation was called
     assert mock_team_create.call_count == 1
     created_team_kwargs = mock_team_create.call_args.kwargs
-    assert created_team_kwargs["data"].get("object_permission_id") == "objperm123"
+    team_data = created_team_kwargs["data"]
+    
+    # Verify object_permission_id is in the team data
+    assert team_data.get("object_permission_id") == "objperm123"
+    
+    # Verify object_permission dict is NOT in the team data
+    assert "object_permission" not in team_data
 
 
 @pytest.mark.asyncio
@@ -412,8 +413,10 @@ async def test_new_team_with_mcp_tool_permissions(mock_db_client, mock_admin_aut
     )
 
     # Verify mcp_tool_permissions was stored
+    import json
     assert "mcp_tool_permissions" in created_permission_data
-    assert created_permission_data["mcp_tool_permissions"] == {
+    # mcp_tool_permissions is stored as a JSON string
+    assert json.loads(created_permission_data["mcp_tool_permissions"]) == {
         "server_a": ["read_wiki_structure", "read_wiki_contents"],
         "server_b": ["ask_question"],
     }
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index 86339c0d227..bfd5358dba6 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -993,6 +993,40 @@ class TestSSOStateHandling:
         
         assert state is None
 
+    def test_get_cli_state_with_existing_key(self):
+        """Test generating CLI state with existing_key embedded in state parameter"""
+        from litellm.proxy.management_endpoints.ui_sso import SSOAuthenticationHandler
+        
+        state = SSOAuthenticationHandler._get_cli_state(
+            source="litellm-cli", 
+            key="sk-new-key-123",
+            existing_key="sk-existing-key-456"
+        )
+        
+        assert state is not None
+        assert state.startswith("litellm-session-token:")
+        assert "sk-new-key-123" in state
+        assert "sk-existing-key-456" in state
+        # Verify the format: {PREFIX}:{key}:{existing_key}
+        assert state == "litellm-session-token:sk-new-key-123:sk-existing-key-456"
+
+    def test_get_cli_state_without_existing_key(self):
+        """Test generating CLI state without existing_key"""
+        from litellm.proxy.management_endpoints.ui_sso import SSOAuthenticationHandler
+        
+        state = SSOAuthenticationHandler._get_cli_state(
+            source="litellm-cli", 
+            key="sk-new-key-789",
+            existing_key=None
+        )
+        
+        assert state is not None
+        assert state.startswith("litellm-session-token:")
+        assert "sk-new-key-789" in state
+        # Verify the format: {PREFIX}:{key} (no third part)
+        assert state == "litellm-session-token:sk-new-key-789"
+        assert state.count(":") == 1  # Only one colon separator
+
 
 class TestStateRouting:
     """Test state parameter routing logic"""
@@ -1009,6 +1043,36 @@ class TestStateRouting:
         key_id = cli_state.split(":", 1)[1]
         assert key_id == "sk-test123"
 
+    def test_cli_state_parsing_with_existing_key(self):
+        """Test parsing CLI state with existing_key embedded"""
+        from litellm.constants import LITELLM_CLI_SESSION_TOKEN_PREFIX
+
+        # State format: {PREFIX}:{key}:{existing_key}
+        cli_state = f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:sk-new-key-456:sk-existing-key-789"
+        
+        # Parse as done in auth_callback
+        state_parts = cli_state.split(":", 2)  # Split into max 3 parts
+        key_id = state_parts[1] if len(state_parts) > 1 else None
+        existing_key = state_parts[2] if len(state_parts) > 2 else None
+        
+        assert key_id == "sk-new-key-456"
+        assert existing_key == "sk-existing-key-789"
+
+    def test_cli_state_parsing_without_existing_key(self):
+        """Test parsing CLI state without existing_key"""
+        from litellm.constants import LITELLM_CLI_SESSION_TOKEN_PREFIX
+
+        # State format: {PREFIX}:{key}
+        cli_state = f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:sk-new-key-999"
+        
+        # Parse as done in auth_callback
+        state_parts = cli_state.split(":", 2)  # Split into max 3 parts
+        key_id = state_parts[1] if len(state_parts) > 1 else None
+        existing_key = state_parts[2] if len(state_parts) > 2 else None
+        
+        assert key_id == "sk-new-key-999"
+        assert existing_key is None
+
     def test_non_cli_state_detection(self):
         """Test detection of non-CLI state parameters"""
         from litellm.constants import LITELLM_CLI_SESSION_TOKEN_PREFIX
@@ -1310,16 +1374,15 @@ class TestCLIKeyRegenerationFlow:
 
     @pytest.mark.asyncio
     async def test_auth_callback_routes_to_cli_with_existing_key(self):
-        """Test that auth_callback properly routes CLI requests and preserves existing_key parameter"""
+        """Test that auth_callback properly routes CLI requests and extracts existing_key from state parameter"""
         from litellm.constants import LITELLM_CLI_SESSION_TOKEN_PREFIX
         from litellm.proxy.management_endpoints.ui_sso import auth_callback
 
-        # Mock request with existing_key query parameter
+        # Mock request (no query params needed - existing_key is in state)
         mock_request = MagicMock(spec=Request)
-        mock_request.query_params.get.return_value = "sk-existing-cli-key-123"
         
-        # CLI state
-        cli_state = f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:sk-new-session-key-456"
+        # CLI state with existing_key embedded: {PREFIX}:{key}:{existing_key}
+        cli_state = f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:sk-new-session-key-456:sk-existing-cli-key-123"
         
         # Mock the CLI callback and required proxy server components
         mock_result = {"user_id": "test-user", "email": "test@example.com"}
@@ -1337,7 +1400,7 @@ class TestCLIKeyRegenerationFlow:
             # Act
             await auth_callback(request=mock_request, state=cli_state)
             
-            # Assert
+            # Assert - existing_key should be extracted from state parameter
             mock_cli_callback.assert_called_once_with(
                 request=mock_request,
                 key="sk-new-session-key-456",
@@ -1345,8 +1408,8 @@ class TestCLIKeyRegenerationFlow:
                 result=mock_result
             )
 
-    def test_get_redirect_url_preserves_existing_key(self):
-        """Test that redirect URL generation preserves existing_key parameter"""
+    def test_get_redirect_url_does_not_include_existing_key_in_url(self):
+        """Test that redirect URL generation does NOT include existing_key in URL (uses state parameter instead)"""
         from litellm.proxy.management_endpoints.ui_sso import SSOAuthenticationHandler
 
         # Mock request
@@ -1354,14 +1417,16 @@ class TestCLIKeyRegenerationFlow:
         mock_request.base_url = "https://test.litellm.ai/"
         
         with patch("litellm.proxy.utils.get_custom_url", return_value="https://test.litellm.ai"):
-            # Test with existing_key
+            # Test with existing_key - should NOT be in URL
             redirect_url = SSOAuthenticationHandler.get_redirect_url_for_sso(
                 request=mock_request,
                 sso_callback_route="sso/callback",
                 existing_key="sk-existing-123"
             )
             
-            assert "https://test.litellm.ai/sso/callback?existing_key=sk-existing-123" == redirect_url
+            # existing_key should NOT be in the URL
+            assert "https://test.litellm.ai/sso/callback" == redirect_url
+            assert "existing_key" not in redirect_url
 
     def test_get_redirect_url_without_existing_key(self):
         """Test that redirect URL generation works without existing_key parameter"""
diff --git a/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py b/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py
new file mode 100644
index 00000000000..07d89035dce
--- /dev/null
+++ b/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py
@@ -0,0 +1,84 @@
+import json
+import os
+import sys
+
+import pytest
+
+sys.path.insert(
+    0, os.path.abspath("../../../..")
+)
+
+from unittest.mock import AsyncMock, MagicMock
+
+from litellm.proxy.management_helpers.object_permission_utils import (
+    _set_object_permission,
+)
+
+
+@pytest.mark.asyncio
+async def test_set_object_permission():
+    """
+    Test that _set_object_permission correctly:
+    1. Creates an object permission record in the database
+    2. Excludes None values from the data
+    3. Excludes object_permission_id from the data sent to create
+    4. Serializes mcp_tool_permissions to JSON string
+    5. Returns data_json with object_permission_id set and object_permission removed
+    """
+    # Mock prisma client
+    mock_prisma_client = MagicMock()
+    mock_created_permission = MagicMock()
+    mock_created_permission.object_permission_id = "test_perm_id_123"
+    
+    mock_prisma_client.db.litellm_objectpermissiontable.create = AsyncMock(
+        return_value=mock_created_permission
+    )
+
+    # Test data with object_permission
+    data_json = {
+        "user_id": "test_user",
+        "models": ["gpt-4"],
+        "object_permission": {
+            "vector_stores": ["store_1", "store_2"],
+            "mcp_servers": ["server_a"],
+            "mcp_tool_permissions": {
+                "server_a": ["tool1", "tool2"]
+            },
+            "object_permission_id": "should_be_excluded",
+            "mcp_access_groups": None,  # This should be excluded
+        }
+    }
+
+    # Call the function
+    result = await _set_object_permission(
+        data_json=data_json,
+        prisma_client=mock_prisma_client
+    )
+
+    # Verify object_permission_id was added to result
+    assert result["object_permission_id"] == "test_perm_id_123"
+    
+    # Verify object_permission was removed from result
+    assert "object_permission" not in result
+    
+    # Verify create was called
+    mock_prisma_client.db.litellm_objectpermissiontable.create.assert_called_once()
+    
+    # Verify the data passed to create excludes None values and object_permission_id
+    call_args = mock_prisma_client.db.litellm_objectpermissiontable.create.call_args
+    created_data = call_args.kwargs["data"]
+    
+    assert "object_permission_id" not in created_data
+    assert "mcp_access_groups" not in created_data  # None value should be excluded
+    assert created_data["vector_stores"] == ["store_1", "store_2"]
+    assert created_data["mcp_servers"] == ["server_a"]
+    
+    # Verify mcp_tool_permissions was serialized to JSON string
+    assert isinstance(created_data["mcp_tool_permissions"], str)
+    mcp_tools_parsed = json.loads(created_data["mcp_tool_permissions"])
+    assert mcp_tools_parsed == {"server_a": ["tool1", "tool2"]}
+    
+    # Verify other fields remain in result
+    assert result["user_id"] == "test_user"
+    assert result["models"] == ["gpt-4"]
+
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 00fa0851a7b..9c8da2e60e0 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -265,7 +265,7 @@ class TestLiteLLMCompletionResponsesConfig:
         assert len(reasoning_items) == 1, "Should have exactly one reasoning item"
 
         reasoning_item = reasoning_items[0]
-        assert reasoning_item.id == "test-response-id_reasoning"
+        assert reasoning_item.id.startswith("rs_"), f"Expected ID to start with 'rs_', got: {reasoning_item.id}"
         assert reasoning_item.status == "stop"
         assert reasoning_item.role == "assistant"
         assert len(reasoning_item.content) == 1
diff --git a/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py b/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
index 85e55a5c30d..f02f59cccc0 100644
--- a/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
+++ b/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
@@ -214,3 +214,32 @@ class TestGetAzureAdTokenProvider:
         # Test that the returned callable works
         token = result()
         assert token == "mock-certificate-token"
+
+    @patch.dict(os.environ, {}, clear=True)  # Clear all environment variables
+    @patch("azure.identity.get_bearer_token_provider")
+    @patch("azure.identity.DefaultAzureCredential")
+    def test_get_azure_ad_token_provider_defaults_to_default_azure_credential(
+        self, mock_default_azure_credential, mock_get_bearer_token_provider
+    ):
+        """Test get_azure_ad_token_provider defaults to DefaultAzureCredential when no credentials are present."""
+        # Mock the Azure identity credential instance
+        mock_credential_instance = MagicMock()
+        mock_default_azure_credential.return_value = mock_credential_instance
+
+        # Mock the bearer token provider
+        mock_token_provider = MagicMock(return_value="mock-default-token")
+        mock_get_bearer_token_provider.return_value = mock_token_provider
+
+        # Call the function
+        result = get_azure_ad_token_provider()
+
+        # Assertions
+        assert callable(result)
+        mock_default_azure_credential.assert_called_once_with()
+        mock_get_bearer_token_provider.assert_called_once_with(
+            mock_credential_instance, "https://cognitiveservices.azure.com/.default"
+        )
+
+        # Test that the returned callable works
+        token = result()
+        assert token == "mock-default-token"
diff --git a/tests/test_litellm/test_redis.py b/tests/test_litellm/test_redis.py
new file mode 100644
index 00000000000..991126c2fef
--- /dev/null
+++ b/tests/test_litellm/test_redis.py
@@ -0,0 +1,109 @@
+from litellm._redis import get_redis_url_from_environment
+import os
+import pytest
+
+def test_get_redis_url_from_environment_single_url(monkeypatch):
+    """Test when REDIS_URL is directly provided"""
+    # Set the environment variable
+    monkeypatch.setenv("REDIS_URL", "redis://redis-server:6379/0")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL matches the expected value
+    assert redis_url == "redis://redis-server:6379/0"
+
+def test_get_redis_url_from_environment_host_port(monkeypatch):
+    """Test when REDIS_HOST and REDIS_PORT are provided"""
+    # Set the environment variables
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL matches the expected value
+    assert redis_url == "redis://redis-server:6379"
+
+def test_get_redis_url_from_environment_with_ssl(monkeypatch):
+    """Test when SSL is enabled"""
+    # Set the environment variables
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+    monkeypatch.setenv("REDIS_SSL", "true")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL uses rediss:// protocol
+    assert redis_url == "rediss://redis-server:6379"
+
+def test_get_redis_url_from_environment_with_username_password(monkeypatch):
+    """Test when username and password are provided"""
+    # Set the environment variables
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+    monkeypatch.setenv("REDIS_USERNAME", "user")
+    monkeypatch.setenv("REDIS_PASSWORD", "password")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL includes username:password@
+    assert redis_url == "redis://user:password@redis-server:6379"
+
+def test_get_redis_url_from_environment_with_password_only(monkeypatch):
+    """Test when only password is provided"""
+    # Set the environment variables
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+    monkeypatch.setenv("REDIS_PASSWORD", "password")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL includes :password@
+    assert redis_url == "redis://password@redis-server:6379"
+
+def test_get_redis_url_from_environment_with_all_options(monkeypatch):
+    """Test when all options are provided"""
+    # Set the environment variables
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+    monkeypatch.setenv("REDIS_USERNAME", "user")
+    monkeypatch.setenv("REDIS_PASSWORD", "password")
+    monkeypatch.setenv("REDIS_SSL", "true")
+
+    # Call the function to get the Redis URL
+    redis_url = get_redis_url_from_environment()
+
+    # Assert that the returned URL includes all components
+    assert redis_url == "rediss://user:password@redis-server:6379"
+
+def test_get_redis_url_from_environment_missing_host_port(monkeypatch):
+    """Test error when required variables are missing"""
+    # Make sure these environment variables don't exist
+    monkeypatch.delenv("REDIS_URL", raising=False)
+    monkeypatch.delenv("REDIS_HOST", raising=False)
+    monkeypatch.delenv("REDIS_PORT", raising=False)
+
+    # Call the function and expect a ValueError
+    with pytest.raises(ValueError) as excinfo:
+        get_redis_url_from_environment()
+    
+    # Check the error message
+    assert "Either 'REDIS_URL' or both 'REDIS_HOST' and 'REDIS_PORT' must be specified" in str(excinfo.value)
+
+def test_get_redis_url_from_environment_missing_port(monkeypatch):
+    """Test error when only REDIS_HOST is provided but REDIS_PORT is missing"""
+    # Make sure REDIS_URL doesn't exist and set only REDIS_HOST
+    monkeypatch.delenv("REDIS_URL", raising=False)
+    monkeypatch.delenv("REDIS_PORT", raising=False)
+    monkeypatch.setenv("REDIS_HOST", "redis-server")
+
+    # Call the function and expect a ValueError
+    with pytest.raises(ValueError) as excinfo:
+        get_redis_url_from_environment()
+    
+    # Check the error message
+    assert "Either 'REDIS_URL' or both 'REDIS_HOST' and 'REDIS_PORT' must be specified" in str(excinfo.value)
diff --git a/tests/test_litellm_proxy_responses_config.py b/tests/test_litellm_proxy_responses_config.py
new file mode 100644
index 00000000000..6242a9dbf3b
--- /dev/null
+++ b/tests/test_litellm_proxy_responses_config.py
@@ -0,0 +1,84 @@
+"""
+Unit test for LiteLLM Proxy Responses API configuration.
+"""
+
+import pytest
+
+from litellm.types.utils import LlmProviders
+from litellm.utils import ProviderConfigManager
+
+
+def test_litellm_proxy_responses_api_config():
+    """Test that litellm_proxy provider returns correct Responses API config"""
+    from litellm.llms.litellm_proxy.responses.transformation import (
+        LiteLLMProxyResponsesAPIConfig,
+    )
+
+    config = ProviderConfigManager.get_provider_responses_api_config(
+        model="litellm_proxy/gpt-4",
+        provider=LlmProviders.LITELLM_PROXY,
+    )
+    print(f"config: {config}")
+    assert config is not None, "Config should not be None for litellm_proxy provider"
+    assert isinstance(
+        config, LiteLLMProxyResponsesAPIConfig
+    ), f"Expected LiteLLMProxyResponsesAPIConfig, got {type(config)}"
+    assert (
+        config.custom_llm_provider == LlmProviders.LITELLM_PROXY
+    ), "custom_llm_provider should be LITELLM_PROXY"
+
+
+def test_litellm_proxy_responses_api_config_get_complete_url():
+    """Test that get_complete_url works correctly"""
+    import os
+    from litellm.llms.litellm_proxy.responses.transformation import (
+        LiteLLMProxyResponsesAPIConfig,
+    )
+
+    config = LiteLLMProxyResponsesAPIConfig()
+
+    # Test with explicit api_base
+    url = config.get_complete_url(
+        api_base="https://my-proxy.example.com",
+        litellm_params={},
+    )
+    assert url == "https://my-proxy.example.com/responses"
+
+    # Test with trailing slash
+    url = config.get_complete_url(
+        api_base="https://my-proxy.example.com/",
+        litellm_params={},
+    )
+    assert url == "https://my-proxy.example.com/responses"
+
+    # Test that it raises error when api_base is None and env var is not set
+    if "LITELLM_PROXY_API_BASE" in os.environ:
+        del os.environ["LITELLM_PROXY_API_BASE"]
+    
+    with pytest.raises(ValueError, match="api_base not set"):
+        config.get_complete_url(api_base=None, litellm_params={})
+
+
+def test_litellm_proxy_responses_api_config_inherits_from_openai():
+    """Test that LiteLLMProxyResponsesAPIConfig extends OpenAI config properly"""
+    from litellm.llms.litellm_proxy.responses.transformation import (
+        LiteLLMProxyResponsesAPIConfig,
+    )
+    from litellm.llms.openai.responses.transformation import (
+        OpenAIResponsesAPIConfig,
+    )
+
+    config = LiteLLMProxyResponsesAPIConfig()
+    
+    # Should inherit from OpenAI config
+    assert isinstance(config, OpenAIResponsesAPIConfig)
+    
+    # Should have the correct provider set
+    assert config.custom_llm_provider == LlmProviders.LITELLM_PROXY
+
+
+if __name__ == "__main__":
+    test_litellm_proxy_responses_api_config()
+    test_litellm_proxy_responses_api_config_get_complete_url()
+    test_litellm_proxy_responses_api_config_inherits_from_openai()
+    print("All tests passed!")
diff --git a/ui/litellm-dashboard/.env.development b/ui/litellm-dashboard/.env.development
new file mode 100644
index 00000000000..b408125408b
--- /dev/null
+++ b/ui/litellm-dashboard/.env.development
@@ -0,0 +1,2 @@
+NODE_ENV=development
+NEXT_PUBLIC_BASE_URL=""
\ No newline at end of file
diff --git a/ui/litellm-dashboard/.env.production b/ui/litellm-dashboard/.env.production
new file mode 100644
index 00000000000..1df897e7d23
--- /dev/null
+++ b/ui/litellm-dashboard/.env.production
@@ -0,0 +1,2 @@
+NODE_ENV=production
+NEXT_PUBLIC_BASE_URL="ui/"
\ No newline at end of file
diff --git a/ui/litellm-dashboard/public/assets/logos/infinity.png b/ui/litellm-dashboard/public/assets/logos/infinity.png
new file mode 100644
index 00000000000..d0f72579986
Binary files /dev/null and b/ui/litellm-dashboard/public/assets/logos/infinity.png differ
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
new file mode 100644
index 00000000000..265a6d81954
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
@@ -0,0 +1,17 @@
+"use client";
+
+import APIRef from "@/components/api_ref";
+import { useState } from "react";
+
+interface ProxySettings {
+  PROXY_BASE_URL: string;
+  PROXY_LOGOUT_URL: string;
+}
+
+const APIReferencePage = () => {
+  const [proxySettings, setProxySettings] = useState<ProxySettings>({ PROXY_BASE_URL: "", PROXY_LOGOUT_URL: "" });
+
+  return <APIRef proxySettings={proxySettings} />;
+};
+
+export default APIReferencePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx
new file mode 100644
index 00000000000..96bb9b5a4bf
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx
@@ -0,0 +1,401 @@
+"use client";
+
+import { Layout, Menu, ConfigProvider } from "antd";
+import {
+  KeyOutlined,
+  PlayCircleOutlined,
+  BlockOutlined,
+  BarChartOutlined,
+  TeamOutlined,
+  BankOutlined,
+  UserOutlined,
+  SettingOutlined,
+  ApiOutlined,
+  AppstoreOutlined,
+  DatabaseOutlined,
+  FileTextOutlined,
+  LineChartOutlined,
+  SafetyOutlined,
+  ExperimentOutlined,
+  ToolOutlined,
+  TagsOutlined,
+} from "@ant-design/icons";
+// import {
+//   all_admin_roles,
+//   rolesWithWriteAccess,
+//   internalUserRoles,
+//   isAdminRole,
+// } from "../utils/roles";
+// import UsageIndicator from "./usage_indicator";
+import * as React from "react";
+import { useRouter, usePathname } from "next/navigation";
+import { all_admin_roles, internalUserRoles, isAdminRole, rolesWithWriteAccess } from "@/utils/roles";
+import UsageIndicator from "@/components/usage_indicator";
+
+const { Sider } = Layout;
+
+// -------- Types --------
+interface SidebarProps {
+  accessToken: string | null;
+  userRole: string;
+  /** Fallback selection id (legacy), used if path can't be matched */
+  defaultSelectedKey: string;
+  collapsed?: boolean;
+}
+
+interface MenuItemCfg {
+  key: string;
+  page: string; // legacy id; we map this to a path below
+  label: string;
+  roles?: string[];
+  children?: MenuItemCfg[];
+  icon?: React.ReactNode;
+}
+
+/** ---------- Base URL helpers ---------- */
+/**
+ * Normalizes NEXT_PUBLIC_BASE_URL to either "/" or "/ui/" (always with a trailing slash).
+ * Supported env values: "" or "ui/".
+ */
+const getBasePath = () => {
+  const raw = process.env.NEXT_PUBLIC_BASE_URL ?? "";
+  const trimmed = raw.replace(/^\/+|\/+$/g, ""); // strip leading/trailing slashes
+  return trimmed ? `/${trimmed}/` : "/"; // ensure trailing slash
+};
+
+/** Map legacy `page` ids to real app routes (relative, no leading slash). */
+const routeFor = (slug: string): string => {
+  switch (slug) {
+    // top level
+    case "api-keys":
+      return "virtual-keys";
+    case "llm-playground":
+      return "test-key";
+    case "models":
+      return "models-and-endpoints";
+    case "new_usage":
+      return "usage";
+    case "teams":
+      return "teams";
+    case "organizations":
+      return "organizations";
+    case "users":
+      return "users";
+    case "api_ref":
+      return "api-reference";
+    case "model-hub-table":
+      // If you intend the newer in-dashboard page, use "model-hub".
+      return "model-hub";
+    case "logs":
+      return "logs";
+    case "guardrails":
+      return "guardrails";
+
+    // tools
+    case "mcp-servers":
+      return "tools/mcp-servers";
+    case "vector-stores":
+      return "tools/vector-stores";
+
+    // experimental
+    case "caching":
+      return "experimental/caching";
+    case "prompts":
+      return "experimental/prompts";
+    case "budgets":
+      return "experimental/budgets";
+    case "transform-request":
+      return "experimental/api-playground";
+    case "tag-management":
+      return "experimental/tag-management";
+    case "usage": // "Old Usage"
+      return "experimental/old-usage";
+
+    // settings
+    case "general-settings":
+      return "settings/router-settings";
+    case "settings": // "Logging & Alerts"
+      return "settings/logging-and-alerts";
+    case "admin-panel":
+      return "settings/admin-settings";
+    case "ui-theme":
+      return "settings/ui-theme";
+
+    default:
+      // treat as already a relative path
+      return slug.replace(/^\/+/, "");
+  }
+};
+
+/** Prefix base path ("/" or "/ui/") */
+const toHref = (slugOrPath: string) => {
+  const base = getBasePath(); // "/" or "/ui/"
+  const rel = routeFor(slugOrPath).replace(/^\/+|\/+$/g, "");
+  return `${base}${rel}`;
+};
+
+const Sidebar2: React.FC<SidebarProps> = ({ accessToken, userRole, defaultSelectedKey, collapsed = false }) => {
+  const router = useRouter();
+  const pathname = usePathname() || "/";
+
+  // ----- Menu config (unchanged labels/icons; same appearance) -----
+  const menuItems: MenuItemCfg[] = [
+    { key: "1", page: "api-keys", label: "Virtual Keys", icon: <KeyOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "3",
+      page: "llm-playground",
+      label: "Test Key",
+      icon: <PlayCircleOutlined style={{ fontSize: 18 }} />,
+      roles: rolesWithWriteAccess,
+    },
+    {
+      key: "2",
+      page: "models",
+      label: "Models + Endpoints",
+      icon: <BlockOutlined style={{ fontSize: 18 }} />,
+      roles: rolesWithWriteAccess,
+    },
+    {
+      key: "12",
+      page: "new_usage",
+      label: "Usage",
+      icon: <BarChartOutlined style={{ fontSize: 18 }} />,
+      roles: [...all_admin_roles, ...internalUserRoles],
+    },
+    { key: "6", page: "teams", label: "Teams", icon: <TeamOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "17",
+      page: "organizations",
+      label: "Organizations",
+      icon: <BankOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    {
+      key: "5",
+      page: "users",
+      label: "Internal Users",
+      icon: <UserOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    { key: "14", page: "api_ref", label: "API Reference", icon: <ApiOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "16",
+      page: "model-hub-table",
+      label: "Model Hub",
+      icon: <AppstoreOutlined style={{ fontSize: 18 }} />,
+    },
+    { key: "15", page: "logs", label: "Logs", icon: <LineChartOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "11",
+      page: "guardrails",
+      label: "Guardrails",
+      icon: <SafetyOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    {
+      key: "26",
+      page: "tools",
+      label: "Tools",
+      icon: <ToolOutlined style={{ fontSize: 18 }} />,
+      children: [
+        { key: "18", page: "mcp-servers", label: "MCP Servers", icon: <ToolOutlined style={{ fontSize: 18 }} /> },
+        {
+          key: "21",
+          page: "vector-stores",
+          label: "Vector Stores",
+          icon: <DatabaseOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+      ],
+    },
+    {
+      key: "experimental",
+      page: "experimental",
+      label: "Experimental",
+      icon: <ExperimentOutlined style={{ fontSize: 18 }} />,
+      children: [
+        {
+          key: "9",
+          page: "caching",
+          label: "Caching",
+          icon: <DatabaseOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "25",
+          page: "prompts",
+          label: "Prompts",
+          icon: <FileTextOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "10",
+          page: "budgets",
+          label: "Budgets",
+          icon: <BankOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "20",
+          page: "transform-request",
+          label: "API Playground",
+          icon: <ApiOutlined style={{ fontSize: 18 }} />,
+          roles: [...all_admin_roles, ...internalUserRoles],
+        },
+        {
+          key: "19",
+          page: "tag-management",
+          label: "Tag Management",
+          icon: <TagsOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        { key: "4", page: "usage", label: "Old Usage", icon: <BarChartOutlined style={{ fontSize: 18 }} /> },
+      ],
+    },
+    {
+      key: "settings",
+      page: "settings",
+      label: "Settings",
+      icon: <SettingOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+      children: [
+        {
+          key: "11",
+          page: "general-settings",
+          label: "Router Settings",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "8",
+          page: "settings",
+          label: "Logging & Alerts",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "13",
+          page: "admin-panel",
+          label: "Admin Settings",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "14",
+          page: "ui-theme",
+          label: "UI Theme",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+      ],
+    },
+  ];
+
+  // ----- Filter by role without mutating originals -----
+  const filteredMenuItems = React.useMemo<MenuItemCfg[]>(() => {
+    return menuItems
+      .filter((item) => !item.roles || item.roles.includes(userRole))
+      .map((item) => ({
+        ...item,
+        children: item.children ? item.children.filter((c) => !c.roles || c.roles.includes(userRole)) : undefined,
+      }));
+  }, [userRole]);
+
+  // ----- Compute selected key from current path -----
+  const selectedMenuKey = React.useMemo(() => {
+    const base = getBasePath();
+    // strip base prefix and leading slash -> "virtual-keys", "tools/mcp-servers", etc.
+    const rel = pathname.startsWith(base) ? pathname.slice(base.length) : pathname.replace(/^\/+/, "");
+    const relLower = rel.toLowerCase();
+
+    const matchesPath = (slug: string) => {
+      const route = routeFor(slug).toLowerCase();
+      return relLower === route || relLower.startsWith(`${route}/`);
+    };
+
+    // search top-level
+    for (const item of filteredMenuItems) {
+      if (!item.children && matchesPath(item.page)) return item.key;
+      if (item.children) {
+        for (const child of item.children) {
+          if (matchesPath(child.page)) return child.key;
+        }
+      }
+    }
+
+    // fallback to legacy defaultSelectedKey mapping
+    const fallback = filteredMenuItems.find((i) => i.page === defaultSelectedKey)?.key;
+    if (fallback) return fallback;
+
+    for (const item of filteredMenuItems) {
+      if (item.children?.some((c) => c.page === defaultSelectedKey)) {
+        const child = item.children.find((c) => c.page === defaultSelectedKey)!;
+        return child.key;
+      }
+    }
+
+    return "1";
+  }, [pathname, filteredMenuItems, defaultSelectedKey]);
+
+  // ----- Navigation -----
+  const goTo = (slug: string) => {
+    const href = toHref(slug);
+    router.push(href);
+  };
+
+  return (
+    <Layout style={{ minHeight: "100vh" }}>
+      <Sider
+        theme="light"
+        width={220}
+        collapsed={collapsed}
+        collapsedWidth={80}
+        collapsible
+        trigger={null}
+        style={{
+          transition: "all 0.3s cubic-bezier(0.4, 0, 0.2, 1)",
+          position: "relative",
+        }}
+      >
+        <ConfigProvider
+          theme={{
+            components: {
+              Menu: {
+                iconSize: 18,
+                fontSize: 14,
+              },
+            },
+          }}
+        >
+          <Menu
+            mode="inline"
+            selectedKeys={[selectedMenuKey]}
+            defaultOpenKeys={collapsed ? [] : ["llm-tools"]} // kept to preserve original appearance
+            inlineCollapsed={collapsed}
+            className="custom-sidebar-menu"
+            style={{
+              borderRight: 0,
+              backgroundColor: "transparent",
+              fontSize: "14px",
+            }}
+            items={filteredMenuItems.map((item) => ({
+              key: item.key,
+              icon: item.icon,
+              label: item.label,
+              children: item.children?.map((child) => ({
+                key: child.key,
+                icon: child.icon,
+                label: child.label,
+                onClick: () => goTo(child.page),
+              })),
+              onClick: !item.children ? () => goTo(item.page) : undefined,
+            }))}
+          />
+        </ConfigProvider>
+        {isAdminRole(userRole) && !collapsed && <UsageIndicator accessToken={accessToken} width={220} />}
+      </Sider>
+    </Layout>
+  );
+};
+
+export default Sidebar2;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
new file mode 100644
index 00000000000..cb7f0f1a32c
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
@@ -0,0 +1,29 @@
+import useFeatureFlags from "@/hooks/useFeatureFlags";
+import Sidebar from "@/components/leftnav";
+import Sidebar2 from "@/app/(dashboard)/components/Sidebar2";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+interface SidebarProviderProps {
+  defaultSelectedKey: string;
+  setPage: (newPage: string) => void;
+  sidebarCollapsed: boolean;
+}
+
+const SidebarProvider = ({ setPage, defaultSelectedKey, sidebarCollapsed }: SidebarProviderProps) => {
+  const { refactoredUIFlag } = useFeatureFlags();
+  const { accessToken, userRole } = useAuthorized();
+
+  return refactoredUIFlag ? (
+    <Sidebar2 accessToken={accessToken} defaultSelectedKey={defaultSelectedKey} userRole={userRole} />
+  ) : (
+    <Sidebar
+      accessToken={accessToken}
+      setPage={setPage}
+      userRole={userRole}
+      defaultSelectedKey={defaultSelectedKey}
+      collapsed={sidebarCollapsed}
+    />
+  );
+};
+
+export default SidebarProvider;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx
new file mode 100644
index 00000000000..0948b7626db
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import TransformRequestPanel from "@/components/transform_request";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const APIPlaygroundPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <TransformRequestPanel accessToken={accessToken} />;
+};
+
+export default APIPlaygroundPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx
new file mode 100644
index 00000000000..e49bd342c05
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import BudgetPanel from "@/components/budgets/budget_panel";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const BudgetsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <BudgetPanel accessToken={accessToken} />;
+};
+
+export default BudgetsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx
new file mode 100644
index 00000000000..6dcbcdc697c
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx
@@ -0,0 +1,20 @@
+"use client";
+
+import CacheDashboard from "@/components/cache_dashboard";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const CachingPage = () => {
+  const { token, accessToken, userRole, userId, premiumUser } = useAuthorized();
+
+  return (
+    <CacheDashboard
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default CachingPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx
new file mode 100644
index 00000000000..9521f4f69f1
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx
@@ -0,0 +1,23 @@
+"use client";
+
+import Usage from "@/components/usage";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useState } from "react";
+
+const OldUsagePage = () => {
+  const { accessToken, token, userRole, userId, premiumUser } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  return (
+    <Usage
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      keys={keys}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default OldUsagePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx
new file mode 100644
index 00000000000..0836a03b7e7
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import PromptsPanel from "@/components/prompts";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const PromptsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <PromptsPanel accessToken={accessToken} />;
+};
+
+export default PromptsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx
new file mode 100644
index 00000000000..0e686387b34
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import TagManagement from "@/components/tag_management";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const TagManagementPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+
+  return <TagManagement accessToken={accessToken} userID={userId} userRole={userRole} />;
+};
+
+export default TagManagementPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
new file mode 100644
index 00000000000..50cee215eb9
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import GuardrailsPanel from "@/components/guardrails";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const GuardrailsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <GuardrailsPanel accessToken={accessToken} />;
+};
+
+export default GuardrailsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
new file mode 100644
index 00000000000..435000f9c88
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
@@ -0,0 +1,45 @@
+"use client";
+
+import { useEffect, useMemo } from "react";
+import { useRouter } from "next/navigation";
+import { jwtDecode } from "jwt-decode";
+import { clearTokenCookies, getCookie } from "@/utils/cookieUtils";
+
+const useAuthorized = () => {
+  const router = useRouter();
+
+  const token = typeof document !== "undefined" ? getCookie("token") : null;
+
+  // Redirect after mount if missing/invalid token
+  useEffect(() => {
+    if (!token) {
+      router.replace("/sso/key/generate");
+    }
+  }, [token, router]);
+
+  // Decode safely
+  const decoded = useMemo(() => {
+    if (!token) return null;
+    try {
+      return jwtDecode(token) as Record<string, any>;
+    } catch {
+      // Bad token in cookie — clear and bounce
+      clearTokenCookies();
+      router.replace("/sso/key/generate");
+      return null;
+    }
+  }, [token, router]);
+
+  return {
+    token: token,
+    accessToken: decoded?.key ?? null,
+    userId: decoded?.user_id ?? null,
+    userEmail: decoded?.user_email ?? null,
+    userRole: decoded?.user_role ?? null,
+    premiumUser: decoded?.premium_user ?? null,
+    disabledPersonalKeyCreation: decoded?.disabled_non_admin_personal_key_creation ?? null,
+    showSSOBanner: decoded?.login_method === "username_password" ?? false,
+  };
+};
+
+export default useAuthorized;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx
new file mode 100644
index 00000000000..64cbf624f9c
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx
@@ -0,0 +1,20 @@
+import { useEffect, useState } from "react";
+import { Team } from "@/components/key_team_helpers/key_list";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { fetchTeams } from "@/app/(dashboard)/networking";
+
+const useTeams = () => {
+  const [teams, setTeams] = useState<Team[] | null>([]);
+  const { accessToken, userId: userID, userRole } = useAuthorized();
+
+  useEffect(() => {
+    (async () => {
+      const fetched = await fetchTeams(accessToken, userID, userRole, null);
+      setTeams(fetched);
+    })();
+  }, [accessToken, userID, userRole]);
+
+  return { teams, setTeams };
+};
+
+export default useTeams;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
new file mode 100644
index 00000000000..68ab361356f
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -0,0 +1,73 @@
+"use client";
+
+import React, { useEffect, useState } from "react";
+import Navbar from "@/components/navbar";
+import { ThemeProvider } from "@/contexts/ThemeContext";
+import Sidebar2 from "@/app/(dashboard)/components/Sidebar2";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useRouter, useSearchParams } from "next/navigation";
+
+/** ---- BASE URL HELPERS ---- */
+function normalizeBasePrefix(raw: string | undefined | null): string {
+  const trimmed = (raw ?? "").trim();
+  if (!trimmed) return "";
+  const core = trimmed.replace(/^\/+/, "").replace(/\/+$/, "");
+  return core ? `/${core}/` : "/";
+}
+const BASE_PREFIX = normalizeBasePrefix(process.env.NEXT_PUBLIC_BASE_URL);
+function withBase(path: string): string {
+  const body = path.startsWith("/") ? path.slice(1) : path;
+  const combined = `${BASE_PREFIX}${body}`;
+  return combined.startsWith("/") ? combined : `/${combined}`;
+}
+/** -------------------------------- */
+
+export default function Layout({ children }: { children: React.ReactNode }) {
+  const router = useRouter();
+  const searchParams = useSearchParams();
+  const { accessToken, userRole } = useAuthorized();
+  const [sidebarCollapsed, setSidebarCollapsed] = React.useState(false);
+  const [page, setPage] = useState(() => {
+    return searchParams.get("page") || "api-keys";
+  });
+
+  const updatePage = (newPage: string) => {
+    const newSearchParams = new URLSearchParams(searchParams);
+    newSearchParams.set("page", newPage);
+    router.push(withBase(`/?${newSearchParams.toString()}`)); // always under BASE
+    setPage(newPage);
+  };
+
+  useEffect(() => {
+    setPage(searchParams.get("page") || "api-keys");
+  }, [searchParams]);
+
+  const toggleSidebar = () => setSidebarCollapsed((v) => !v);
+
+  return (
+    <ThemeProvider accessToken={""}>
+      <div className="flex flex-col min-h-screen">
+        <Navbar
+          isPublicPage={false}
+          sidebarCollapsed={sidebarCollapsed}
+          onToggleSidebar={toggleSidebar}
+          userID={null}
+          userEmail={null}
+          userRole={null}
+          premiumUser={false}
+          proxySettings={undefined}
+          setProxySettings={function (value: any): void {
+            throw new Error("Function not implemented.");
+          }}
+          accessToken={null}
+        />
+        <div className="flex flex-1 overflow-auto">
+          <div className="mt-2">
+            <Sidebar2 defaultSelectedKey={page} accessToken={accessToken} userRole={userRole} />
+          </div>
+          <main className="flex-1">{children}</main>
+        </div>
+      </div>
+    </ThemeProvider>
+  );
+}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx
new file mode 100644
index 00000000000..b04a12e2306
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx
@@ -0,0 +1,28 @@
+"use client";
+
+import SpendLogsTable from "@/components/view_logs";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const LogsPage = () => {
+  const { accessToken, token, userRole, userId, premiumUser } = useAuthorized();
+  const { teams } = useTeams();
+
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <SpendLogsTable
+        accessToken={accessToken}
+        token={token}
+        userRole={userRole}
+        userID={userId}
+        allTeams={teams || []}
+        premiumUser={premiumUser}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default LogsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx
new file mode 100644
index 00000000000..86967b660fd
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import ModelHubTable from "@/components/model_hub_table";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const ModelHubPage = () => {
+  const { accessToken, premiumUser, userRole } = useAuthorized();
+
+  return <ModelHubTable accessToken={accessToken} publicPage={false} premiumUser={premiumUser} userRole={userRole} />;
+};
+
+export default ModelHubPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
new file mode 100644
index 00000000000..b661e4de3e7
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
@@ -0,0 +1,29 @@
+"use client";
+
+import ModelDashboard from "@/components/templates/model_dashboard";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useState } from "react";
+
+const ModelsAndEndpointsPage = () => {
+  const { token, accessToken, userRole, userId, premiumUser } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  const { teams } = useTeams();
+
+  return (
+    <ModelDashboard
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      modelData={{ data: [] }}
+      keys={keys}
+      setModelData={() => {}}
+      premiumUser={premiumUser}
+      teams={teams}
+    />
+  );
+};
+
+export default ModelsAndEndpointsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/networking.ts b/ui/litellm-dashboard/src/app/(dashboard)/networking.ts
new file mode 100644
index 00000000000..7fb09d61a5d
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/networking.ts
@@ -0,0 +1,17 @@
+import { Organization, teamListCall } from "@/components/networking";
+
+export const fetchTeams = async (
+  accessToken: string,
+  userID: string | null,
+  userRole: string | null,
+  currentOrg: Organization | null,
+) => {
+  let givenTeams;
+  if (userRole != "Admin" && userRole != "Admin Viewer") {
+    givenTeams = await teamListCall(accessToken, currentOrg?.organization_id || null, userID);
+  } else {
+    givenTeams = await teamListCall(accessToken, currentOrg?.organization_id || null);
+  }
+
+  return givenTeams;
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
new file mode 100644
index 00000000000..6112fac3161
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
@@ -0,0 +1,34 @@
+"use client";
+
+import Organizations, { fetchOrganizations } from "@/components/organizations";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useEffect, useState } from "react";
+import { Organization } from "@/components/networking";
+import { fetchUserModels } from "@/components/organisms/create_key_button";
+
+const OrganizationsPage = () => {
+  const { userId: userID, accessToken, userRole, premiumUser } = useAuthorized();
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+  const [userModels, setUserModels] = useState<string[]>([]);
+
+  useEffect(() => {
+    fetchOrganizations(accessToken, setOrganizations).then(() => {});
+  }, [accessToken]);
+
+  useEffect(() => {
+    fetchUserModels(userID, userRole, accessToken, setUserModels).then(() => {});
+  }, [userID, userRole, accessToken]);
+
+  return (
+    <Organizations
+      organizations={organizations}
+      userRole={userRole}
+      userModels={userModels}
+      accessToken={accessToken}
+      setOrganizations={setOrganizations}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default OrganizationsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx
new file mode 100644
index 00000000000..c99242f0c3c
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx
@@ -0,0 +1,29 @@
+"use client";
+
+import AdminPanel from "@/components/admins";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useState } from "react";
+import { Team } from "@/components/key_team_helpers/key_list";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+
+const AdminSettings = () => {
+  const { teams, setTeams } = useTeams();
+
+  const [searchParams, setSearchParams] = useState<URLSearchParams>(() =>
+    typeof window === "undefined" ? new URLSearchParams() : new URLSearchParams(window.location.search),
+  );
+  const { accessToken, userId, premiumUser, showSSOBanner } = useAuthorized();
+
+  return (
+    <AdminPanel
+      searchParams={searchParams}
+      accessToken={accessToken}
+      userID={userId}
+      setTeams={setTeams}
+      showSSOBanner={showSSOBanner}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default AdminSettings;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx
new file mode 100644
index 00000000000..b13e3c42f9e
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import Settings from "@/components/settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const LoggingAndAlertsPage = () => {
+  const { accessToken, userRole, userId, premiumUser } = useAuthorized();
+
+  return <Settings accessToken={accessToken} userRole={userRole} userID={userId} premiumUser={premiumUser} />;
+};
+
+export default LoggingAndAlertsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx
new file mode 100644
index 00000000000..2b5463cd81f
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import GeneralSettings from "@/components/general_settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const RouterSettingsPage = () => {
+  const { accessToken, userRole, userId } = useAuthorized();
+
+  return <GeneralSettings accessToken={accessToken} userRole={userRole} userID={userId} modelData={{}} />;
+};
+
+export default RouterSettingsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx
new file mode 100644
index 00000000000..c6826cf11df
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import UIThemeSettings from "@/components/ui_theme_settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const UIThemePage = () => {
+  const { userId, userRole, accessToken } = useAuthorized();
+
+  return <UIThemeSettings userID={userId} userRole={userRole} accessToken={accessToken} />;
+};
+
+export default UIThemePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx
new file mode 100644
index 00000000000..42e6d250ee4
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx
@@ -0,0 +1,35 @@
+"use client";
+
+import Teams from "@/components/teams";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useEffect, useState } from "react";
+import { Organization } from "@/components/networking";
+import { fetchOrganizations } from "@/components/organizations";
+
+const TeamsPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+  const { teams, setTeams } = useTeams();
+  const [searchParams, setSearchParams] = useState<URLSearchParams>(() =>
+    typeof window === "undefined" ? new URLSearchParams() : new URLSearchParams(window.location.search),
+  );
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+
+  useEffect(() => {
+    fetchOrganizations(accessToken, setOrganizations).then(() => {});
+  }, [accessToken]);
+
+  return (
+    <Teams
+      teams={teams}
+      searchParams={searchParams}
+      accessToken={accessToken}
+      setTeams={setTeams}
+      userID={userId}
+      userRole={userRole}
+      organizations={organizations}
+    />
+  );
+};
+
+export default TeamsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx
new file mode 100644
index 00000000000..6324f3c5556
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx
@@ -0,0 +1,20 @@
+"use client";
+
+import ChatUI from "@/components/chat_ui/ChatUI";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const TestKeyPage = () => {
+  const { token, accessToken, userRole, userId, disabledPersonalKeyCreation } = useAuthorized();
+
+  return (
+    <ChatUI
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      disabledPersonalKeyCreation={disabledPersonalKeyCreation}
+    />
+  );
+};
+
+export default TestKeyPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx
new file mode 100644
index 00000000000..1bea7ac74a5
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx
@@ -0,0 +1,19 @@
+"use client";
+
+import { MCPServers } from "@/components/mcp_tools";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const MCPServersPage = () => {
+  const { accessToken, userRole, userId } = useAuthorized();
+
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <MCPServers accessToken={accessToken} userRole={userRole} userID={userId} />
+    </QueryClientProvider>
+  );
+};
+
+export default MCPServersPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx
new file mode 100644
index 00000000000..8516a0faa1a
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import VectorStoreManagement from "@/components/vector_store_management";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const VectorStoresPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+
+  return <VectorStoreManagement accessToken={accessToken} userID={userId} userRole={userRole} />;
+};
+
+export default VectorStoresPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
new file mode 100644
index 00000000000..e4b44e5a450
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
@@ -0,0 +1,22 @@
+"use client";
+
+import NewUsagePage from "@/components/new_usage";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+
+const UsagePage = () => {
+  const { accessToken, userRole, userId, premiumUser } = useAuthorized();
+  const { teams } = useTeams();
+
+  return (
+    <NewUsagePage
+      accessToken={accessToken}
+      userRole={userRole}
+      userID={userId}
+      teams={teams ?? []}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default UsagePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx
new file mode 100644
index 00000000000..7cf401873df
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx
@@ -0,0 +1,31 @@
+"use client";
+
+import ViewUserDashboard from "@/components/view_users";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useState } from "react";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const UsersPage = () => {
+  const { accessToken, userRole, userId, token } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  const { teams } = useTeams();
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <ViewUserDashboard
+        accessToken={accessToken}
+        token={token}
+        keys={keys}
+        userRole={userRole}
+        userID={userId}
+        teams={teams as any}
+        setKeys={setKeys}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default UsersPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx
new file mode 100644
index 00000000000..56f780b2962
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx
@@ -0,0 +1,52 @@
+"use client";
+
+import { useState } from "react";
+import useKeyList, { KeyResponse } from "@/components/key_team_helpers/key_list";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import UserDashboard from "@/components/user_dashboard";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { Organization } from "@/components/networking";
+
+const VirtualKeysPage = () => {
+  const { accessToken, userRole, userId, premiumUser, userEmail } = useAuthorized();
+  const { teams, setTeams } = useTeams();
+  const [createClicked, setCreateClicked] = useState<boolean>(false);
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+
+  const queryClient = new QueryClient();
+
+  const { keys, isLoading, error, pagination, refresh, setKeys } = useKeyList({
+    selectedKeyAlias: null,
+    currentOrg: null,
+    accessToken: accessToken || "",
+    createClicked,
+  });
+
+  const addKey = (data: any) => {
+    setKeys((prevData) => (prevData ? [...prevData, data] : [data]));
+    setCreateClicked(() => !createClicked);
+  };
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <UserDashboard
+        userID={userId}
+        userRole={userRole}
+        userEmail={userEmail}
+        teams={teams}
+        keys={keys}
+        setUserRole={() => {}}
+        setUserEmail={() => {}}
+        setTeams={setTeams}
+        setKeys={setKeys}
+        premiumUser={premiumUser}
+        organizations={organizations}
+        addKey={addKey}
+        createClicked={createClicked}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default VirtualKeysPage;
diff --git a/ui/litellm-dashboard/src/app/layout.tsx b/ui/litellm-dashboard/src/app/layout.tsx
index 95c485fe2f0..9b6c027a56c 100644
--- a/ui/litellm-dashboard/src/app/layout.tsx
+++ b/ui/litellm-dashboard/src/app/layout.tsx
@@ -1,6 +1,7 @@
 import type { Metadata } from "next";
 import { Inter } from "next/font/google";
 import "./globals.css";
+import { FeatureFlagsProvider } from "@/hooks/useFeatureFlags";
 
 const inter = Inter({ subsets: ["latin"] });
 
@@ -17,7 +18,12 @@ export default function RootLayout({
 }>) {
   return (
     <html lang="en">
-      <body className={inter.className}>{children}</body>
+
+        <body className={inter.className}>
+          <FeatureFlagsProvider>
+            {children}
+          </FeatureFlagsProvider>
+        </body>
     </html>
   );
 }
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 579e90e530c..cefa680fc82 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -23,7 +23,6 @@ import ModelHubTable from "@/components/model_hub_table";
 import NewUsagePage from "@/components/new_usage";
 import APIRef from "@/components/api_ref";
 import ChatUI from "@/components/chat_ui/ChatUI";
-import Sidebar from "@/components/leftnav";
 import Usage from "@/components/usage";
 import CacheDashboard from "@/components/cache_dashboard";
 import { getUiConfig, proxyBaseUrl, setGlobalLitellmHeaderName } from "@/components/networking";
@@ -39,10 +38,37 @@ import VectorStoreManagement from "@/components/vector_store_management";
 import UIThemeSettings from "@/components/ui_theme_settings";
 import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
 import { cx } from "@/lib/cva.config";
+import useFeatureFlags from "@/hooks/useFeatureFlags";
+import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider";
 
 function getCookie(name: string) {
-  const cookieValue = document.cookie.split("; ").find((row) => row.startsWith(name + "="));
-  return cookieValue ? cookieValue.split("=")[1] : null;
+  // Safer cookie read + decoding; handles '=' inside values
+  const match = document.cookie.split("; ").find((row) => row.startsWith(name + "="));
+  if (!match) return null;
+  const value = match.slice(name.length + 1);
+  try {
+    return decodeURIComponent(value);
+  } catch {
+    return value;
+  }
+}
+
+function deleteCookie(name: string, path = "/") {
+  // Best-effort client-side clear (works for non-HttpOnly cookies without Domain)
+  document.cookie = `${name}=; Max-Age=0; Path=${path}`;
+}
+
+function isJwtExpired(token: string): boolean {
+  try {
+    const decoded: any = jwtDecode(token);
+    if (decoded && typeof decoded.exp === "number") {
+      return decoded.exp * 1000 <= Date.now();
+    }
+    return false;
+  } catch {
+    // If we can't decode, treat as invalid/expired
+    return true;
+  }
 }
 
 function formatUserRole(userRole: string) {
@@ -115,6 +141,7 @@ export default function CreateKeyPage() {
   const [createClicked, setCreateClicked] = useState<boolean>(false);
   const [authLoading, setAuthLoading] = useState(true);
   const [userID, setUserID] = useState<string | null>(null);
+  const { refactoredUIFlag } = useFeatureFlags();
 
   const invitation_id = searchParams.get("invitation_id");
 
@@ -149,17 +176,42 @@ export default function CreateKeyPage() {
   const redirectToLogin = authLoading === false && token === null && invitation_id === null;
 
   useEffect(() => {
-    const token = getCookie("token");
-    getUiConfig().then((data) => {
-      // get the information for constructing the proxy base url, and then set the token and auth loading
-      setToken(token);
-      setAuthLoading(false);
-    });
+    let cancelled = false;
+
+    (async () => {
+      try {
+        await getUiConfig(); // ensures proxyBaseUrl etc. are ready
+      } catch {
+        // proceed regardless; we still need to decide auth state
+      }
+
+      if (cancelled) return;
+
+      const raw = getCookie("token");
+      const valid = raw && !isJwtExpired(raw) ? raw : null;
+
+      // If token exists but is invalid/expired, clear it so downstream code
+      // doesn't keep trying to use it and cause redirect spasms.
+      if (raw && !valid) {
+        deleteCookie("token", "/");
+      }
+
+      if (!cancelled) {
+        setToken(valid);
+        setAuthLoading(false);
+      }
+    })();
+
+    return () => {
+      cancelled = true;
+    };
   }, []);
 
   useEffect(() => {
     if (redirectToLogin) {
-      window.location.href = (proxyBaseUrl || "") + "/sso/key/generate";
+      // Replace instead of assigning to avoid back-button loops
+      const dest = (proxyBaseUrl || "") + "/sso/key/generate";
+      window.location.replace(dest);
     }
   }, [redirectToLogin]);
 
@@ -168,7 +220,23 @@ export default function CreateKeyPage() {
       return;
     }
 
-    const decoded = jwtDecode(token) as { [key: string]: any };
+    // Defensive: re-check expiry in case cookie changed after mount
+    if (isJwtExpired(token)) {
+      deleteCookie("token", "/");
+      setToken(null);
+      return;
+    }
+
+    let decoded: any = null;
+    try {
+      decoded = jwtDecode(token);
+    } catch {
+      // Malformed token → treat as unauthenticated
+      deleteCookie("token", "/");
+      setToken(null);
+      return;
+    }
+
     if (decoded) {
       // set accessToken
       setAccessToken(decoded.key);
@@ -258,13 +326,7 @@ export default function CreateKeyPage() {
               />
               <div className="flex flex-1 overflow-auto">
                 <div className="mt-2">
-                  <Sidebar
-                    accessToken={accessToken}
-                    setPage={updatePage}
-                    userRole={userRole}
-                    defaultSelectedKey={page}
-                    collapsed={sidebarCollapsed}
-                  />
+                  <SidebarProvider setPage={updatePage} defaultSelectedKey={page} sidebarCollapsed={sidebarCollapsed} />
                 </div>
 
                 {page == "api-keys" ? (
diff --git a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
index 94d6bad0ce0..2d11569ab95 100644
--- a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
@@ -566,6 +566,13 @@ const PROVIDER_CREDENTIAL_FIELDS: Record<Providers, ProviderCredentialField[]> =
       required: true,
     },
   ],
+  [Providers.Infinity]: [
+    {
+      key: "api_base",
+      label: "API Base",
+      placeholder: "http://localhost:7997",
+    },
+  ],
 };
 
 const ProviderSpecificFields: React.FC<ProviderSpecificFieldsProps> = ({ selectedProvider, uploadProps }) => {
diff --git a/ui/litellm-dashboard/src/components/admins.tsx b/ui/litellm-dashboard/src/components/admins.tsx
index 7c891c71dd0..88ec208cb4d 100644
--- a/ui/litellm-dashboard/src/components/admins.tsx
+++ b/ui/litellm-dashboard/src/components/admins.tsx
@@ -524,9 +524,7 @@ const AdminPanel: React.FC<AdminPanelProps> = ({
                   <Button
                     style={{ width: "150px" }}
                     onClick={() =>
-                      premiumUser === true
-                        ? setIsAddSSOModalVisible(true)
-                        : NotificationsManager.fromBackend("Only premium users can add SSO")
+                      setIsAddSSOModalVisible(true)
                     }
                   >
                     {ssoConfigured ? "Edit SSO Settings" : "Add SSO"}
diff --git a/ui/litellm-dashboard/src/components/model_group_alias_settings.tsx b/ui/litellm-dashboard/src/components/model_group_alias_settings.tsx
index c1638bc3242..c7aef9ad4fd 100644
--- a/ui/litellm-dashboard/src/components/model_group_alias_settings.tsx
+++ b/ui/litellm-dashboard/src/components/model_group_alias_settings.tsx
@@ -5,9 +5,11 @@ import { setCallbacksCall } from "./networking";
 import { Card, Title, Text, Table, TableHead, TableHeaderCell, TableBody, TableRow, TableCell } from "@tremor/react";
 import NotificationsManager from "./molecules/notifications_manager";
 
+type ModelGroupAliasValue = string | { model: string; hidden?: boolean };
+
 interface ModelGroupAliasSettingsProps {
   accessToken: string;
-  initialModelGroupAlias?: { [key: string]: string };
+  initialModelGroupAlias?: Record<string, ModelGroupAliasValue>;
   onAliasUpdate?: (updatedAlias: { [key: string]: string }) => void;
 }
 
@@ -28,11 +30,11 @@ const ModelGroupAliasSettings: React.FC<ModelGroupAliasSettingsProps> = ({
   const [isExpanded, setIsExpanded] = useState(true);
 
   useEffect(() => {
-    // Convert object to array for display
-    const aliasArray = Object.entries(initialModelGroupAlias).map(([aliasName, targetModelGroup], index) => ({
+    const aliasArray = Object.entries(initialModelGroupAlias).map(([aliasName, value], index) => ({
       id: `${index}-${aliasName}`,
       aliasName,
-      targetModelGroup,
+      // if object, use its model field; otherwise use the string
+      targetModelGroup: typeof value === "string" ? value : value?.model ?? "",
     }));
     setAliases(aliasArray);
   }, [initialModelGroupAlias]);
diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx
index 07642880570..37cb5a12284 100644
--- a/ui/litellm-dashboard/src/components/navbar.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.tsx
@@ -1,7 +1,7 @@
 import Link from "next/link";
 import React, { useState, useEffect } from "react";
 import type { MenuProps } from "antd";
-import { Dropdown, Tooltip } from "antd";
+import { Dropdown, Tooltip, Switch } from "antd";
 import { getProxyBaseUrl, Organization } from "@/components/networking";
 import { defaultOrg } from "@/components/common_components/default_org";
 import {
@@ -19,6 +19,7 @@ import { clearTokenCookies } from "@/utils/cookieUtils";
 import { fetchProxySettings } from "@/utils/proxyUtils";
 import { useTheme } from "@/contexts/ThemeContext";
 import { clearMCPAuthTokens } from "./mcp_tools/mcp_auth_storage";
+import useFeatureFlags from "@/hooks/useFeatureFlags";
 
 interface NavbarProps {
   userID: string | null;
@@ -43,11 +44,12 @@ const Navbar: React.FC<NavbarProps> = ({
   accessToken,
   isPublicPage = false,
   sidebarCollapsed = false,
-  onToggleSidebar,
+  onToggleSidebar
 }) => {
   const baseUrl = getProxyBaseUrl();
   const [logoutUrl, setLogoutUrl] = useState("");
   const { logoUrl } = useTheme();
+  const { refactoredUIFlag, setRefactoredUIFlag } = useFeatureFlags();
 
   // Simple logo URL: use custom logo if available, otherwise default
   const imageUrl = logoUrl || `${baseUrl}/get_image`;
@@ -79,6 +81,8 @@ const Navbar: React.FC<NavbarProps> = ({
   const userItems: MenuProps["items"] = [
     {
       key: "user-info",
+      // Prevent dropdown from closing when interacting with the toggle
+      onClick: (info) => info.domEvent?.stopPropagation(),
       label: (
         <div className="px-3 py-3 border-b border-gray-100">
           <div className="flex items-center justify-between mb-3">
@@ -115,6 +119,18 @@ const Navbar: React.FC<NavbarProps> = ({
                 {userEmail || "Unknown"}
               </span>
             </div>
+
+            {/* NEW: Feature flag label + toggle below the email field */}
+            <div className="flex items-center text-sm pt-2 mt-2 border-t border-gray-100">
+              <span className="text-gray-500 text-xs">Refactored UI</span>
+              <Switch
+                className="ml-auto"
+                size="small"
+                checked={refactoredUIFlag}
+                onChange={(checked) => setRefactoredUIFlag(checked)}
+                aria-label="Toggle refactored UI feature flag"
+              />
+            </div>
           </div>
         </div>
       ),
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 5eb0eb0ad6e..0316c25363c 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -34,18 +34,34 @@ if (isLocal != true) {
   console.log = function () {};
 }
 
+const getWindowLocation = () => {
+  if (typeof window === "undefined") {
+    return null;
+  }
+  return window.location;
+};
+
 const updateProxyBaseUrl = (serverRootPath: string, receivedProxyBaseUrl: string | null = null) => {
   /**
    * Special function for updating the proxy base url. Should only be called by getUiConfig.
    */
-  const defaultProxyBaseUrl = isLocal ? "http://localhost:4000" : window.location.origin;
-  let initialProxyBaseUrl = receivedProxyBaseUrl || defaultProxyBaseUrl;
+  const browserLocation = getWindowLocation();
+  const resolvedDefaultProxyBaseUrl = isLocal ? "http://localhost:4000" : browserLocation?.origin ?? null;
+  let initialProxyBaseUrl = receivedProxyBaseUrl || resolvedDefaultProxyBaseUrl;
   console.log("proxyBaseUrl:", proxyBaseUrl);
   console.log("serverRootPath:", serverRootPath);
+
+  if (!initialProxyBaseUrl) {
+    proxyBaseUrl = proxyBaseUrl ?? null;
+    console.log("Updated proxyBaseUrl:", proxyBaseUrl);
+    return;
+  }
+
   if (serverRootPath.length > 0 && !initialProxyBaseUrl.endsWith(serverRootPath) && serverRootPath != "/") {
     initialProxyBaseUrl += serverRootPath;
-    proxyBaseUrl = initialProxyBaseUrl;
   }
+
+  proxyBaseUrl = initialProxyBaseUrl;
   console.log("Updated proxyBaseUrl:", proxyBaseUrl);
 };
 
@@ -54,7 +70,11 @@ const updateServerRootPath = (receivedServerRootPath: string) => {
 };
 
 export const getProxyBaseUrl = (): string => {
-  return proxyBaseUrl ? proxyBaseUrl : window.location.origin;
+  if (proxyBaseUrl) {
+    return proxyBaseUrl;
+  }
+  const browserLocation = getWindowLocation();
+  return browserLocation?.origin ?? "";
 };
 
 const HTTP_REQUEST = {
@@ -159,7 +179,10 @@ const handleError = async (errorData: string) => {
       NotificationsManager.info("UI Session Expired. Logging out.");
       lastErrorTime = currentTime;
       clearTokenCookies();
-      window.location.href = window.location.pathname;
+      const browserLocation = getWindowLocation();
+      if (browserLocation) {
+        window.location.href = browserLocation.pathname;
+      }
     }
     lastErrorTime = currentTime;
   } else {
diff --git a/ui/litellm-dashboard/src/components/object_permissions_view.tsx b/ui/litellm-dashboard/src/components/object_permissions_view.tsx
index d689916e813..77727e06602 100644
--- a/ui/litellm-dashboard/src/components/object_permissions_view.tsx
+++ b/ui/litellm-dashboard/src/components/object_permissions_view.tsx
@@ -7,6 +7,7 @@ interface ObjectPermission {
   object_permission_id: string;
   mcp_servers: string[];
   mcp_access_groups?: string[];
+  mcp_tool_permissions?: Record<string, string[]>;
   vector_stores: string[];
 }
 
@@ -26,11 +27,17 @@ export function ObjectPermissionsView({
   const vectorStores = objectPermission?.vector_stores || [];
   const mcpServers = objectPermission?.mcp_servers || [];
   const mcpAccessGroups = objectPermission?.mcp_access_groups || [];
+  const mcpToolPermissions = objectPermission?.mcp_tool_permissions || {};
 
   const content = (
     <div className={variant === "card" ? "grid grid-cols-1 md:grid-cols-2 gap-6" : "space-y-4"}>
       <VectorStorePermissions vectorStores={vectorStores} accessToken={accessToken} />
-      <MCPServerPermissions mcpServers={mcpServers} mcpAccessGroups={mcpAccessGroups} accessToken={accessToken} />
+      <MCPServerPermissions 
+        mcpServers={mcpServers} 
+        mcpAccessGroups={mcpAccessGroups} 
+        mcpToolPermissions={mcpToolPermissions}
+        accessToken={accessToken} 
+      />
     </div>
   );
 
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index 7a040c141b5..b04d2e93aa1 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -132,6 +132,13 @@ export const fetchUserModels = async (
   }
 };
 
+/**
+ * ─────────────────────────────────────────────────────────────────────────
+ * @deprecated
+ * This component is being DEPRECATED in favor of src/app/(dashboard)/virtual-keys/components/CreateKey.tsx
+ * Please contribute to the new refactor.
+ * ─────────────────────────────────────────────────────────────────────────
+ */
 const CreateKey: React.FC<CreateKeyProps> = ({
   userID,
   team,
diff --git a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx
new file mode 100644
index 00000000000..ab5610850de
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx
@@ -0,0 +1,360 @@
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import MCPServerPermissions from "./MCPServerPermissions";
+import * as networking from "../networking";
+
+vi.mock("../networking");
+
+describe("MCPServerPermissions", () => {
+  const mockAccessToken = "test-token";
+  const mockServerId1 = "3e64bed6-57e1-4247-ad5a-4b1a47ae6583";
+  const mockServerId2 = "server-456";
+  const mockServerName1 = "DW_MCP";
+  const mockServerName2 = "Test Server";
+
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("should display MCP servers with their aliases and IDs", async () => {
+    /**
+     * Tests that MCP servers are displayed with their correct aliases and truncated IDs.
+     * This verifies the basic rendering of server information.
+     */
+    const mockServers = [
+      {
+        server_id: mockServerId1,
+        server_name: mockServerName1,
+        alias: mockServerName1,
+      },
+      {
+        server_id: mockServerId2,
+        server_name: mockServerName2,
+        alias: mockServerName2,
+      },
+    ];
+
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue(mockServers);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1, mockServerId2]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for servers to load and display
+    await waitFor(() => {
+      expect(screen.getByText(/DW_MCP/)).toBeInTheDocument();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText(/Test Server/)).toBeInTheDocument();
+    });
+
+    // Verify the count badge shows correct number
+    expect(screen.getByText("2")).toBeInTheDocument();
+
+    // Verify API was called
+    expect(networking.fetchMCPServers).toHaveBeenCalledWith(mockAccessToken);
+  });
+
+  it("should display expandable tool permissions for servers when they exist", async () => {
+    /**
+     * Tests that tool permissions can be expanded/collapsed by clicking the server row
+     * and that the tool count is displayed correctly.
+     */
+    const mockServers = [
+      {
+        server_id: mockServerId1,
+        server_name: mockServerName1,
+        alias: mockServerName1,
+      },
+    ];
+
+    const mockToolPermissions = {
+      [mockServerId1]: ["read_wiki_structure", "read_wiki_contents", "ask_question"],
+    };
+
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue(mockServers);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={mockToolPermissions}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for server to load
+    await waitFor(() => {
+      expect(screen.getByText(/DW_MCP/)).toBeInTheDocument();
+    });
+
+    // Verify tool count is shown
+    expect(screen.getByText("3")).toBeInTheDocument();
+    expect(screen.getByText("tools")).toBeInTheDocument();
+
+    // Tools should NOT be visible initially (collapsed state)
+    expect(screen.queryByText("read_wiki_structure")).not.toBeInTheDocument();
+    expect(screen.queryByText("read_wiki_contents")).not.toBeInTheDocument();
+    expect(screen.queryByText("ask_question")).not.toBeInTheDocument();
+
+    // Click the server row to expand
+    const serverRow = screen.getByText(/DW_MCP/).closest("div");
+    await userEvent.click(serverRow!);
+
+    // Now tools should be visible
+    await waitFor(() => {
+      expect(screen.getByText("read_wiki_structure")).toBeInTheDocument();
+      expect(screen.getByText("read_wiki_contents")).toBeInTheDocument();
+      expect(screen.getByText("ask_question")).toBeInTheDocument();
+    });
+
+    // Click the server row again to collapse
+    await userEvent.click(serverRow!);
+
+    // Tools should be hidden again
+    await waitFor(() => {
+      expect(screen.queryByText("read_wiki_structure")).not.toBeInTheDocument();
+    });
+  });
+
+  it("should not display tool permissions section when no tools are configured", async () => {
+    /**
+     * Tests that the tool permissions section is not shown when
+     * mcp_tool_permissions is empty or not provided for a server.
+     */
+    const mockServers = [
+      {
+        server_id: mockServerId1,
+        server_name: mockServerName1,
+        alias: mockServerName1,
+      },
+    ];
+
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue(mockServers);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for server to load
+    await waitFor(() => {
+      expect(screen.getByText(/DW_MCP/)).toBeInTheDocument();
+    });
+
+    // Verify no tool count is shown (since there are no tools)
+    expect(screen.queryByText(/tool/)).not.toBeInTheDocument();
+  });
+
+  it("should display access groups correctly", async () => {
+    /**
+     * Tests that access groups are displayed with the correct styling
+     * and indicator badges.
+     */
+    const mockAccessGroups = ["production-group", "development-group"];
+
+    vi.mocked(networking.fetchMCPAccessGroups).mockResolvedValue(mockAccessGroups);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[]}
+        mcpAccessGroups={mockAccessGroups}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for access groups to load
+    await waitFor(() => {
+      expect(screen.getByText("production-group")).toBeInTheDocument();
+    });
+
+    expect(screen.getByText("development-group")).toBeInTheDocument();
+    expect(screen.getAllByText("Group")).toHaveLength(2);
+
+    // Verify the count badge shows correct number
+    expect(screen.getByText("2")).toBeInTheDocument();
+  });
+
+  it("should display both servers and access groups together", async () => {
+    /**
+     * Tests that both MCP servers and access groups can be displayed
+     * simultaneously in the same component.
+     */
+    const mockServers = [
+      {
+        server_id: mockServerId1,
+        server_name: mockServerName1,
+        alias: mockServerName1,
+      },
+    ];
+
+    const mockAccessGroups = ["production-group"];
+
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue(mockServers);
+    vi.mocked(networking.fetchMCPAccessGroups).mockResolvedValue(mockAccessGroups);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1]}
+        mcpAccessGroups={mockAccessGroups}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for both to load
+    await waitFor(() => {
+      expect(screen.getByText(/DW_MCP/)).toBeInTheDocument();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("production-group")).toBeInTheDocument();
+    });
+
+    // Verify total count is 2 (1 server + 1 access group)
+    expect(screen.getByText("2")).toBeInTheDocument();
+  });
+
+  it("should display empty state when no servers or access groups are configured", () => {
+    /**
+     * Tests that the empty state message is shown when there are no
+     * MCP servers or access groups to display.
+     */
+    render(
+      <MCPServerPermissions
+        mcpServers={[]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Verify empty state message
+    expect(screen.getByText("No MCP servers or access groups configured")).toBeInTheDocument();
+
+    // Verify count badge shows 0
+    expect(screen.getByText("0")).toBeInTheDocument();
+  });
+
+  it("should handle multiple servers with different tool permissions", async () => {
+    /**
+     * Tests that multiple servers can each have their own tool permissions
+     * displayed correctly without mixing them up.
+     */
+    const mockServers = [
+      {
+        server_id: mockServerId1,
+        server_name: mockServerName1,
+        alias: mockServerName1,
+      },
+      {
+        server_id: mockServerId2,
+        server_name: mockServerName2,
+        alias: mockServerName2,
+      },
+    ];
+
+    const mockToolPermissions = {
+      [mockServerId1]: ["read_wiki_structure", "read_wiki_contents"],
+      [mockServerId2]: ["ask_question"],
+    };
+
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue(mockServers);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1, mockServerId2]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={mockToolPermissions}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Wait for servers to load
+    await waitFor(() => {
+      expect(screen.getByText(/DW_MCP/)).toBeInTheDocument();
+      expect(screen.getByText(/Test Server/)).toBeInTheDocument();
+    });
+
+    // Verify both servers show tool counts
+    // Server 1 has 2 tools, Server 2 has 1 tool
+    const toolCounts = screen.getAllByText(/^\d+$/);
+    const toolLabels = screen.getAllByText(/^tools?$/i);
+    expect(toolCounts.length).toBeGreaterThan(0);
+    expect(toolLabels.length).toBeGreaterThan(0);
+
+    // Expand both servers by clicking their rows
+    const server1Row = screen.getByText(/DW_MCP/).closest("div");
+    const server2Row = screen.getByText(/Test Server/).closest("div");
+    
+    await userEvent.click(server1Row!); // Expand server 1
+    await userEvent.click(server2Row!); // Expand server 2
+
+    // Verify server 1 tools are now visible
+    await waitFor(() => {
+      expect(screen.getByText("read_wiki_structure")).toBeInTheDocument();
+      expect(screen.getByText("read_wiki_contents")).toBeInTheDocument();
+    });
+
+    // Verify server 2 tools are now visible
+    expect(screen.getByText("ask_question")).toBeInTheDocument();
+  });
+
+  it("should handle API errors gracefully", async () => {
+    /**
+     * Tests that the component doesn't crash when API calls fail
+     * and falls back to showing server IDs instead of names.
+     */
+    vi.mocked(networking.fetchMCPServers).mockRejectedValue(
+      new Error("Failed to fetch servers")
+    );
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        accessToken={mockAccessToken}
+      />
+    );
+
+    // Should still render with server ID (fallback)
+    await waitFor(() => {
+      expect(screen.getByText(mockServerId1)).toBeInTheDocument();
+    });
+
+    // Verify error was logged
+    expect(networking.fetchMCPServers).toHaveBeenCalledWith(mockAccessToken);
+  });
+
+  it("should not fetch server details when accessToken is not provided", () => {
+    /**
+     * Tests that the component doesn't attempt to fetch server details
+     * when no access token is provided.
+     */
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId1]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        accessToken={null}
+      />
+    );
+
+    // API should not be called without token
+    expect(networking.fetchMCPServers).not.toHaveBeenCalled();
+  });
+});
+
diff --git a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
index 29b02c12b93..962fc00670a 100644
--- a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
+++ b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
@@ -1,6 +1,6 @@
 import React, { useState, useEffect } from "react";
 import { Text, Badge } from "@tremor/react";
-import { ServerIcon } from "@heroicons/react/outline";
+import { ServerIcon, ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
 import { Tooltip } from "antd";
 import { fetchMCPServers } from "../networking";
 import { MCPServer } from "../mcp_tools/types";
@@ -8,12 +8,31 @@ import { MCPServer } from "../mcp_tools/types";
 interface MCPServerPermissionsProps {
   mcpServers: string[];
   mcpAccessGroups?: string[];
+  mcpToolPermissions?: Record<string, string[]>;
   accessToken?: string | null;
 }
 
-export function MCPServerPermissions({ mcpServers, mcpAccessGroups = [], accessToken }: MCPServerPermissionsProps) {
+export function MCPServerPermissions({ 
+  mcpServers, 
+  mcpAccessGroups = [], 
+  mcpToolPermissions = {},
+  accessToken 
+}: MCPServerPermissionsProps) {
   const [mcpServerDetails, setMCPServerDetails] = useState<MCPServer[]>([]);
   const [accessGroupNames, setAccessGroupNames] = useState<string[]>([]);
+  const [expandedServers, setExpandedServers] = useState<Set<string>>(new Set());
+
+  const toggleServerExpansion = (serverId: string) => {
+    setExpandedServers((prev) => {
+      const newSet = new Set(prev);
+      if (newSet.has(serverId)) {
+        newSet.delete(serverId);
+      } else {
+        newSet.add(serverId);
+      }
+      return newSet;
+    });
+  };
 
   // Fetch MCP server details when component mounts
   useEffect(() => {
@@ -74,32 +93,80 @@ export function MCPServerPermissions({ mcpServers, mcpAccessGroups = [], accessT
   return (
     <div className="space-y-3">
       <div className="flex items-center gap-2">
-        <ServerIcon className="h-4 w-4 text-gray-600" />
+        <ServerIcon className="h-4 w-4 text-blue-600" />
         <Text className="font-semibold text-gray-900">MCP Servers</Text>
-        <Badge color="gray" size="xs">
+        <Badge color="blue" size="xs">
           {totalCount}
         </Badge>
       </div>
+      
       {totalCount > 0 ? (
-        <div className="flex flex-wrap gap-2">
-          {mergedItems.map((item, index) =>
-            item.type === "server" ? (
-              <Tooltip key={index} title={`Full ID: ${item.value}`} placement="top">
-                <div className="inline-flex items-center px-3 py-1.5 rounded-lg bg-blue-50 border border-blue-200 text-blue-800 text-sm font-medium cursor-help">
-                  {getMCPServerDisplayName(item.value)}
+        <div className="max-h-[400px] overflow-y-auto space-y-2 pr-1">
+          {mergedItems.map((item, index) => {
+            const toolsForServer = item.type === "server" ? mcpToolPermissions[item.value] : undefined;
+            const hasToolRestrictions = toolsForServer && toolsForServer.length > 0;
+            const isExpanded = expandedServers.has(item.value);
+            
+            return (
+              <div key={index} className="space-y-2">
+                <div 
+                  onClick={() => hasToolRestrictions && toggleServerExpansion(item.value)}
+                  className={`flex items-center gap-3 py-2 px-3 rounded-lg border border-gray-200 transition-all ${
+                    hasToolRestrictions 
+                      ? 'cursor-pointer hover:bg-gray-50 hover:border-gray-300' 
+                      : 'bg-white'
+                  }`}
+                >
+                  <div className="flex items-center gap-2 flex-1 min-w-0">
+                    {item.type === "server" ? (
+                      <Tooltip title={`Full ID: ${item.value}`} placement="top">
+                        <div className="inline-flex items-center gap-2 min-w-0">
+                          <span className="inline-block w-1.5 h-1.5 bg-blue-500 rounded-full flex-shrink-0"></span>
+                          <span className="text-sm font-medium text-gray-900 truncate">{getMCPServerDisplayName(item.value)}</span>
+                        </div>
+                      </Tooltip>
+                    ) : (
+                      <div className="inline-flex items-center gap-2 min-w-0">
+                        <span className="inline-block w-1.5 h-1.5 bg-green-500 rounded-full flex-shrink-0"></span>
+                        <span className="text-sm font-medium text-gray-900 truncate">{getAccessGroupDisplayName(item.value)}</span>
+                        <span className="ml-1 px-1.5 py-0.5 text-[9px] font-semibold text-green-600 bg-green-50 border border-green-200 rounded uppercase tracking-wide flex-shrink-0">
+                          Group
+                        </span>
+                      </div>
+                    )}
+                  </div>
+                  
+                  {hasToolRestrictions && (
+                    <div className="flex items-center gap-1 flex-shrink-0 whitespace-nowrap">
+                      <span className="text-xs font-medium text-gray-600">{toolsForServer.length}</span>
+                      <span className="text-xs text-gray-500">{toolsForServer.length === 1 ? "tool" : "tools"}</span>
+                      {isExpanded ? (
+                        <ChevronDownIcon className="h-3.5 w-3.5 text-gray-400 ml-0.5" />
+                      ) : (
+                        <ChevronRightIcon className="h-3.5 w-3.5 text-gray-400 ml-0.5" />
+                      )}
+                    </div>
+                  )}
                 </div>
-              </Tooltip>
-            ) : (
-              <div
-                key={index}
-                className="inline-flex items-center px-3 py-1.5 rounded-lg bg-green-50 border border-green-200 text-green-800 text-sm font-medium"
-              >
-                <span className="inline-block w-2 h-2 bg-green-500 rounded-full mr-2"></span>
-                {getAccessGroupDisplayName(item.value)}{" "}
-                <span className="ml-1 text-xs text-green-500">(Access Group)</span>
+                
+                {/* Show tool permissions if expanded */}
+                {hasToolRestrictions && isExpanded && (
+                  <div className="ml-4 pl-4 border-l-2 border-blue-200 pb-1">
+                    <div className="flex flex-wrap gap-1.5">
+                      {toolsForServer.map((tool, toolIndex) => (
+                        <span
+                          key={toolIndex}
+                          className="inline-flex items-center px-2.5 py-1 rounded-lg bg-blue-50 border border-blue-200 text-blue-800 text-xs font-medium"
+                        >
+                          {tool}
+                        </span>
+                      ))}
+                    </div>
+                  </div>
+                )}
               </div>
-            ),
-          )}
+            );
+          })}
         </div>
       ) : (
         <div className="flex items-center gap-2 px-3 py-2 rounded-lg bg-gray-50 border border-gray-200">
diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
index 35c1d2b6b9d..a6a67fb1cfa 100644
--- a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
@@ -23,6 +23,7 @@ export enum Providers {
   GradientAI = "GradientAI",
   Groq = "Groq",
   Hosted_Vllm = "vllm",
+  Infinity = "Infinity",
   JinaAI = "Jina AI",
   MistralAI = "Mistral AI",
   Ollama = "Ollama",
@@ -82,6 +83,7 @@ export const provider_map: Record<string, string> = {
   VolcEngine: "volcengine",
   DeepInfra: "deepinfra",
   Hosted_Vllm: "hosted_vllm",
+  Infinity: "infinity",
 };
 
 const asset_logos_folder = "/ui/assets/logos/";
@@ -103,6 +105,7 @@ export const providerLogoMap: Record<string, string> = {
   [Providers.Groq]: `${asset_logos_folder}groq.svg`,
   [Providers.Google_AI_Studio]: `${asset_logos_folder}google.svg`,
   [Providers.Hosted_Vllm]: `${asset_logos_folder}vllm.png`,
+  [Providers.Infinity]: `${asset_logos_folder}infinity.png`,
   [Providers.MistralAI]: `${asset_logos_folder}mistral.svg`,
   [Providers.Ollama]: `${asset_logos_folder}ollama.svg`,
   [Providers.OpenAI]: `${asset_logos_folder}openai_small.svg`,
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 9f938b9bf2a..e6ae7e6639e 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -47,6 +47,13 @@ interface KeyInfoViewProps {
   backButtonText?: string;
 }
 
+/**
+ * ─────────────────────────────────────────────────────────────────────────
+ * @deprecated
+ * This component is being DEPRECATED in favor of src/app/(dashboard)/virtual-keys/components/KeyInfoView.tsx
+ * Please contribute to the new refactor.
+ * ─────────────────────────────────────────────────────────────────────────
+ */
 export default function KeyInfoView({
   keyId,
   onClose,
diff --git a/ui/litellm-dashboard/src/components/templates/view_key_table.tsx b/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
index bad8bdb9833..86903d55530 100644
--- a/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
@@ -90,7 +90,7 @@ interface ViewKeyTableProps {
   selectedTeam: Team | null;
   setSelectedTeam: React.Dispatch<React.SetStateAction<any | null>>;
   data: KeyResponse[] | null;
-  setData: React.Dispatch<React.SetStateAction<any[] | null>>;
+  setData: (keys: KeyResponse[]) => void;
   teams: Team[] | null;
   premiumUser: boolean;
   currentOrg: Organization | null;
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index b6470e49521..4d98b37a8f8 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -20,11 +20,12 @@ import ViewUserTeam from "./view_user_team";
 import DashboardTeam from "./dashboard_default_team";
 import Onboarding from "../app/onboarding/page";
 import { useSearchParams, useRouter } from "next/navigation";
-import { Team } from "./key_team_helpers/key_list";
+import { KeyResponse, Team } from "./key_team_helpers/key_list";
 import { jwtDecode } from "jwt-decode";
 import { Typography } from "antd";
 import { clearTokenCookies } from "@/utils/cookieUtils";
 import { clearMCPAuthTokens } from "./mcp_tools/mcp_auth_storage";
+import { Setter } from "@/types";
 
 export interface ProxySettings {
   PROXY_BASE_URL: string | null;
@@ -56,7 +57,7 @@ interface UserDashboardProps {
   setUserRole: React.Dispatch<React.SetStateAction<string>>;
   setUserEmail: React.Dispatch<React.SetStateAction<string | null>>;
   setTeams: React.Dispatch<React.SetStateAction<Team[] | null>>;
-  setKeys: React.Dispatch<React.SetStateAction<Object[] | null>>;
+  setKeys: (keys: KeyResponse[]) => void;
   premiumUser: boolean;
   organizations: Organization[] | null;
   addKey: (data: any) => void;
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index 19479ce21a9..7fcb7f54b82 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -30,6 +30,8 @@ import { updateExistingKeys } from "@/utils/dataUtils";
 import { useDebouncedState } from "@tanstack/react-pacer/debouncer";
 import { isAdminRole } from "@/utils/roles";
 import NotificationsManager from "./molecules/notifications_manager";
+import { Setter } from "@/types";
+import { KeyResponse } from "@/components/key_team_helpers/key_list";
 
 interface ViewUserDashboardProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx b/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx
new file mode 100644
index 00000000000..d3d676d2d21
--- /dev/null
+++ b/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx
@@ -0,0 +1,112 @@
+"use client";
+
+const getBasePath = () => {
+  const raw = process.env.NEXT_PUBLIC_BASE_URL ?? "";
+  const trimmed = raw.replace(/^\/+|\/+$/g, ""); // strip leading/trailing slashes
+  return trimmed ? `/${trimmed}/` : "/"; // ensure trailing slash
+};
+
+import React, { createContext, useContext, useEffect, useState } from "react";
+import { useRouter } from "next/navigation"; // ⟵ add this
+
+type Flags = {
+  refactoredUIFlag: boolean;
+  setRefactoredUIFlag: (v: boolean) => void;
+};
+
+const STORAGE_KEY = "feature.refactoredUIFlag";
+
+const FeatureFlagsCtx = createContext<Flags | null>(null);
+
+/** Safely read the flag from localStorage. If anything goes wrong, reset to false. */
+function readFlagSafely(): boolean {
+  try {
+    const raw = localStorage.getItem(STORAGE_KEY);
+    if (raw === null) {
+      localStorage.setItem(STORAGE_KEY, "false");
+      return false;
+    }
+
+    const v = raw.trim().toLowerCase();
+    if (v === "true" || v === "1") return true;
+    if (v === "false" || v === "0") return false;
+
+    // Last chance: try JSON.parse in case something odd was stored.
+    const parsed = JSON.parse(raw);
+    if (typeof parsed === "boolean") return parsed;
+
+    // Malformed → reset to false
+    localStorage.setItem(STORAGE_KEY, "false");
+    return false;
+  } catch {
+    // If even accessing localStorage throws, best effort reset then default to false
+    try {
+      localStorage.setItem(STORAGE_KEY, "false");
+    } catch {}
+    return false;
+  }
+}
+
+function writeFlagSafely(v: boolean) {
+  try {
+    localStorage.setItem(STORAGE_KEY, String(v));
+  } catch {
+    // Ignore write errors; state will still reflect the intended value.
+  }
+}
+
+export const FeatureFlagsProvider = ({ children }: { children: React.ReactNode }) => {
+  const router = useRouter(); // ⟵ add this
+
+  // Lazy init reads from localStorage only on the client
+  const [refactoredUIFlag, setRefactoredUIFlagState] = useState<boolean>(() => readFlagSafely());
+
+  const setRefactoredUIFlag = (v: boolean) => {
+    setRefactoredUIFlagState(v);
+    writeFlagSafely(v);
+  };
+
+  // Keep this flag in sync across tabs/windows.
+  useEffect(() => {
+    const onStorage = (e: StorageEvent) => {
+      if (e.key === STORAGE_KEY && e.newValue != null) {
+        const next = e.newValue.trim().toLowerCase();
+        setRefactoredUIFlagState(next === "true" || next === "1");
+      }
+      // If the key was cleared elsewhere, self-heal to false.
+      if (e.key === STORAGE_KEY && e.newValue === null) {
+        writeFlagSafely(false);
+        setRefactoredUIFlagState(false);
+      }
+    };
+    window.addEventListener("storage", onStorage);
+    return () => window.removeEventListener("storage", onStorage);
+  }, []);
+
+  // Redirect to base path the moment the flag is OFF.
+  useEffect(() => {
+    if (refactoredUIFlag) return; // only act when turned off
+
+    const base = getBasePath();
+    const normalize = (p: string) => (p.endsWith("/") ? p : p + "/");
+    const current = normalize(window.location.pathname);
+
+    // Avoid a redirect loop if we're already at the base path.
+    if (current !== base) {
+      // Replace so the "off" redirect doesn't pollute history.
+      router.replace(base);
+    }
+  }, [refactoredUIFlag, router]);
+
+  return (
+    <FeatureFlagsCtx.Provider value={{ refactoredUIFlag, setRefactoredUIFlag }}>{children}</FeatureFlagsCtx.Provider>
+  );
+};
+
+const useFeatureFlags = () => {
+  const ctx = useContext(FeatureFlagsCtx);
+  if (!ctx) throw new Error("useFeatureFlags must be used within FeatureFlagsProvider");
+  return ctx;
+};
+
+export default useFeatureFlags;
diff --git a/ui/litellm-dashboard/src/utils/cookieUtils.ts b/ui/litellm-dashboard/src/utils/cookieUtils.ts
index 2cc9ef61ebd..23682fd6e81 100644
--- a/ui/litellm-dashboard/src/utils/cookieUtils.ts
+++ b/ui/litellm-dashboard/src/utils/cookieUtils.ts
@@ -6,6 +6,10 @@
  * Clears the token cookie from both root and /ui paths
  */
 export function clearTokenCookies() {
+  if (typeof window === "undefined" || typeof document === "undefined") {
+    return;
+  }
+
   // Get the current domain
   const domain = window.location.hostname;
 
@@ -37,6 +41,7 @@ export function clearTokenCookies() {
  * @returns The cookie value or null if not found
  */
 export function getCookie(name: string) {
+  if (typeof document === "undefined") return null;
   const cookieValue = document.cookie.split("; ").find((row) => row.startsWith(name + "="));
   return cookieValue ? cookieValue.split("=")[1] : null;
 }
diff --git a/ui/litellm-dashboard/src/utils/roles.ts b/ui/litellm-dashboard/src/utils/roles.ts
index aafeb010beb..f542da105f5 100644
--- a/ui/litellm-dashboard/src/utils/roles.ts
+++ b/ui/litellm-dashboard/src/utils/roles.ts
@@ -5,7 +5,7 @@ export const all_admin_roles = [...old_admin_roles, ...v2_admin_role_names];
 
 export const internalUserRoles = ["Internal User", "Internal Viewer"];
 export const rolesAllowedToSeeUsage = ["Admin", "Admin Viewer", "Internal User", "Internal Viewer"];
-export const rolesWithWriteAccess = ["Internal User", "Admin"];
+export const rolesWithWriteAccess = ["Internal User", "Admin", "proxy_admin"];
 
 // Helper function to check if a role is in all_admin_roles
 export const isAdminRole = (role: string): boolean => {
diff --git a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
new file mode 100644
index 00000000000..93e15312f63
--- /dev/null
+++ b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
@@ -0,0 +1,195 @@
+import React from "react";
+import { render, screen, waitFor } from "@testing-library/react";
+import { vi, describe, it, beforeEach, afterEach, expect } from "vitest";
+
+/** ----------------------------
+ * Hoisted helpers for mocks (required by Vitest)
+ * --------------------------- */
+const { stub, jwtDecodeMock } = vi.hoisted(() => {
+  const React = require("react");
+  const stub = (name: string) => () => React.createElement("div", { "data-testid": name });
+  return {
+    stub,
+    jwtDecodeMock: vi.fn(),
+  };
+});
+
+/** ----------------------------
+ * Mocks
+ * --------------------------- */
+
+// next/navigation: just return empty URLSearchParams (no invitation/page)
+vi.mock("next/navigation", () => ({
+  useSearchParams: () => new URLSearchParams(""),
+}));
+
+// Networking layer
+vi.mock("@/components/networking", () => {
+  return {
+    // Called on mount; we don't care about its contents, only that it resolves
+    getUiConfig: vi.fn().mockResolvedValue({}),
+    // Used to build the redirect URL
+    proxyBaseUrl: "https://example.com",
+    // Called when decoding a valid token
+    setGlobalLitellmHeaderName: vi.fn(),
+    Organization: {},
+  };
+});
+
+// jwt-decode: we’ll swap implementation per test via mockImplementation
+vi.mock("jwt-decode", () => ({
+  jwtDecode: (token: string) => jwtDecodeMock(token),
+}));
+
+// Super-light stubs for all heavy components so rendering doesn't explode
+vi.mock("@/components/navbar", () => ({ default: stub("navbar") }));
+vi.mock("@/components/user_dashboard", () => ({ default: stub("user-dashboard") }));
+vi.mock("@/components/templates/model_dashboard", () => ({ default: stub("model-dashboard") }));
+vi.mock("@/components/view_users", () => ({ default: stub("view-users") }));
+vi.mock("@/components/teams", () => ({ default: stub("teams") }));
+vi.mock("@/components/organizations", () => ({
+  default: stub("organizations"),
+  fetchOrganizations: vi.fn(), // consumed in effects
+}));
+vi.mock("@/components/admins", () => ({ default: stub("admin-panel") }));
+vi.mock("@/components/settings", () => ({ default: stub("settings") }));
+vi.mock("@/components/general_settings", () => ({ default: stub("general-settings") }));
+vi.mock("@/components/pass_through_settings", () => ({ default: stub("pass-through-settings") }));
+vi.mock("@/components/budgets/budget_panel", () => ({ default: stub("budget-panel") }));
+vi.mock("@/components/view_logs", () => ({ default: stub("spend-logs") }));
+vi.mock("@/components/model_hub_table", () => ({ default: stub("model-hub-table") }));
+vi.mock("@/components/new_usage", () => ({ default: stub("new-usage") }));
+vi.mock("@/components/api_ref", () => ({ default: stub("api-ref") }));
+vi.mock("@/components/chat_ui/ChatUI", () => ({ default: stub("chat-ui") }));
+vi.mock("@/components/leftnav", () => ({ default: stub("sidebar") }));
+vi.mock("@/components/usage", () => ({ default: stub("usage") }));
+vi.mock("@/components/cache_dashboard", () => ({ default: stub("cache-dashboard") }));
+vi.mock("@/components/guardrails", () => ({ default: stub("guardrails") }));
+vi.mock("@/components/prompts", () => ({ default: stub("prompts") }));
+vi.mock("@/components/transform_request", () => ({ default: stub("transform-request") }));
+vi.mock("@/components/mcp_tools", () => ({ MCPServers: stub("mcp-servers") }));
+vi.mock("@/components/tag_management", () => ({ default: stub("tag-management") }));
+vi.mock("@/components/vector_store_management", () => ({ default: stub("vector-stores") }));
+vi.mock("@/components/ui_theme_settings", () => ({ default: stub("ui-theme-settings") }));
+vi.mock("@/components/organisms/create_key_button", () => ({ fetchUserModels: vi.fn() }));
+vi.mock("@/components/common_components/fetch_teams", () => ({ fetchTeams: vi.fn() }));
+vi.mock("@/components/ui/ui-loading-spinner", () => ({
+  UiLoadingSpinner: stub("spinner"),
+}));
+vi.mock("@/contexts/ThemeContext", () => {
+  const React = require("react");
+  return {
+    ThemeProvider: ({ children }: any) => React.createElement(React.Fragment, null, children),
+  };
+});
+vi.mock("@/lib/cva.config", () => ({
+  cx: (...args: string[]) => args.join(" "),
+}));
+
+import CreateKeyPage from "@/app/page";
+
+/** ----------------------------
+ * Helpers
+ * --------------------------- */
+
+function setCookie(raw: string) {
+  // JSDOM allows simple string assignment to document.cookie
+  document.cookie = raw;
+}
+
+function clearAllCookies() {
+  // JSDOM doesn't give an API to clear; overwrite with empty string
+  // plus ensure we wipe known names used by this app.
+  document.cookie = "token=; Max-Age=0; Path=/";
+}
+
+const originalLocation = window.location;
+
+beforeEach(() => {
+  // Fresh module state & DOM
+  vi.clearAllMocks();
+  clearAllCookies();
+
+  // Make location.replace spy-able to validate redirect
+  delete (window as any).location;
+  // minimal location object with replace and assign stubs
+  (window as any).location = {
+    ...originalLocation,
+    href: "http://localhost/",
+    assign: vi.fn(),
+    replace: vi.fn(),
+  };
+});
+
+afterEach(() => {
+  // Restore location to avoid leaking across test envs
+  delete (window as any).location;
+  (window as any).location = originalLocation;
+});
+
+/** ----------------------------
+ * Tests
+ * --------------------------- */
+
+describe("CreateKeyPage auth behavior", () => {
+  it("redirects to SSO when cookie token is expired and clears it (no spasms)", async () => {
+    // Arrange: expired token in cookie
+    setCookie("token=expiredtoken");
+
+    // jwtDecode returns past exp → expired
+    jwtDecodeMock.mockImplementation((tok: string) => {
+      expect(tok).toBe("expiredtoken");
+      return { exp: Math.floor(Date.now() / 1000) - 60 }; // expired 60s ago
+    });
+
+    // Spy on cookie writes to ensure we clear with Max-Age=0
+    const cookieSetSpy = vi.spyOn(document, "cookie", "set");
+
+    // Act
+    render(<CreateKeyPage />);
+
+    // Assert: we eventually redirect to SSO login (single replace, not assign/href)
+    await waitFor(() => {
+      expect(window.location.replace).toHaveBeenCalledWith("https://example.com/sso/key/generate");
+    });
+
+    // And we attempted to clear the cookie (defensive deletion)
+    const wroteDeletion = cookieSetSpy.mock.calls.some(
+      (args) => typeof args[0] === "string" && args[0].includes("Max-Age=0") && args[0].startsWith("token="),
+    );
+    expect(wroteDeletion).toBe(true);
+  });
+
+  it("does NOT redirect when token is valid and renders the app chrome", async () => {
+    // Arrange: valid token in cookie
+    setCookie("token=validtoken");
+
+    // jwtDecode returns future exp and expected shape
+    jwtDecodeMock.mockImplementation((tok: string) => {
+      expect(tok).toBe("validtoken");
+      return {
+        exp: Math.floor(Date.now() / 1000) + 60 * 60, // 1h in the future
+        key: "accessKey-123",
+        user_role: "app_user",
+        user_email: "user@example.com",
+        login_method: "username_password",
+        premium_user: false,
+        auth_header_name: "x-litellm-auth",
+        user_id: "u_123",
+      };
+    });
+
+    // Act
+    render(<CreateKeyPage />);
+
+    // Assert: no redirect
+    await waitFor(() => {
+      expect(window.location.replace).not.toHaveBeenCalled();
+    });
+
+    // And some top-level UI appears (Navbar stub)
+    await waitFor(() => {
+      expect(screen.getByTestId("navbar")).toBeInTheDocument();
+    });
+  });
+});