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fix top level
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@ -1,5 +1,5 @@
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---
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title: "[PREVIEW] v1.80.7.rc.1 - New RAG API"
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title: "v1.80.7-stable - RAG API, Skills API, and Organization Usage"
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slug: "v1-80-7"
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date: 2025-11-27T10:00:00
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authors:
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@ -27,7 +27,7 @@ import TabItem from '@theme/TabItem';
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docker run \
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-e STORE_MODEL_IN_DB=True \
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-p 4000:4000 \
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ghcr.io/berriai/litellm:v1.80.7.rc.1
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ghcr.io/berriai/litellm:main-v1.80.7
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```
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</TabItem>
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@ -43,6 +43,16 @@ pip install litellm==1.80.7
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---
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## Key Highlights
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- **New RAG API** - Unified RAG API with support for Vertex AI RAG engine and OpenAI Vector Stores
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- **Claude Skills API** - Support for Anthropic's new Skills API with extended context and tool calling
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- **Organization Usage** - Filter and track usage analytics at the organization level
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- **Claude Opus 4.5** - Support for Anthropic's Claude Opus 4.5 via Anthropic, Bedrock, VertexAI
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- **Guardrails for Passthrough** - Guardrails support for pass-through endpoints
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- **Public AI Provider** - Support for publicai.co provider
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---
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### Organization Usage
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@ -59,4 +69,324 @@ Users can now filter usage statistics by organization, providing the same granul
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- View organization-level breakdowns alongside existing team and user-level filters
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- Consistent filtering experience across all usage and analytics views
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[PR #16560](https://github.com/BerriAI/litellm/pull/16560), [PR #17181](https://github.com/BerriAI/litellm/pull/17181)
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---
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## New Providers and Endpoints
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### New Providers
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| Provider | Supported Endpoints | Description |
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| -------- | ------------------- | ----------- |
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| [Public AI](../../docs/providers/publicai) | Chat completions | Support for publicai.co provider |
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### New LLM API Endpoints
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| Endpoint | Method | Description | Documentation |
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| -------- | ------ | ----------- | ------------- |
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| `/v1/skills` | POST | Anthropic Skills API for extended context tool calling | [Skills API](../../docs/skills) |
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| `/rag/ingest` | POST | Unified RAG API with Vertex AI RAG and Vector Stores | [RAG API](../../docs/rag_ingest) |
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---
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## New Models / Updated Models
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#### New Model Support
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| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
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| -------- | ----- | -------------- | ------------------- | -------------------- | -------- |
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| Anthropic | `claude-opus-4-5` | 200K | $15.00 | $75.00 | Chat, reasoning, vision, function calling |
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| Bedrock | `bedrock/anthropic.claude-opus-4-5-20250929-v1:0` | 200K | $15.00 | $75.00 | Chat, reasoning, vision, function calling |
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| OpenRouter | `openrouter/anthropic/claude-opus-4-5` | 200K | $15.00 | $75.00 | Chat, reasoning, vision, function calling |
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| Fireworks AI | `fireworks_ai/accounts/fireworks/models/glm-4p6` | Varies | Pricing varies | Pricing varies | Chat, function calling |
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| Gemini | `gemini-3-pro-image-preview` | Varies | Pricing varies | Pricing varies | Image generation with custom sizes |
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#### Features
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- **[Anthropic](../../docs/providers/anthropic)**
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- Add claude opus 4.5 model support - [PR #17043](https://github.com/BerriAI/litellm/pull/17043)
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- Add day 0 support for anthropic new Skills API features - [PR #17091](https://github.com/BerriAI/litellm/pull/17091)
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- **[Bedrock](../../docs/providers/bedrock)**
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- Fix bedrock claude opus 4.5 inference profile - only global currently - [PR #17101](https://github.com/BerriAI/litellm/pull/17101)
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- Add OpenAI compatible bedrock imported models (qwen etc) - [PR #17097](https://github.com/BerriAI/litellm/pull/17097)
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- Fix bedrock passthrough auth issue - [PR #16879](https://github.com/BerriAI/litellm/pull/16879)
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- Make Bedrock image generation more consistent - [PR #17021](https://github.com/BerriAI/litellm/pull/17021)
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- **[Azure](../../docs/providers/azure)**
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- Add support for azure anthropic models via chat completion - [PR #16886](https://github.com/BerriAI/litellm/pull/16886)
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- Fix the azure auth format for videos - [PR #17009](https://github.com/BerriAI/litellm/pull/17009)
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- Fix `reasoning_effort="none"` not working on Azure for GPT-5.1 - [PR #17071](https://github.com/BerriAI/litellm/pull/17071)
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- Add GA protocol as configurable parameter for azure openai realtime api - [PR #17096](https://github.com/BerriAI/litellm/pull/17096)
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- **[OpenRouter](../../docs/providers/openrouter)**
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- Add OpenRouter Opus 4.5 - [PR #17144](https://github.com/BerriAI/litellm/pull/17144)
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- **[Fireworks AI](../../docs/providers/fireworksai)**
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- Add fireworks_ai/accounts/fireworks/models/glm-4p6 - [PR #17154](https://github.com/BerriAI/litellm/pull/17154)
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- **[Vertex AI](../../docs/providers/vertex)**
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- Add vertex ai image gen support for both gemini and imagen models - [PR #17070](https://github.com/BerriAI/litellm/pull/17070)
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- Handle global location in context caching - [PR #16997](https://github.com/BerriAI/litellm/pull/16997)
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- Fix CreateCachedContentRequest enum error - [PR #16965](https://github.com/BerriAI/litellm/pull/16965)
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- Use the correct domain for the global location when counting tokens - [PR #17116](https://github.com/BerriAI/litellm/pull/17116)
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- Support Vertex AI batch listing in LiteLLM proxy - [PR #17079](https://github.com/BerriAI/litellm/pull/17079)
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- Fix default sample count for image generation - [PR #16403](https://github.com/BerriAI/litellm/pull/16403)
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- **[Gemini](../../docs/providers/gemini)**
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- Add gemini file search support - [PR #17124](https://github.com/BerriAI/litellm/pull/17124)
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- Add gemini-3-pro-image-preview model support for imageSize parameter - [PR #17019](https://github.com/BerriAI/litellm/pull/17019)
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- Handle None or empty contents in Gemini token counter - [PR #17020](https://github.com/BerriAI/litellm/pull/17020)
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- Skip thinking config for image models - [PR #17027](https://github.com/BerriAI/litellm/pull/17027)
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- **[WatsonX](../../docs/providers/watsonx)**
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- Add audio transcriptions for WatsonX - [PR #17160](https://github.com/BerriAI/litellm/pull/17160)
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- **[OpenAI](../../docs/providers/openai)**
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- Fix gpt-5.1 temperature support when reasoning_effort is "none" or not specified - [PR #17011](https://github.com/BerriAI/litellm/pull/17011)
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- **[Public AI](../../docs/providers/publicai)**
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- Add Provider publicai.co - [PR #17230](https://github.com/BerriAI/litellm/pull/17230)
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### Bug Fixes
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- **[OCI](../../docs/providers/oci)**
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- Fix pydantic validation errors during tool call with streaming - [PR #16899](https://github.com/BerriAI/litellm/pull/16899)
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- **[Eleven Labs](../../docs/providers/elevenlabs)**
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- Integrate eleven labs text-to-speech - [PR #16573](https://github.com/BerriAI/litellm/pull/16573)
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---
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## LLM API Endpoints
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#### Features
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- **[Skills API (Anthropic)](../../docs/anthropic_skills_api)**
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- New API - Claude Skills API with extended context and tool calling - [PR #17042](https://github.com/BerriAI/litellm/pull/17042)
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- **[RAG API](../../docs/rag/overview)**
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- New RAG API on LiteLLM AI Gateway - [PR #17109](https://github.com/BerriAI/litellm/pull/17109)
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- Add support for Vertex RAG engine - [PR #17117](https://github.com/BerriAI/litellm/pull/17117)
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- Allow internal user keys to access api, allow using litellm credentials with API - [PR #17169](https://github.com/BerriAI/litellm/pull/17169)
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- **[Search API](../../docs/providers/openai)**
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- Add search API logging and cost tracking in LiteLLM Proxy - [PR #17078](https://github.com/BerriAI/litellm/pull/17078)
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- **[Responses API](../../docs/response_api)**
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- Fix prevent duplicate spend logs in Responses API for non-OpenAI providers - [PR #16992](https://github.com/BerriAI/litellm/pull/16992)
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- Support response_format parameter in completion -> responses bridge - [PR #16844](https://github.com/BerriAI/litellm/pull/16844)
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- Fix mcp tool call response logging + remove unmapped param error mid-stream - allows gpt-5 web search to work via responses api - [PR #16946](https://github.com/BerriAI/litellm/pull/16946)
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- Add header passing support for MCP tools in Responses API - [PR #16877](https://github.com/BerriAI/litellm/pull/16877)
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- **[Images API](../../docs/image_generation)**
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- Fix image edit endpoint - [PR #17046](https://github.com/BerriAI/litellm/pull/17046)
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- **[Audio API](../../docs/audio_transcription)**
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- Add transcription exception handling for /audio/transcriptions - [PR #16791](https://github.com/BerriAI/litellm/pull/16791)
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- Fix 401 when audio/transcriptions - [PR #17023](https://github.com/BerriAI/litellm/pull/17023)
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- **[Embeddings API](../../docs/embedding/supported_embedding)**
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- Add header forwarding in embeddings - [PR #16869](https://github.com/BerriAI/litellm/pull/16869)
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- **[Passthrough Endpoints](../../docs/pass_through/vertex_ai)**
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- Add cost tracking for streaming in vertex ai passthrough - [PR #16874](https://github.com/BerriAI/litellm/pull/16874)
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- Add cost tracking for cohere embed passthrough endpoint - [PR #17029](https://github.com/BerriAI/litellm/pull/17029)
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- **[Vector Stores](../../docs/vector_stores)**
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- Add method for extracting vector store ids from path params - [PR #16566](https://github.com/BerriAI/litellm/pull/16566)
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- **General**
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- Fix propagate x-litellm-model-id in responses - [PR #16986](https://github.com/BerriAI/litellm/pull/16986)
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- Preserve content field even if null - [PR #16988](https://github.com/BerriAI/litellm/pull/16988)
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- Include server_tool_use in streaming usage - [PR #16826](https://github.com/BerriAI/litellm/pull/16826)
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- Fix Thinking may not be enabled when tool_choice forces tool use - [PR #17129](https://github.com/BerriAI/litellm/pull/17129)
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- Add missing standard logging object fields - [PR #17135](https://github.com/BerriAI/litellm/pull/17135)
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#### Bugs
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- **General**
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- Fix vector Store List Endpoint Returns 404 - [PR #17229](https://github.com/BerriAI/litellm/pull/17229)
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- Fix Videos lint errors - [PR #17125](https://github.com/BerriAI/litellm/pull/17125)
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- Do not include plaintext message in exception - [PR #17216](https://github.com/BerriAI/litellm/pull/17216)
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---
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## Management Endpoints / UI
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#### Features
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|
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- **Proxy CLI Auth**
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- Add enforce user param functionality - [PR #17088](https://github.com/BerriAI/litellm/pull/17088)
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- **Virtual Keys**
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- Fix Create Key Duration - [PR #17170](https://github.com/BerriAI/litellm/pull/17170)
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- **Models + Endpoints**
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- Allow adding Bedrock API Key when adding models - [PR #17153](https://github.com/BerriAI/litellm/pull/17153)
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- Add aws_bedrock_runtime_endpoint into Credential Types - [PR #17053](https://github.com/BerriAI/litellm/pull/17053)
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- Change provider create fields to JSON - [PR #16985](https://github.com/BerriAI/litellm/pull/16985)
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- Change model_hub_table to call getUiConfig before Fetching Public Data - [PR #17166](https://github.com/BerriAI/litellm/pull/17166)
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- Improve Wording for Config Models in Model Table - [PR #17100](https://github.com/BerriAI/litellm/pull/17100)
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- **Teams & Users**
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- Deleting a User From Team Deletes key User Created for Team - [PR #17057](https://github.com/BerriAI/litellm/pull/17057)
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- Hide Default Team Settings From Proxy Admin Viewers - [PR #16900](https://github.com/BerriAI/litellm/pull/16900)
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- Add No Default Models for Team and User Settings - [PR #17037](https://github.com/BerriAI/litellm/pull/17037)
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- User Table Sort by All - [PR #17108](https://github.com/BerriAI/litellm/pull/17108)
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- Org Admin Team Permissions Fix - [PR #17110](https://github.com/BerriAI/litellm/pull/17110)
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- Better Loading State for Internal User Page - [PR #17168](https://github.com/BerriAI/litellm/pull/17168)
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|
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- **Permission Management**
|
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- Disable global guardrails by key/team - [PR #16983](https://github.com/BerriAI/litellm/pull/16983)
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- Tool permission argument check - [PR #16982](https://github.com/BerriAI/litellm/pull/16982)
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- Add UI support for configuring tool permission guardrails - [PR #17050](https://github.com/BerriAI/litellm/pull/17050)
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- **MCP Gateway**
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- Add backend support for OAuth2 auth_type registration via UI - [PR #17006](https://github.com/BerriAI/litellm/pull/17006)
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- Add UI support for registering MCP OAuth2 auth_type - [PR #17007](https://github.com/BerriAI/litellm/pull/17007)
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- **General UI Improvements**
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- Ensure Unique Keys in Navbar Menu Items - [PR #16987](https://github.com/BerriAI/litellm/pull/16987)
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- Minor Cosmetic Changes for Buttons, Add Notification for Delete Team - [PR #16984](https://github.com/BerriAI/litellm/pull/16984)
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- Change Delete Modals to Common Component - [PR #17068](https://github.com/BerriAI/litellm/pull/17068)
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- Disable edit, delete, info for dynamically generated spend tags - [PR #17098](https://github.com/BerriAI/litellm/pull/17098)
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- Migrate modelInfoCall to ReactQuery - [PR #17123](https://github.com/BerriAI/litellm/pull/17123)
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- Migrate Provider Fields to React Query - [PR #17177](https://github.com/BerriAI/litellm/pull/17177)
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- Fix Flaky Test - [PR #17161](https://github.com/BerriAI/litellm/pull/17161)
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- Change Add Fallback Modal to use Antd Select - [PR #17223](https://github.com/BerriAI/litellm/pull/17223)
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|
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- **Infrastructure**
|
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- Non Root Docker Build - [PR #17060](https://github.com/BerriAI/litellm/pull/17060)
|
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- Add nodejs and npm to docker image for prisma generate - [PR #16903](https://github.com/BerriAI/litellm/pull/16903)
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- Upgrade websockets to v15 - [PR #16734](https://github.com/BerriAI/litellm/pull/16734)
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- Bump: version 0.4.8 → 0.4.9 - [PR #17163](https://github.com/BerriAI/litellm/pull/17163)
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- Building UI - [PR #17212](https://github.com/BerriAI/litellm/pull/17212)
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- Rebuilding UI - [PR #17213](https://github.com/BerriAI/litellm/pull/17213)
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|
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#### Bugs
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|
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- **Database**
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- Distinguish permission errors from idempotent errors in Prisma migrations - [PR #17064](https://github.com/BerriAI/litellm/pull/17064)
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|
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- **MCP Gateway**
|
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- Fix missing await - [PR #17103](https://github.com/BerriAI/litellm/pull/17103)
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|
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- **Infrastructure**
|
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- Enhancement(helm): ServiceMonitor template rendering - [PR #17038](https://github.com/BerriAI/litellm/pull/17038)
|
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|
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---
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## AI Integrations
|
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|
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### Logging
|
||||
|
||||
- **General**
|
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- Model Armor - Logging guardrail response on llm responses - [PR #16977](https://github.com/BerriAI/litellm/pull/16977)
|
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- Add missing standard logging object fields - [PR #17135](https://github.com/BerriAI/litellm/pull/17135)
|
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- Add cost tracking for cohere embed passthrough endpoint - [PR #17029](https://github.com/BerriAI/litellm/pull/17029)
|
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- Add cost tracking for streaming in vertex ai passthrough - [PR #16874](https://github.com/BerriAI/litellm/pull/16874)
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|
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### Guardrails
|
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|
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- **[Presidio](../../docs/proxy/guardrails)**
|
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- Add presidio pii masking tutorial with litellm - [PR #16969](https://github.com/BerriAI/litellm/pull/16969)
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||||
|
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- **General**
|
||||
- Prompt security litellm - [PR #16365](https://github.com/BerriAI/litellm/pull/16365)
|
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- Add guardrails for pass through endpoints - [PR #17221](https://github.com/BerriAI/litellm/pull/17221)
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- Allow adding pass through guardrails through UI - [PR #17226](https://github.com/BerriAI/litellm/pull/17226)
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|
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### Prompt Management
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|
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- **General**
|
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- AI gateway prompt management documentation - [PR #16990](https://github.com/BerriAI/litellm/pull/16990)
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|
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---
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|
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## Spend Tracking, Budgets and Rate Limiting
|
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|
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- **Cost Tracking**
|
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- Add search API logging and cost tracking in LiteLLM Proxy - [PR #17078](https://github.com/BerriAI/litellm/pull/17078)
|
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|
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- **Database Optimization**
|
||||
- Optimize date filtering for spend logs queries - [PR #17073](https://github.com/BerriAI/litellm/pull/17073)
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|
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---
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|
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## MCP Gateway
|
||||
|
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- **OAuth 2.0**
|
||||
- Add backend support for OAuth2 auth_type registration via UI - [PR #17006](https://github.com/BerriAI/litellm/pull/17006)
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- Add UI support for registering MCP OAuth2 auth_type - [PR #17007](https://github.com/BerriAI/litellm/pull/17007)
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|
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- **Tool Permissions**
|
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- Tool permission argument check - [PR #16982](https://github.com/BerriAI/litellm/pull/16982)
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- Add UI support for configuring tool permission guardrails - [PR #17050](https://github.com/BerriAI/litellm/pull/17050)
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|
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- **Configuration**
|
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- Remove unused MCP_PROTOCOL_VERSION_HEADER_NAME constant - [PR #17008](https://github.com/BerriAI/litellm/pull/17008)
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- Add header passing support for MCP tools in Responses API - [PR #16877](https://github.com/BerriAI/litellm/pull/16877)
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- Fix missing await - [PR #17103](https://github.com/BerriAI/litellm/pull/17103)
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|
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---
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## Performance / Loadbalancing / Reliability improvements
|
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|
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- **Memory Optimization**
|
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- Lazy-load cost_calculator & logging to reduce memory + import time - [PR #17089](https://github.com/BerriAI/litellm/pull/17089)
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|
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- **Dependency Management**
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- Downgrade grpcio to < 1.68.0 - [PR #17090](https://github.com/BerriAI/litellm/pull/17090)
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|
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- **Database Performance**
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- Optimize date filtering for spend logs queries - [PR #17073](https://github.com/BerriAI/litellm/pull/17073)
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|
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- **Request Handling**
|
||||
- Add automatic LiteLLM context headers (Pillar integration) - [PR #17076](https://github.com/BerriAI/litellm/pull/17076)
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|
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- **Generic API Support**
|
||||
- Make generic api OSS + support multiple generic API's - [PR #17152](https://github.com/BerriAI/litellm/pull/17152)
|
||||
|
||||
---
|
||||
|
||||
## Documentation Updates
|
||||
|
||||
- **Provider Documentation**
|
||||
- Model Compare UI - [PR #16979](https://github.com/BerriAI/litellm/pull/16979)
|
||||
- Perf release notes for v1.80.5-stable - [PR #16978](https://github.com/BerriAI/litellm/pull/16978)
|
||||
- Claude Skills API - [PR #17052](https://github.com/BerriAI/litellm/pull/17052)
|
||||
- Add strands tutorial - [PR #17039](https://github.com/BerriAI/litellm/pull/17039)
|
||||
|
||||
- **General Documentation**
|
||||
- AI gateway prompt management - [PR #16990](https://github.com/BerriAI/litellm/pull/16990)
|
||||
- Cleanup README and improve agent guides - [PR #17003](https://github.com/BerriAI/litellm/pull/17003)
|
||||
- Update broken documentation links in README - [PR #17002](https://github.com/BerriAI/litellm/pull/17002)
|
||||
- Update version and add preview tag - [PR #17032](https://github.com/BerriAI/litellm/pull/17032)
|
||||
- Document model pricing contribution process - [PR #17031](https://github.com/BerriAI/litellm/pull/17031)
|
||||
- Document event hook usage - [PR #17035](https://github.com/BerriAI/litellm/pull/17035)
|
||||
- Link to logging spec in callback docs - [PR #17049](https://github.com/BerriAI/litellm/pull/17049)
|
||||
- Add OpenAI Agents SDK to projects - [PR #17203](https://github.com/BerriAI/litellm/pull/17203)
|
||||
- Fix unspecified issue - [PR #17034](https://github.com/BerriAI/litellm/pull/17034)
|
||||
|
||||
---
|
||||
|
||||
## New Contributors
|
||||
|
||||
* @prawaan made their first contribution in [PR #16997](https://github.com/BerriAI/litellm/pull/16997)
|
||||
* @lior-ps made their first contribution in [PR #16365](https://github.com/BerriAI/litellm/pull/16365)
|
||||
* @HaiyiMei made their first contribution in [PR #17020](https://github.com/BerriAI/litellm/pull/17020)
|
||||
* @yuya2017 made their first contribution in [PR #17064](https://github.com/BerriAI/litellm/pull/17064)
|
||||
* @saar-win made their first contribution in [PR #17038](https://github.com/BerriAI/litellm/pull/17038)
|
||||
* @sdip15fa made their first contribution in [PR #16965](https://github.com/BerriAI/litellm/pull/16965)
|
||||
* @KeremTurgutlu made their first contribution in [PR #16826](https://github.com/BerriAI/litellm/pull/16826)
|
||||
* @choigawoon made their first contribution in [PR #17019](https://github.com/BerriAI/litellm/pull/17019)
|
||||
* @SamAcctX made their first contribution in [PR #17144](https://github.com/BerriAI/litellm/pull/17144)
|
||||
* @naaa760 made their first contribution in [PR #17079](https://github.com/BerriAI/litellm/pull/17079)
|
||||
* @abi-jey made their first contribution in [PR #17096](https://github.com/BerriAI/litellm/pull/17096)
|
||||
* @hxyannay made their first contribution in [PR #16734](https://github.com/BerriAI/litellm/pull/16734)
|
||||
|
||||
---
|
||||
|
||||
## **[Full Changelog](https://github.com/BerriAI/litellm/compare/v1.80.5.rc.2...v1.80.7)**
|
||||
|
|
|
|||
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Add table
Reference in a new issue