Exposure Registry
Open-source packages that hand work to language models. For each package the registry records the first release that declares an LLM SDK, agent framework or MCP dependency, the authority its dependencies grant (shell, files, browser, network, code execution), and which other packages reach an LLM component through their dependencies.
Source: each package's own registry metadata (PyPI, npm, crates.io and the Go module proxy), read release by release. How this is measured ยท Updated 2026-10-10
- Packages tracked
- 3,985
- Declare an LLM dependency
- 617
- Reach one through a dependency
- 92
- LLM packages with host authority
- 291
Packages first declaring an LLM dependency, by month
| Month | Items |
|---|---|
| Nov 2023 | 12 |
| Dec 2023 | 23 |
| Jan 2024 | 22 |
| Feb 2024 | 39 |
| Mar 2024 | 14 |
| Apr 2024 | 21 |
| May 2024 | 19 |
| Jun 2024 | 11 |
| Jul 2024 | 10 |
| Aug 2024 | 15 |
| Sep 2024 | 8 |
| Oct 2024 | 7 |
| Nov 2024 | 22 |
| Dec 2024 | 14 |
| Jan 2025 | 15 |
| Feb 2025 | 12 |
| Mar 2025 | 13 |
| Apr 2025 | 8 |
| May 2025 | 8 |
| Jun 2025 | 16 |
| Jul 2025 | 5 |
| Aug 2025 | 2 |
| Sep 2025 | 9 |
| Oct 2025 | 9 |
| Nov 2025 | 10 |
| Dec 2025 | 7 |
| Jan 2026 | 27 |
| Feb 2026 | 6 |
| Mar 2026 | 8 |
| Apr 2026 | 10 |
| May 2026 | 8 |
| Jun 2026 | 13 |
| Jul 2026 | 24 |
| Aug 2026 | 6 |
| Sep 2026 | 5 |
| Oct 2026 | 1 |
Most declared
Packages that declare each component directly.
Authority granted
LLM-integrated packages whose dependencies grant each capability.
236 packages
| Package | Exposure | Integrated since | Declares | Authority | Advisories |
|---|---|---|---|---|---|
| pineconePyPI | Direct | 2024-05-034.0.0 | Pinecone | Outbound HTTP | |
| langgraph-sdkPyPI | Direct | 2024-05-020.1.0 | LangGraph | Outbound HTTP | 2 |
| inspect-aiPyPI | Direct | 2024-04-210.3.2 | Anthropic SDK, Azure AI Inference / Azure OpenAI SDK, Google Gemini SDK, Groq SDK, Hugging Face Hub / Transformers, Model Context Protocol SDK, Mistral AI SDK, OpenAI SDK, Together AI SDK, xAI SDK | Outbound HTTP, MCP tools | |
| dspyPyPI | Direct | 2024-04-140.0.1 | DSPy | Outbound HTTP, MCP tools | 1 |
| gpt-researcherPyPI | Direct | 2024-04-120.2.2 | AutoGen / AG2, Hugging Face Hub / Transformers, LangChain, LangGraph, LiteLLM, Model Context Protocol SDK, Ollama client, OpenAI SDK | Browser control, File system, Outbound HTTP, MCP tools | |
| composio-corePyPI | Direct | 2024-04-070.1.82 | Hugging Face Hub / Transformers | Code execution, File system, Outbound HTTP | |
| langflow-basePyPI | Direct | 2024-04-010.0.13 | AutoGen / AG2, Chroma, FAISS, FastMCP, Hugging Face Hub / Transformers, LangChain, LangGraph, LiteLLM, Model Context Protocol SDK, OpenAI SDK, pgvector, Qdrant, smolagents, Weaviate | File system, Outbound HTTP, MCP tools | 8 |
| testcontainersPyPI | Direct | 2024-04-014.3.0 | Chroma, Qdrant, Weaviate | Browser control, Code execution, Outbound HTTP | |
| spark-ai-pythonPyPI | Direct | 2024-03-270.3.8 | AutoGen / AG2, LlamaIndex | Outbound HTTP | |
| portkey-aiPyPI | Direct | 2024-03-211.2.0 | Google Agent Development Kit, Google Gemini SDK, LangChain, LlamaIndex, Strands Agents | Outbound HTTP | |
| sentry-sdkPyPI | Direct | 2024-03-131.42.0 | Anthropic SDK, Google Gemini SDK, Hugging Face Hub / Transformers, LangChain, LangGraph, LiteLLM, Model Context Protocol SDK, OpenAI SDK, Pydantic AI | Outbound HTTP, MCP tools | |
| py-txiPyPI | Direct | 2024-03-050.4.0 | Hugging Face Hub / Transformers | Code execution, Outbound HTTP | |
| langchain-fireworksPyPI | Direct | 2024-02-230.0.1 | Fireworks AI SDK, LangChain, OpenAI SDK | Outbound HTTP | |
| pyritPyPI | Direct | 2024-02-210.1.0 | Hugging Face Hub / Transformers, LiteLLM, Ollama client, OpenAI SDK | Browser control, File system, Outbound HTTP | |
| r2rPyPI | Direct | 2024-02-210.1.0 | Anthropic SDK, Azure AI Inference / Azure OpenAI SDK, Google Gemini SDK, LiteLLM, Mistral AI SDK, Ollama client, OpenAI SDK | File system, Outbound HTTP | |
| model-registryPyPI | Direct | 2024-02-200.1.1 | Hugging Face Hub / Transformers | Outbound HTTP | |
| llama-index-readers-webPyPI | Direct | 2024-02-040.0.1 | LlamaIndex | Browser control, Outbound HTTP | |
| llama-index-vector-stores-elasticsearchPyPI | Direct | 2024-02-030.0.1 | LlamaIndex | Outbound HTTP | |
| llama-index-llms-azure-openaiPyPI | Direct | 2024-02-030.0.1 | LlamaIndex | Outbound HTTP | |
| llama-index-corePyPI | Direct | 2024-02-020.9.41 | LlamaIndex | Outbound HTTP | 10 |
| sglangPyPI | Direct | 2024-01-160.1.3 | Anthropic SDK, Hugging Face Hub / Transformers, OpenAI SDK, Outlines | Outbound HTTP | 1 |
| crewai-toolsPyPI | Direct | 2024-01-150.0.1 | CrewAI | Browser control, Code execution, Outbound HTTP, MCP tools | 1 |
| ollamaPyPI | Direct | 2024-01-120.0.0 | Ollama client | Outbound HTTP | |
| surya-ocrPyPI | Direct | 2024-01-120.1.0 | Hugging Face Hub / Transformers, OpenAI SDK | Outbound HTTP | |
| langchain-google-vertexaiPyPI | Direct | 2024-01-050.0.1rc0 | LangChain | Outbound HTTP | |
| langchain-openaiPyPI | Direct | 2024-01-050.0.1rc0 | LangChain | Outbound HTTP | 2 |
| langchain-togetherPyPI | Direct | 2023-12-200.0.1 | LangChain | Outbound HTTP | |
| langchain-mistralaiPyPI | Direct | 2023-12-190.0.1 | LangChain | Outbound HTTP | |
| langchain-nvidia-ai-endpointsPyPI | Direct | 2023-12-150.0.1 | LangChain | Outbound HTTP | 1 |
| fastembedPyPI | Direct | 2023-12-130.1.2 | Hugging Face Hub / Transformers | Outbound HTTP | |
| mistralaiPyPI | Direct | 2023-12-090.0.7 | Mistral AI SDK | Outbound HTTP, MCP tools | 1 |
| camel-aiPyPI | Direct | 2023-12-090.1.1 | Anthropic SDK, Chroma, Cohere SDK, FAISS, Google Gemini SDK, Hugging Face Hub / Transformers, LiteLLM, Model Context Protocol SDK, Milvus, Mistral AI SDK, OpenAI SDK, pgvector, Qdrant, Google Vertex AI SDK, Weaviate | Browser control, Code execution, Outbound HTTP, MCP tools | |
| langchain-communityPyPI | Direct | 2023-12-080.0.1rc1 | LangChain | Outbound HTTP | 6 |
| haystack-aiPyPI | Direct | 2023-11-242.0.0a1 | Haystack | Outbound HTTP | 1 |
| langchain-corePyPI | Direct | 2023-11-200.0.1 | LangChain | Outbound HTTP | 10 |
| distilabelPyPI | Direct | 2023-11-150.1.0rc0 | Anthropic SDK, Cohere SDK, FAISS, Groq SDK, Hugging Face Hub / Transformers, Instructor, LiteLLM, llama.cpp bindings, Mistral AI SDK, Ollama client, OpenAI SDK, Outlines, Google Vertex AI SDK | Outbound HTTP | |
| crewaiPyPI | Direct | 2023-11-140.1.0 | CrewAI | File system, Outbound HTTP, MCP tools | |
| semantic-routerPyPI | Direct | 2023-11-090.0.1 | Cohere SDK, Hugging Face Hub / Transformers, LiteLLM, llama.cpp bindings, Mistral AI SDK, Ollama client, OpenAI SDK, Pinecone, Qdrant, Google Vertex AI SDK | Outbound HTTP | |
| optimum-intelPyPI | Direct | 2023-11-081.12.1 | Hugging Face Hub / Transformers | Outbound HTTP | |
| wandbPyPI | Direct | 2023-11-070.16.0 | Google Vertex AI SDK | Outbound HTTP, Shell commands | |
| groqPyPI | Direct | 2023-11-020.0.1 | Groq SDK | Outbound HTTP | |
| qianfanPyPI | Direct | 2023-10-270.1.1 | LangChain | Outbound HTTP | |
| lmqlPyPI | Direct | 2023-10-100.7 | Hugging Face Hub / Transformers, llama.cpp bindings, OpenAI SDK | Outbound HTTP | |
| langservePyPI | Direct | 2023-09-280.0.1 | LangChain | Outbound HTTP | |
| lit-nlpPyPI | Direct | 2023-09-211.0.0 | Hugging Face Hub / Transformers, Google Vertex AI SDK | Outbound HTTP | |
| tokenizersPyPI | Direct | 2023-09-070.14.0 | Hugging Face Hub / Transformers | Outbound HTTP | |
| snowflake-ml-pythonPyPI | Direct | 2023-09-011.0.6 | Hugging Face Hub / Transformers | Outbound HTTP | |
| vannaPyPI | Direct | 2023-08-310.0.22 | Anthropic SDK, Chroma, FAISS, Google Gemini SDK, Hugging Face Hub / Transformers, LangChain, Milvus, Mistral AI SDK, Ollama client, OpenAI SDK, Pinecone, Qdrant, Google Vertex AI SDK, Weaviate | Outbound HTTP | 2 |
| vllmPyPI | Direct | 2023-08-250.1.4 | Anthropic SDK, Hugging Face Hub / Transformers, Model Context Protocol SDK, OpenAI SDK, Outlines | Outbound HTTP, MCP tools | 71 |
| aider-chatPyPI | Direct | 2023-08-220.13.0 | Hugging Face Hub / Transformers, LiteLLM, LlamaIndex, OpenAI SDK | Browser control, File system, Outbound HTTP, Shell commands |
A package counts as integrated when a release declares one of the dependencies in the published catalog as a runtime or optional (extra) dependency. The integration date is the first such release, found by searching the release history on the assumption that a dependency, once added, is kept. Data: JSON, and the registry tables in each dataset release.