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LangChain Integration

A tool adapter that enables LangChain-powered applications to consume tools, resources, and prompts from any Model Context Protocol server. It acts as a bridge, converting MCP server capabilities into LangChain-compatible tool formats.

Stars
203
Forks
25
Updated
Apr 2, 2025
Validated
Jan 9, 2026

langchain-mcp

Note: langchain now has a more official implementation langchain-mcp-adapters

PyPI - Version

Model Context Protocol tool calling support in LangChain.

Create a langchain_mcp.MCPToolkit with an mcp.ClientSession, then await toolkit.initialize() and toolkit.get_tools() to get the list of langchain_core.tools.BaseTools.

Example:

https://github.com/rectalogic/langchain-mcp/blob/8fa8445a24755bf91789f52718c32361ed916f46/tests/demo.py#L34-L43

Demo

You can run the demo against Groq llama-3.1-8b-instant:

$ export GROQ_API_KEY=xxx
$ uv run tests/demo.py "Read and summarize the file ./LICENSE"
Secure MCP Filesystem Server running on stdio
Allowed directories: [ '/users/aw/projects/rectalogic/langchain-mcp' ]
The file ./LICENSE is a MIT License agreement. It states that the software is provided "as is" without warranty and that the authors and copyright holders are not liable for any claims, damages, or other liability arising from the software or its use.

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