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LangChain

contextual for LangChain

io.github.contextual-laboratories/contextual

Persistent memory for AI coding agents: local-first semantic search, dependency graphs, git history.

client:LangChain transport:stdio runtime:pypi

Install contextual in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "contextual": {
            "transport": "stdio",
            "command": "uvx",
            "args": ["contextual-engine"],
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

contextual in other clients