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mcp/harbor
LangChain

code memory for LangChain

io.github.kapillamba4/code-memory

Local semantic code search with Git history. Works offline, no API key needed.

client:LangChain transport:stdio runtime:pypi

Install code memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

code memory in other clients

code memory MCP server