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mcp/harbor
LangChain

Code Index for LangChain

io.github.achreftlili/code-index

SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP.

client:LangChain transport:stdio runtime:pypi

Install Code Index in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

Code Index in other clients

Code Index MCP server