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LangChain

vault index for LangChain

io.github.gitgudatcodeing/vault-index

Local hybrid keyword + vector search (SQLite FTS5 + sqlite-vec) over markdown vaults and code.

client:LangChain transport:stdio runtime:pypi

Install vault index in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

vault index in other clients