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mcp/harbor
LangChain

memory fts for LangChain

io.github.kurovu146/memory-fts

Long-term memory for Claude Code with SQLite FTS5 search and BM25 ranking

client:LangChain transport:stdio runtime:npm

Install memory fts in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memory-fts": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "claude-memory-fts"],
        }
})

tools = await client.get_tools()

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

memory fts in other clients

memory fts MCP server