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mcp/harbor
LangChain

AnchorDB for LangChain

io.github.jolovicdev/anchordb

Persistent code memory for AI agents: notes pinned to files and symbols that survive refactors.

client:LangChain transport:stdio runtime:oci

Install AnchorDB in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "anchordb": {
            "transport": "stdio",
            "command": "docker",
            "args": ["run", "-i", "--rm", "ghcr.io/jolovicdev/anchor-db:1.0.6"],
        }
})

tools = await client.get_tools()

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

AnchorDB in other clients

AnchorDB MCP server