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mcp/harbor
LangChain

Vestige for LangChain

io.github.samvallad33/vestige

Local-first memory for AI agents that reaches backward to find a failure's root cause.

client:LangChain transport:stdio runtime:npm

Install Vestige in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "vestige": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "vestige-mcp-server"],
        }
})

tools = await client.get_tools()

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

Vestige in other clients

Vestige MCP server