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mcp/harbor
LangChain

optifeed radar for LangChain

io.github.optifeed/optifeed-radar

AI visibility checker: does AI recommend your brand? GEO/AEO, runs locally, BYO keys. CLI + MCP.

client:LangChain transport:stdio runtime:npm

Install optifeed radar in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "optifeed-radar": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "optifeed-radar"],
        }
})

tools = await client.get_tools()

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

optifeed radar in other clients

optifeed radar MCP server