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LangChain CallAI SEO page_audit

How to: LangChain CallAI SEO page_audit

client:LangChain transport:streamable-http tool:page_audit

Add CallAI SEO to LangChain

  1. 01

    Open pip install langchain-mcp-adapters and merge this in. Keep any servers already there.

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "seo": {
            "transport": "streamable_http",
            "url": "https://api.callaiapi.com/mcp",
        }
})

tools = await client.get_tools()
  1. 02

    Save the file and restart LangChain.

  2. 03

    Ask for something page_audit does. LangChain lists the server's tools on connect and calls page_audit itself — you do not invoke it by name.

  3. 04

    If nothing happens, check the server is running and that CallAI SEO's identifier in your config matches the one above exactly.

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

Same tool, other clients

This list was read from the server itself, by connecting to it and calling tools/list on 11 November 2026. It is what the server actually exposes, not what its listing claims.

Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.