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llmmcp — Claude Code MCP server: live LLM API docs for agents

Feeds your agent current model and API details from OpenAI, Anthropic and Google so it stops inventing versions and parameters.

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What llmmcp does

llmmcp is an MCP server that hands your coding agent official provider documentation instead of whatever it half-remembers from training. It exposes two tools: search_docs for looking things up in the indexed docs, and list_providers for the current provider and model lineup.

Under the hood a scraper pulls markdown and text from the official sites once a week. Chunks land in Pinecone with integrated embeddings, and a Cloudflare Worker handles embedding and retrieval, caching popular queries in Workers KV. A small CLI turns MCP calls into requests to that Worker. Nothing runs locally: npx -y llmmcp@latest starts it, and Cursor takes it as a command under Settings > Models > MCP Servers while Claude Desktop wants an entry in claude_desktop_config.json.

Queries leave your machine for a hosted backend, so if prompts or internal docs must stay local, sort out self-hosting first. The repo is open source, though the deployment guide is not written yet — the README points at the logs for the current setup.

What it helps with

  • check tool use parameters for a specific model
  • confirm context window sizes and rate limits
  • list a provider's current models without hardcoding them
  • steer an agent toward a current library pattern instead of a deprecated one

Example prompts for the agent

  • Look up the tool use parameters for Gemini 1.5 Pro in the docs
  • Which Anthropic models are current right now?
  • Check the official docs for how to set rate limits

How to install llmmcp

Install

The MCP registry has no launch command for it: see the repository README

Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more

Questions about llmmcp

How do I install llmmcp in Claude Code?

No local install is needed. In Claude Desktop, add the server to claude_desktop_config.json with the command npx and the arguments -y, llmmcp@latest.

What does llmmcp do?

It searches official OpenAI, Anthropic and Google documentation and returns current model info, API parameters and implementation patterns to your agent.

Which tools does the server provide?

search_docs for documentation lookups and list_providers for a dynamic list of providers and their models.

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