MCP server

Ratel

Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

by ratel-ai475 starsMITGitHub Website

accuracy agents claude-skills context harness llm-routing memory optimization rag skills token-optimization tool-calling

Power your agent

Add this server

Install from the publisher. Not a PlugMCP endpoint.

No packaged release in the registry yet. Follow the repository README.

Provider

Step-by-step: add this in Claude

Remote URL or a command on your machine? How the two installs differ

Run on PlugMCP

Host a copy with our keys and logs.

A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.

Launch

Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.