ratel MCP Server
ratel-ai/ratel
[](https://agentrank-ai.com/tool/ratel-ai--ratel/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) 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.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
ratel-ai/ratel is a Rust tool licensed under MIT. 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. Topics: accuracy, agents, claude-skills, context, harness, llm, llm-routing, mcp, mcp-server, memory, optimization, rag, skills, token-optimization, tool-calling, tool-selection.
Ranked #2131 out of 24846 indexed tools.
In the top 9% of all indexed tools.
Has 10 contributors.
Ecosystem
Score Breakdown
475 stars → growing community
Last commit 1mo ago → recently updated
14/30 issues closed → many open issues
10 contributors → active community
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
<div align="center">
<h1>Ratel</h1>
<p>Your AI agent is paying for tools it never uses. Ratel fixes that.</p>
<p>
<a href="https://docs.ratel.sh">Docs</a> •
<a href="https://github.com/ratel-ai/skills">Skills</a> •
<a href="https://discord.gg/75vAPdjYqT">Discord</a>
</p>
<p>
<a href="https://www.npmjs.com/package/@ratel-ai/sdk"></a>
<a href="https://pypi.org/project/ratel-ai/"></a>
<a href="https://crates.io/crates/ratel-ai-core"></a>
<a href="https://github.com/ratel-ai/ratel/stargazers"></a>
<a href="https://discord.gg/75vAPdjYqT"></a>
<a href="#license"></a>
</p>
</div>
<div align="center">
</div>
## Introduction
The context engineering layer for AI agents. Selects only the tools and skills relevant to each turn, recovering accuracy lost to tool overload and cutting what you pay per call. No vector DB, no infra.
## Why
- **Cost:** Every tool schema, every skill, and a growing list of instructions in the system prompt are toke Read full README on GitHub → Get the weekly AgentRank digest
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