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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.

MCP Servers364 stars15 forksRustMITUpdated today
Install in Claude Code / Claude Desktop
Method: Manual · ratel
Claude Code CLI
git clone https://github.com/ratel-ai/ratel
claude_desktop_config.json (Claude Desktop)
{
  "mcpServers": {
    "ratel": {
      "command": "ratel"
    }
  }
}
1. Run the command above in your terminal (Claude Code), or paste the JSON config into claude_desktop_config.json (Claude Desktop).
2. Replace any <placeholder> values with your API keys or paths.
3. Restart Claude. The MCP server and its tools appear automatically.
💡 Install the binary first: cargo install ratel (or build from https://github.com/ratel-ai/ratel).
Use cases

MCP Servers overview

README preview not available. Visit the repo on GitHub for full documentation.
accuracyagentsclaude-skillscontextharnessllmllm-routingmcpmcp-servermemoryoptimizationragskillstoken-optimizationtool-callingtool-selection

What people ask about ratel

What is ratel-ai/ratel?

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ratel-ai/ratel is mcp servers for the Claude AI ecosystem. 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. It has 364 GitHub stars and was last updated today.

How do I install ratel?

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You can install ratel by cloning the repository (https://github.com/ratel-ai/ratel) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.

Is ratel-ai/ratel safe to use?

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ratel-ai/ratel has not been audited yet by our security agent. Review the original repository on GitHub before using it in production.

Who maintains ratel-ai/ratel?

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ratel-ai/ratel is maintained by ratel-ai. The last recorded GitHub activity is from today, with 15 open issues.

Are there alternatives to ratel?

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Yes. On ClaudeWave you can browse similar mcp servers at /categories/mcp, sorted by popularity or recent activity.

Deploy ratel to your cloud

Ship this repo to production in minutes. Each platform spins up its own environment with editable env vars.

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Featured on ClaudeWave: ratel-ai/ratel
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