Ratel: context engineering and tool selection for AI agents
An in-process context engineering platform that selects which tools enter an AI agent's context window each turn, using BM25 retrieval without a vector database or embeddings.
online BOTH AI Agents & Automation
From ManuAGI - AutoGPT Tutorials — Top Open-Source GitHub Projects : bitchat, Dokku, Mole, Box3D, Kaneo & GeoLibre #279 at 09:57
Problem: Showing every available tool to an agent can overload its context window and obscure the tools relevant to the current turn.
For: Developers operating AI agents with many tools or MCP servers.
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Behind this: 8 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.
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