Adaptive tool retrieval for coding agents
Ratel reduces agent tool overload by indexing tool schemas and skill metadata, searching them with in-process BM25, and injecting only matching tools or instructions for the current turn.
online BOTH AI Agents & Automation
From Github Awesome — GitHub Trending Weekly #42: nimbus, xy, persona, drawesome, letsseal, camelAI, OpenSlides, numbat at 04:59
Problem: Avoids presenting an agent with every available capability on every turn.
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Examples
- Ratel: reduces tool-related token usage by roughly 80% across the maintainers' tests.
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