skills

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Ratel: BM25 tool catalog cuts AI agent context spend 87%

ratelratel-aiai-codingtool-callingtool-selection+21+22

Ratel (ratel-ai/ratel, 186★, Apache-2.0 core + MIT SDKs) ships an in-process BM25 tool catalog. On BFCL v3: ~87% fewer tokens, tool selection within ±5 points.

didilili/ai-agents-from-zero: a Chinese MIT AI agent guide

open-sourcelangchainlanggraphmcprag+6+7

MIT Chinese guide from Datawhale with 27 chapters on LangChain, LangGraph, MCP, RAG, Skills, and fine-tuning. 1.9k stars, two completed projects in May 2026. Code is Python; prose is Chinese.