Free open-source tool
Your AI agent improvises on every subtask. The best solution already exists — as a text file on GitHub.
A complete, runnable system that shallow-clones the highest-star agent-skill repos from GitHub (~22 repos, ~2,000 SKILL.md files), parses and embeds every skill into Postgres, and gives your agent one tool: "find me the market's best skill for this subtask." The key artifact is the system prompt that makes any agent consult the bank before improvising. Python + Postgres, MIT licensed, zero paid dependencies.
What you get
- The full engine — harvest, parse, embed (384-dim local/offline), cosine retrieve, LLM rerank. ~1,600 lines of Python.
- prompts/agent-system-prompt.md — paste into any agent to make skill retrieval a reflex, not an afterthought
- examples/run_agent.py — a complete no-framework tool-loop agent you can run in 5 minutes
- repos.txt — the seed list of 22 high-star skill repos, plus harvest.py to clone them all in one command
- Community access — join the Telegram group where builders share their agent setups, swap improvements, and get help
Where should we send it?
Enter your email and the download unlocks immediately. No spam — you'll hear from us when a new resource ships.
44 KB · full source · MIT licensed