#417 · Primary category: AI Coding Assistants

self-learning-skills

A self-improving skill for AI coding agents (Claude Code, Cursor, AGENTS.md): recognize a hard-won golden path in a session and harvest it into a reusable skill/rule for next time.

Project last updated:07/01/26

GitHub Stars

944

Forks

44

Contributors

1

License

MIT

Why we included this project

The pain this solves is specific and familiar: you burn part of every session rediscovering how to reach the prod database, where credentials live, or what the deploy command is, and the next session forgets it all over again. This skill teaches Claude Code, Cursor, or any agent that reads a standing-instructions file to recognize those hard-won moments and save them as a SKILL.md, a Cursor rule, or an AGENTS.md entry that loads automatically next time. It records the working procedure together with the failures, not just the final answer, so a future session also skips the known dead ends. The whole thing is deliberately light: a meta-skill that does the capturing, not the coding, and the same approach works across agents because it plugs into files they already read. For a team that keeps re-learning the same project quirks, that persistence is worth having.

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