Someone just built something WILD for Claude Code users.
A self-learning system that automatically creates, updates, and organizes its own skills.
Instead of repeatedly teaching Claude the same workflows, you let it learn from real sessions.
This could change how people use coding agents.
It's called Autoharness.
No manual SKILL .md writing. No pile of duplicate skills. No background daemon eating your machine.
It watches your real Claude Code sessions, pulls out the lessons, and turns them into skills Claude loads next time.
Here's what this thing can do:
→ Writes new skills from the work you already did
→ Merges near-duplicates instead of stacking them
→ Rewrites old skills when you correct it
→ Archives skills that stop getting used
→ Opens every session with an index of what it learned
→ Type /learn to save a lesson on the spot
→ Never touches skills you wrote or installed yourself
Install it inside Claude Code:
/plugin marketplace add tigerless-labs/autoharness
/plugin install autoharness@autoharness