#6767th of 73 in Skills, plugins and rules

autoharness

Claude Code plugin that learns, merges and prunes its own skills from sessions

Stars
11.1k
License
MIT
Last commit
Oct 2026
Language
Python
Stars, last 18 weeks+11,122
10 Jun 2026: 0 stars17 Jun 2026: 0 stars24 Jun 2026: 0 stars1 Jul 2026: 46 stars8 Jul 2026: 137 stars15 Jul 2026: 320 stars22 Jul 2026: 537 stars29 Jul 2026: 714 stars5 Aug 2026: 829 stars12 Aug 2026: 945 stars19 Aug 2026: 1,094 stars26 Aug 2026: 1,270 stars2 Sept 2026: 1,400 stars9 Sept 2026: 2,482 stars16 Sept 2026: 3,680 stars23 Sept 2026: 3,832 stars30 Sept 2026: 6,054 stars7 Oct 2026: 9,175 stars14 Oct 2026: 11,122 stars

0 on 10 Jun 202611,122 on 14 Oct 2026

From GitHub's daily star counts.

Checked on GitHub.

Overview

autoharness is a Claude Code plugin that distills skills from your real sessions into .claude/skills/, folds same-scenario skills together, and archives ones that stop being loaded. It only touches skills it wrote itself and injects a grouped index of them at session start. Reflection runs after a set number of tool calls (default 50), or on demand with /learn.

Who it is for: Claude Code users who want skills maintained automatically

Strengths

  • Touches only skills it generated; hand-written and installed skills are left alone
  • Each create/update logs reason and evidence slice to a per-skill ledger
  • Archives rather than deletes; moving a skill directory back revives it
  • Pure Python with zero third-party dependencies; tunable via AUTOHARNESS_* env variables

Weaknesses

  • Requires python3 3.11+ on PATH; older interpreters turn the hooks off
  • Claude Code only; Linux and macOS only
  • README says default thresholds are placeholders pending empirical calibration
  • Background reflection spawns extra child sessions, adding token cost

What it needs

  • no GPU
  • Needs Claude Code, Python 3.11+
  • Models: Claude

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