Ross ROSS = Recommend OSS · open-source software intelligence for agents

tigerless-labs/autoharness

Autoharness — a self-learning skill layer for Claude Code — distills skills from your real sessions, updates them as you work, and prunes the ones that stop getting used. No daemon, no benchmark. observed · 2026-08-28

github.com/tigerless-labs/autoharness · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

56/100

  • Activity 94
  • Release rhythm 35
  • Longevity 6

Flags: no_releases young

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 85
  • days_rel: n/a
  • days_push: 36
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1263 stars · 80 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Autoharness is a self-learning skill layer for Claude Code that distills reusable skills from your real coding sessions, merges near-duplicates, updates skills in use, and prunes unused ones. It runs entirely as a zero-dependency Python plugin with hooks and an MCP server, touching only the skills it generated itself.

Use cases

  • automatically learn skills from my Claude Code sessions
  • keep my agent skill library clean without manual curation
  • distill repeated workflows into reusable Claude Code skills
  • merge duplicate agent skills automatically
  • prune agent skills that stop being used
  • improve coding agent performance with a self-maintaining harness
  • capture session learnings into .claude/skills

When to choose

  • you use Claude Code regularly and want skills to accumulate and maintain themselves from real work
  • you want skill consolidation and pruning without running a separate daemon or eval benchmark
  • you want a zero-dependency Python plugin that only manages skills it created itself

When to avoid

  • you don't use Claude Code or a compatible agent harness
  • you need skills that work across multiple different AI coding tools
  • you prefer fully hand-written, manually curated skill files
  • you're on Windows, which isn't listed as a supported platform

Facets

plugin · maturity active

agent-framework prompt-engineering developer-tools workflow-automation developer-tools large-language-models python cli claude-code claude-code-plugin agent-skills self-learning skill-management llm-agents mcp ai-agents automation linux macos

2 sources

Member repositories

RepositoryRoleHealth v2
tigerless-labs/autoharnessmain56

For agents

markdown · JSON · MCP: product_card(name="tigerless-labs/autoharness")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem