{"repo":"tigerless-labs/autoharness","free":true,"listed":false,"github":"https://github.com/tigerless-labs/autoharness","clone":"git clone https://github.com/tigerless-labs/autoharness.git","description":"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.","language":"Python","stars":1056,"topics":["agent-skills","claude-code","claude-code-plugin","llm-agents","python"],"license":"MIT","category":"ai-agents","readme_excerpt":"AutoHarness Self-Learning Skills for Claude Code autoharness is a self-learning skill layer for Claude Code. It learns skills from your real sessions, merges same-scenario ones instead of stacking near-duplicates, updates them in use, and prunes any that stop getting used — so the layer stays clean on its own , touching only the skills it wrote itself . Same model, different harness — 42% → 78% on CORE-Bench (HAL). The harness does much of the work (swyx's Big Model vs Big Harness ), yet it's still rebuilt by hand every model generation. autoharness bets one slice of it — the skill layer — can maintain itself. --- --- Learns from real work Each episode is distilled into a skill from the session you were already having — no separate data-collection or replay loop. Groups, doesn't just pile up A new episode doesn't always add a skill — the reflector compares it against what's there and folds same-scenario skills into one, so the layer consolidates by category instead of accreting near-duplicates. Validated in use, not on a benchmark A skill survives by being adhered to in later turns (usage rate), not a held-out score. No oracle on the active path, and no tokens spent on a dedicated eval. Only its own skills Touches only the skills it generated through this plugin — everything else, whether you wrote it or installed it, is left completely alone. Evidence kept for later Every create/update logs its scenario and decision to a per-skill ledger — the raw material to build a benchma","default_branch":null,"files":null,"tree":[],"storefront":"/r/tigerless-labs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/tigerless-labs/autoharness/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}