autoharness
From the repo · “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.”
Autoharness continuously learns reusable Claude‑Code snippets from your own coding sessions and keeps the skill library up‑to‑date without a separate daemon.
- •You want Claude‑Code to remember patterns you repeatedly write (e.g., data‑validation helpers) without manually prompting it each time.
- •Your team is iterating on a codebase and you need the AI to automatically prune stale snippets that are no longer relevant.
- •You want a lightweight, self‑maintaining skill store that works directly from your local Python environment.
autoharness apply 42 "Write a FastAPI endpoint that validates incoming JSON against the 'User' Pydantic model and returns a 400 error on failure"
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
A prompt/skill package — nothing to install beyond adding it to your AI tool.
mkdir -p ~/.claude/skills/autoharness && curl -fsSL https://workflowstacks.com/api/skills/autoharness/claude-skill -o ~/.claude/skills/autoharness/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
Autoharness is a small Python project (~2.7k lines across 27 code files, plus 34 test files). You install it into your AI tool with one command; there is nothing to run yourself. Last commit this month, MIT license, has a test suite.
- 1README.mdStart here — what it does and how to install it
- 2src/autoharness/__init__.pyInside src/ — the main logic begins here
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
A prompt/skill package — nothing to install beyond adding it to your AI tool.
mkdir -p ~/.claude/skills/autoharness && curl -fsSL https://workflowstacks.com/api/skills/autoharness/claude-skill -o ~/.claude/skills/autoharness/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
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Do this with a working workflow
Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.
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