Show HN: Autoharness – a self-learning, maintaining skill layer for Claude Code

Category: devtools

Tags: ai-ml, claude-code, skill-management, self-learning, developer-tools

Score: 7.0/10 (Innovation: 7, Technical: 8, Documentation: 7, Utility: 6)

Autoharness is a self-learning skill layer for Claude Code that automatically captures, consolidates, and prunes skills from real usage sessions without requiring a benchmark or daemon. Its innovative adherence-based validation and daemon-free lifecycle management offer a practical approach to maintaining an evolving skill layer for AI coding assistants.

Target audience: backend devs

Repository: https://github.com/tigerless-labs/autoharness · Python · MIT · 13 stars

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