skills
anthropics
Public repository for Agent Skills
tigerless-labs/autoharness
autoharness is a tool for DeepSeek Harness. 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.

REVIEW SCORECARD
✓ 无Risky检出 · 自动化扫描结果仅供参考,非官方背书
AI DEEP REVIEW
A promising self-learning skill layer for Claude Code with solid docs, but limited visible engineering evidence warrants
README states zero third-party dependencies and Python 3.11+, but no test suite, CI config, or source structure is shown, so rigor is only partially evidenced.
Install uses the standard Claude Code plugin marketplace flow with no download-and-execute scripts or plaintext secrets visible, though the plugin writes skills and state to disk outside its own directory.
Addresses a real pain point by auto-distilling, merging, and pruning skills from actual sessions, with a cited 42%→78% CORE-Bench harness result motivating the approach.
Last updated 2026-09-04, not archived, 4148 stars, and the README documents a versioned update path with auto-update instructions, indicating active upkeep.
README covers install, update, uninstall, configuration env vars, and lifecycle behavior in detail, though the configuration table is truncated mid-entry.
Generated by AI after reading the project README, as a decision aid; neutral scores are given when information is thin. Not an official endorsement.
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前往仓库INSTALL REFERENCE
/plugin install autoharness@autoharnessThis command comes from an explicit install reference in the README and is provided for reference only — it is never auto-executed by a DSH host.
PROJECT TOPICS
VALIDATION LADDER
FAQ
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 has 4,148 stars and 255 forks on GitHub, last updated 2026-09-04.
autoharness is distributed under the MIT license.
autoharness is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
System reads GitHub Topics first, then compares against the in-site category dictionary and word-root rules. Current match:agent-skills。