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DSH PluginsSkill
autoharness
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.
- Stars
- 4.1k
- Forks
- 255
- Issues
- 57
- Update
- 56 days
REVIEW SCORECARD
Review Scorecard
8.4/10Good
License compliance9.0
Engineering quality9.0
Content completeness8.0
Repository scale7.0
Maintenance activity8.0
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
Worth AI Review
7.6/10Consider
A promising self-learning skill layer for Claude Code with solid docs, but limited visible engineering evidence warrants
Code quality7
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.
Security7
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.
Utility8
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.
Maintenance8
Last updated 2026-09-04, not archived, 4148 stars, and the README documents a versioned update path with auto-update instructions, indicating active upkeep.
Documentation8
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 — a decision aid, not an endorsement. Neutral scores are given when information is limited.
PROJECT READMEREADMEExpandCollapse
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Open repositoryINSTALL REFERENCE
Install reference
/plugin install autoharness@autoharnessThis command was extracted from an explicit README install reference and is display-only; the DSH host will not execute it automatically.
PROJECT TOPICS
Project topics
VALIDATION LADDER
Validation progress
01Store discoveryPassed
02ClassificationPassed
03Structure checkPending
04Sandbox validationPending
FAQ
Frequently Asked Questions
What is autoharness used for?
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.
How popular is autoharness?
autoharness has 4,148 stars and 255 forks on GitHub, last updated 2026-09-04.
What license does autoharness use?
autoharness is distributed under the MIT license.
Is autoharness compatible with DeepSeek Harness?
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
Classification evidence
Project typeSkill
Feature categoryDSH Plugins
Rule confidenceHigh
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:agent-skills。
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