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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.

tigerless-labs/autoharness Screenshot preview
Stars
4.1k
Forks
255
Issues
57
Update
11 days

REVIEW SCORECARD

评测成绩单

8.7/10Excellent
detail.dimSecurity9.0
detail.dimQuality9.0
detail.dimContent8.0
detail.dimDeps7.0
detail.dimMaintenance9.0

无Risky检出 · 自动化扫描结果仅供参考,非官方背书

AI DEEP REVIEW

AI 深度评测

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.

Docs8

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.

PROJECT README项目说明展开Collapse

正在读取 GitHub README...

INSTALL REFERENCE

安装参考

待结构检查
/plugin install autoharness@autoharness

This 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

项目标签

VALIDATION LADDER

验证进度

待结构检查
01市场发现Passed
02归类识别Passed
03结构检查Pending
04实机验证Pending

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

/10类依据

项目类型技能
功能/10类DSH Plugins
规则置信度High

System reads GitHub Topics first, then compares against the in-site category dictionary and word-root rules. Current match:agent-skills