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Updated 4w ago

by alchaincyf

darwin-skill

达尔文.skill —— 一个让你的Skill无限进化的系统：评估→改进→测试→保留或回滚 | Autoresearch-inspired autonomous skill optimization for Claude Code. Evaluate, improve, test, keep or revert.

Works with
  • Claude
View on GitHub (opens in a new tab)

6.4k GitHub stars (6,354)

+219 in 16 days

Stars gained per day · daily snapshots since Sep 30
Stars gained per day, Sep 30 to Oct 16: +219 in total; the busiest day was Oct 16 with +24 stars.Oct 1: 0 starsOct 2: +6 starsOct 3: +9 starsOct 4: +5 starsOct 5: +10 starsOct 6: +5 starsOct 7: +13 starsOct 8: +18 starsOct 9: +17 starsOct 10: +18 starsOct 11: +23 starsOct 12: +19 starsOct 13: +19 starsOct 14: +16 starsOct 15: +17 starsOct 16: +24 stars
Stars gained between daily snapshots
PeriodNew stars
Oct 10
Oct 2+6
Oct 3+9
Oct 4+5
Oct 5+10
Oct 6+5
Oct 7+13
Oct 8+18
Oct 9+17
Oct 10+18
Oct 11+23
Oct 12+19
Oct 13+19
Oct 14+16
Oct 15+17
Oct 16+24
  • 1 skill (1 skills found in its SKILL.md files)
  • 667 forks (667 forks)
  • 4w ago last update (Last updated 4w ago)

Install

Skills CLI

npx skills add alchaincyf/darwin-skill

Asks which agents to install it for. Add -g to install it for every project.

Claude Code

git clone https://github.com/alchaincyf/darwin-skillcp -r "darwin-skill" ~/.claude/skills/darwin-skill

Copies the darwin-skill skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project).

Plugin

/plugin marketplace add alchaincyf/darwin-skill

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • darwin-skill

    Darwin Skill 2.0 (达尔文.skill 2.0): autonomous skill optimizer, v2.0 integrates Microsoft Research SkillLens (arXiv 2605.23899) 9-dim rubric + SkillOpt (arXiv 2605.23904) validation-gated design + human-in-the-loop checkpoints. Evaluates SKILL.md files using a 9-dimension rubric (structure + effectiveness + meta-skill blacklists), runs hill-climbing with git version control, spawns independent judg…

    SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.