darwin-skill SKILL.md skillA
darwin-skill from joe-qai/qa-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add joe-qai/qa-skills/darwin-skill@git:20260904.004eda6Pins git:20260904.004eda6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- joe-qai/qa-skills
- Path
darwin-skill/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260904.004eda6, committed Sep 4, 2026
- Size
- 22,152 bytes
- Repository stars
- 25
- License
- none declared
Darwin Skill (达尔文.skill): autonomous skill optimizer inspired by Karpathy's autoresearch. Evaluates SKILL.md files using an 8-dimension rubric (structure + effectiveness), runs hill-climbing with git version control, validates improvements through test prompts, and generates visual result cards. Use when user mentions "优化skill", "skill评分", "自动优化", "auto optimize", "skill质量检查", "达尔文", "darwin", "帮我改改skill", "skill怎么样", "提升skill质量", "skill review", "skill打分".
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Darwin Skill > 借鉴 Karpathy autoresearch 的自主实验循环，对 skills 进行持续优化。 > 核心理念：**评估 → 改进 → 实测验证 → 人类确认 → 保留或回滚 → 生成成果卡片** > GitHub: https://github.com/alchaincyf/darwin-skill --- ## 设计哲学 autoresearch 的精髓： 1. **单一可编辑资产** — 每次只改一个 SKILL.md 2. **双重评估** — 结构评分（静态分析）+ 效果验证（跑测试看输出） 3. **棘轮机制** — 只保留改进，自动回滚退步 4. **独立评分** — 评分用子agent，避免「自己改自己评」的偏差 5. **人在回路** — 每个skill优化完后暂停，用户确认再继续 与纯结构审查的区别：不只看 SKILL.md 写得规不规范，更看改完后**实际跑出来的效果是否更好**。 --- ## 评估 Rubric（8维度，总分100） ### 结构维度（60分）— 静态分析 | # | 维度 | 权重 | 评分标准 | |---|------|------|---------| | 1 | **Frontmatter质量** | 8 | name规范、description包含做什么+何时用+触发词、≤1024字符 | | 2 | **工作流清晰度** | 15 | 步骤明确可执行、有序号、每步有明确输入/输出 | | 3 | **边界条件覆盖** | 10 | 处理异常情况、有fallback路径、错误恢复 | | 4 | **检查点设计** | 7 | 关键决策前有用户确认、防止自主失控 | | 5 | **指令具体性** | 15 | 不模糊、有具体参数/格式/示例、可直接执行 | | 6 | **资源整合度** | 5 | references/scripts/assets引用正确、路径可达 | ### 效果维度（40分）— 需要实测 | # | 维度 | 权重 | 评分标准 | |---|------|------|---------| | 7 | **整体架构** | 15 | 结构层次清晰、不冗余不遗漏、与花叔生态一致 | | 8 | **实测表现** | 25 | 用测试prompt跑一遍，输出质量是否符合skill宣称的能力 | ### 评分规则 - 维度1-7：每个维度打 1-10 分，乘以权重得到该维度得分 - 维度8（实测表现）：跑2-3个测试prompt，按输出质量打1-10分 - **总分 = Σ(维度分 × 权重) / 10**，满分100 - 改进后总分必须 **严格高于** 改进前才保留 ### 关于「实测表现」维度 …
Read the whole file at its exact version.
How to install
mdr add joe-qai/qa-skills/darwin-skill@sha256:ea1c92431f8a2b05The line at the top of this page pins the label git:20260904.004eda6, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_lucitgmjy5b2vslq)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 4, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (22152 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
joe-qai/qa-skills · 25 stars · license none declared · pushed 2026-09-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lucitgmjy5b2vslq GET https://markdownregistry.com/api/v1/resolve?ref=joe-qai/qa-skills/darwin-skill GET https://markdownregistry.com/api/v1/blob/ea1c92431f8a2b056861481f74c83413f16c7a5e2d100a9eee3f12759edc48d4
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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