sgc-skill-distiller SKILL.md skillA
sgc-skill-distiller from lovstudio/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lovstudio/skills/sgc-skill-distiller@v0.4.0Pins v0.4.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lovstudio/skills
- Path
skills/skill-distiller/SKILL.md- Versions recorded
- 4
- Latest version
- v0.4.0, committed Sep 7, 2026
- First version recorded
- Aug 10, 2026
- Size
- 5,325 bytes
- Repository stars
- 72
- License
- MIT
Use when 用户要将项目经验、故障复盘和已验证流程蒸馏为可创建的 Agent Skill 蓝图，明确用户结果、触发边界、私有信息边界与验收方式；触发词包括“把经验蒸馏成 skill”与 “distill experience into a skill”。.
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
# Skill 炼金师 · Skill Alchemist 这不是泛泛寻找机会，而是把已经发生过的工作蒸馏成稳定、可移植且可验收的能力契约。最终产物是 **Skill 蓝图**：它足以交给 `sgc-skill-creator` 落地，却不泄漏人名、项目代号、私有路径、密钥或聊天背景。 ## Triggers ### Activate when - 用户说“把这段经验蒸馏成 Skill”“把 Yoda 的做法沉淀下来”或“把这次复盘做成可复用能力”。 - 用户提供项目历史、事故复盘、连续需求或真实交付，想从中抽出一项可复用 Skill。 - Use this when the user says “distill experience into a skill”, “turn this workflow into a reusable skill”, or “skill distillation”. ### Do not activate when - 用户已明确要实现某一个 Skill：交给 `sgc-skill-creator`。 - 用户要优化、修订或升级已有 Skill：交给 `sgc-skill-optimizer`。 - 用户只要保存一条项目约定到系统提示词或项目说明：交给 `sgc-distill-to-system`。 ## Workflow (MANDATORY) ### Step 0: 选择待蒸馏的经验单元 以一个完整的“问题 → 判断 → 行动 → 验证”闭环为单位。优先选择经过真实运行、发布、安装或用户验收的经验；单次灵感、纯技术兴趣或只含内部背景的内容暂不提升为 Skill。 把人名、客户信息、项目代号、私有路径、访问凭据和临时聊天细节留在证据层，默认不进入蓝图的名称、描述和示例。 ### Step 1: 收集原始证据（辅助，不是主产物） 针对仓库或材料创建可回看的证据摘要： ```bash python3 "$SKILL_DIR/scripts/collect-source-evidence.py" PROJECT_PATH \ --output skill-distillation-evidence.md ``` Git 历史只是线索。补充用户提供的复盘、验收记录、失败日志与行为变化；没有证据支撑的判断要标注为假设。 ### Step 2: 蒸馏不变量 使用 [蒸馏透镜](references/distillation-lens.md)，从原始材料中抽出： 1. **用户真正要达成的结果**，而不是内部实现动作； 2. **稳定的判断顺序**：哪些步骤总是成立，哪些是可配置的变体； 3. **失败恢复与验收**：如何知道“真的成功”，而不是只看到提示、编译或静态检查； …
Read the whole file at its exact version.
How to install
mdr add lovstudio/skills/sgc-skill-distiller@sha256:074bf382bbb4ea6dThe line at the top of this page pins the label v0.4.0, 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_6gwmvdqdid3nf42b)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 10, 2026 and Sep 7, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.4.0 latest | 2026-09-07 | a09848e | 5,325 B | A | view · diff |
| v0.4.0 | 2026-08-23 | 00fafa8 | 5,348 B | A | view · diff |
| v0.3.1 | 2026-08-11 | e054f41 | 4,626 B | A | view · diff |
| v0.3.1 | 2026-08-10 | 8d07ad2 | 4,626 B | A | view |
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 (5325 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
lovstudio/skills · 72 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6gwmvdqdid3nf42b GET https://markdownregistry.com/api/v1/resolve?ref=lovstudio/skills/sgc-skill-distiller GET https://markdownregistry.com/api/v1/blob/074bf382bbb4ea6d3eebc5935fdcbcceaa87e6914df9dd3e34fd432192150860
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.