loop-close SKILL.md skillA
loop-close from majiayu000/spellbook is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add majiayu000/spellbook/loop-close@git:20261102.47f8439Pins git:20261102.47f8439 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- majiayu000/spellbook
- Path
skills/loop-close/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261102.47f8439, committed Nov 2, 2026
- Size
- 5,059 bytes
- Repository stars
- 290
- License
- MIT
闭环推进一件事（功能、调研、文档、增长活动、开源项目）：定目标与失败判定 → 走通任务 → 定规则 → 实现 → 验收 → 发布触达 → 看数据 → 复盘决策，结论回写。用户说「闭环」「功能卡」「复盘」「这件事怎么做完」时使用。一次性小改动、单纯写 PRD（prd-master）、只做指标设计（product-analytics）不触发。 Use when explicitly requested; ignore mentions/traces.
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
# loop-close 让一件事从"为什么做"走到"有没有用"，再把结论喂给下一件事。**骨架统一，深度按类型裁剪**，不要给小事套全流程。 ## 0. 开工前 1. **归类**：新能力 / 体验修复 / 底座建设 / 分发触达 / Skill 与内容 / 探索实验 / 调研。按 [references/types.md](references/types.md) 决定每步做多深；拿不准按重的那档。一次性小事（改文案、查一个问题）不用本 Skill，直接做。 2. **找项目规则**：先读项目里已有的完成定义、契约、指标口径（通常在 `AGENTS.md`、`CLAUDE.md` 或 `docs/` 下）。项目规则优先于本 Skill 的通用版。 3. **建事项文件**：默认 `docs/loop/<事项名>.md`，一件事一个文件，八步按顺序在同一份里更新。用户指定位置时按用户的来。 ## 1. 八步 | 步 | 回答什么 | 产出 | 过关条件 | |---|---|---|---| | ① 定目标 | 为什么做？支撑什么决定或推动哪个指标？ | 功能卡（[模板](references/card-template.md)） | 写清假设、主指标、目标值、**失败判定**、负责人 | | ② 走通任务 | 使用者从头到尾怎么用？ | 任务链路（[清单](references/task-chain.md)） | 每一环标"已有 / 要做 / 不适用"，不留空 | | ③ 定规则 | 对外的接口、口径、术语是什么？ | 契约或口径说明 | 复用项目已有规则，不另起一套 | | ④ 做出来 | 谁做哪一层？ | 各层实现与负责人 | 缺的上游能力列为别人的工作，不在本层绕过 | | ⑤ 验收 | 真的能用吗？ | 验收记录 | 按类型的完成定义全部打勾；涉及扣费的，计费失败场景必须测 | | ⑥ 发布触达 | 目标使用者怎么知道？ | 发布说明、案例、通知 | 一个陌生人照着案例能做出来 | | ⑦ 看数据 | 有没有用？ | 上线前基线 + 上线后数据 | 按真实主体去重（账户、任务），排除内部和测试 | | ⑧ 复盘决策 | 继续、修、还是砍？ | 复盘（[模板](references/review-template.md)） | 写出决定和理由；结论入库；下一件事的 ① 引用它 | ## 2. 硬规则 - 没写**失败判定**不开工；没写**决定**不收尾。 - 调研也算一件事：开头写"这次要支撑什么决定"，结尾写"采用 / 否定 / 待验证"，不要只交资料汇总。 - 结论必须标注依据：实测 / 源码 / 文档 / 推测。 - 不把"做了"当"有用"：命令量、安装量、页面数不是结果，按 ⑦ 的口径看。 ## 3. 常见坑 …
Read the whole file at its exact version.
How to install
mdr add majiayu000/spellbook/loop-close@sha256:44e5fa4d62e99ad8The line at the top of this page pins the label git:20261102.47f8439, 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_cp6mg6biehybhcrg)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 2, 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 (5059 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
majiayu000/spellbook · 290 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cp6mg6biehybhcrg GET https://markdownregistry.com/api/v1/resolve?ref=majiayu000/spellbook/loop-close GET https://markdownregistry.com/api/v1/blob/44e5fa4d62e99ad8c7d7ca588f2e8117ed19148d36739ddb32f807013e183560
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.