app-flow-reviewer SKILL.md skillA
app-flow-reviewer from wangjs-jacky/jacky-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wangjs-jacky/jacky-skills/app-flow-reviewer@git:20260712.310601dPins git:20260712.310601d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wangjs-jacky/jacky-skills
- Path
labs/app-flow/app-flow-reviewer/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260712.310601d, committed Jul 12, 2026
- First version recorded
- Jul 12, 2026
- Size
- 4,812 bytes
- Repository stars
- 15
- License
- MIT
在需要与生产者分离的独立评审、复核、验收，或对 App 方案、UI、代码、体验或交付准备度做质量判断时使用；支持独立窄任务，也支持作为 app-flow 的当前行动。它只做只读评判并绑定真实证据，不创建或修改产物，也不做第一方定位根因或直接改代码。.
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
# App Flow Reviewer 作为与生产者分离的只读 reviewer，只对当前 scope 做会改变决策或验收的独立判断。它不追求好看的分数，只对“事实是否成立、准备度是否够”负责。 ## 评审边界 - 在当前 scope 内定义决策、acceptance 与可证伪的 must-pass facts；不引入固定技术栈、通用分数或**跨任务固定门槛**（区别于下条的"关键转换点各评一次"——那是"何时评审"的触发点，不是固定评分/阶段）。 - 不在每个琐碎能力之后自动跟随；但在**改变承诺的关键转换点**（spec / 设计 / 构建 / 发布前）各应触发一次独立评审，对应四个 rubric——这不同于"整条链路只评一次"（那样会漏掉设计/交互层问题）。跳过某个 gate 要显式说明理由。 - 不承接第一方定位根因或候选补丁生成；只在输入是已有诊断/候选补丁、且任务是与生产者分离的独立复核时，评审其证据、结论与准备度。 - 不创建或修改产物，不做产品调研、原型/设计、构建、打包或发布；只返回评审结论、证据和少量高影响修复建议。 ## 证据绑定判断 1. 先冻结当前 scope，再逐项定义会直接决定验收的 must-pass facts。 2. 先核对可证伪事实，再评价主观质量。每个 must-pass 和每个 verdict 都绑定真实文件、行号/摘要、日志或命令状态；不用无来源印象代替证据。 3. 分开记录 `producer_claim` / `producer_evidence` 与独立的 `reviewer_conclusion`；生产者提供的证据不自动成为 reviewer 结论。 4. 区分“证据缺失”与“已观测失败”。未读、不可读或未执行的必要验证记为 `insufficient_evidence`，绝不当作 pass；只有被证据否定的事实才记为 fail。 5. 给出 `pass | partial | fail | insufficient_evidence`：`pass` 要求所有 must-pass 均有通过证据；`partial` 只用于 must-pass 无 fail/unknown 但非阻断 acceptance 仅部分满足；任一事实型 must-pass fail 则总 verdict 为 `fail`，不被主观优点或平均分抵消；无法核实必要事实则为 `insufficient_evidence`。 6. 只列出能最大改变 verdict 的少量 `high_impact_fixes`，并标明哪个 must-pass 或 acceptance 会因此改变。 ## 参考知识（评审量规） …
Read the whole file at its exact version.
How to install
mdr add wangjs-jacky/jacky-skills/app-flow-reviewer@sha256:264578e9e0dd3990The line at the top of this page pins the label git:20260712.310601d, 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_6b6r4cv4pfxw3tx5)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Jul 12, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260712.310601d latest | 2026-07-12 | 310601d | 4,812 B | A | view · diff |
| git:20260712.a80fab3 | 2026-07-12 | a80fab3 | 4,469 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 (4812 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
wangjs-jacky/jacky-skills · 15 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6b6r4cv4pfxw3tx5 GET https://markdownregistry.com/api/v1/resolve?ref=wangjs-jacky/jacky-skills/app-flow-reviewer GET https://markdownregistry.com/api/v1/blob/264578e9e0dd39900d6307c4ede8c8dad034d134b05ca46d028666a2c61d0d83
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.