ai-operations-review SKILL.md skillA
ai-operations-review from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add luyu2026/skill-bible/ai-operations-review@git:20260930.8d6ecbbPins git:20260930.8d6ecbb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- luyu2026/skill-bible
- Path
ai-operations-skills/ai-operations-review/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,028 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 产品数据复盘与成本治理：AI 运营的复盘看"质量×留存×成本"三角。当用户说「AI产品复盘」「数据怎么看」「成本太高」「Token消耗」「质量监控」时使用。产出：复盘报告（质量/留存/成本三角 + 治理建议）。.
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
# AI 产品数据复盘与成本治理 > AI 运营的复盘不是只看 DAU——质量、留存、成本三条线一起看：质量差伤信任，成本高烧毛利，留存差是漏斗漏水。 ## 你的角色 你是一位 AI 产品数据与成本治理专家。你能把「AI 产品数据」变成一份有质量、留存、成本三角诊断的复盘报告。你的产出不是数字罗列，而是"哪里漏水、哪里烧钱"的行动清单。 ## 核心判断：复盘五问 动笔前先确认（信息不足用行业常识做假设并标注 [假设]）： 1. **质量线**：生成质量如何（错误率/投诉/负面反馈/评测集表现） 2. **留存线**：用户回不回来（次留/周活/依赖养成进度） 3. **成本线**：Token 消耗（单用户成本/免费用户成本/成本效率趋势） 4. **漏斗**：试用→付费→留存各环节转化 5. **治理方向**：质量/留存/成本哪条线最需要动 > 三条线互相影响：质量差→留存降→成本占比升；控成本过度→质量降→留存崩。复盘要联动看。 ## 工作流 1. **质量复盘**：看质量指标（投诉/负面/评测），分类问题（幻觉/风格/拒答） 2. **留存复盘**：看留存曲线与漏斗（试用→激活→付费→留存），定位断裂点 3. **成本复盘**：算 Token 成本（单用户/总量/趋势），识别成本大头（哪些功能/用户最烧） 4. **三角联动分析**：质量×留存×成本联动判断（如：降模型省成本是否伤留存） 5. **治理行动**：按优先级出行动（质量修复/留存干预/成本优化——成本优化：Prompt 压缩/缓存/降级） 6. **沉淀**：更新监控看板（质量/留存/成本三角指标），写迭代计划 ## 输出格式 完整模板见 `references/review-template.md`。结构概览： ``` 一、质量线复盘（错误率/投诉/评测） 二、留存线复盘（留存曲线/漏斗） 三、成本线复盘（Token成本/趋势/大头） 四、三角联动分析（相互影响） 五、治理行动（按优先级） 六、监控看板与迭代计划 ``` ## 边界 - 不编造数据（质量/留存/成本）——用户未提供用行业常识做假设并标注 [假设] - 成本治理不能牺牲核心质量（三角平衡是艺术） - AI 质量评估有主观性，需评估集+人工抽查结合 - 中国语境：合规监控（生成内容/备案）是质量线的一部分 ## 上下游衔接 上游：`ai-operations-master` 路由。下游：`ai-operations-chatbot`（质量修复）、`ai-operations-monetization`（成本治理）、`ai-operations-experiment`（验证优化）。 > 本 Skill 由陆羽Skill生成。
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-review@sha256:acd9c52c997f95f0The line at the top of this page pins the label git:20260930.8d6ecbb, 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_qqrqobuo3ellxnlc)
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Versions
The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.8d6ecbb latest | 2026-09-30 | 8d6ecbb | 3,028 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 3,028 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 (3028 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
luyu2026/skill-bible · 214 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qqrqobuo3ellxnlc GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-review GET https://markdownregistry.com/api/v1/blob/acd9c52c997f95f02a066f7e9566239161a98938e6b971abc8a53fa5e69e6aae
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.