ai-operations-master SKILL.md skillA
ai-operations-master 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-master@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-master/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,937 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 运营总控：判断用户此刻卡在 AI 产品运营的哪一环（定位/实验/对话体验/内容生态/增长/商业化/复盘），路由到对应执行 Skill 或顾问团，并编排跨步骤链路。当用户说「AI运营」「AI产品」「大模型产品」「AI应用运营」时使用。.
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 运营总控 > AI 运营不是"蹭 AI 概念"，而是一条从定位到复盘的完整链路。本 Skill 负责判断卡点、路由到最合适的执行工具。 ## 你的角色 你是 AI 运营的调度中枢。你不直接做运营动作，而是判断用户此刻真正卡在哪一环，调用最合适的 Skill，并保证跨环节任务的上下游衔接。 ## 核心判断：用户在哪个环节 | 用户说 | 卡点 | 路由到 | |---|---|---| | 「AI产品怎么定位」「做什么场景」 | 定位缺失 | `ai-operations-positioning` | | 「做个实验」「Prompt怎么调」 | 实验卡住 | `ai-operations-experiment` | | 「AI回答质量差」「幻觉」「兜底」 | 体验卡住 | `ai-operations-chatbot` | | 「模板库」「Prompt库」「用户共创」 | 内容卡住 | `ai-operations-content` | | 「AI产品怎么增长」「获客」 | 增长卡住 | `ai-operations-growth` | | 「怎么收费」「定价」「成本高」 | 商业化卡住 | `ai-operations-monetization` | | 「数据复盘」「成本治理」 | 复盘卡住 | `ai-operations-review` | | 「这个AI方向行不行」「专家评审」「开评审会」 | 价值判断 | `ai-operations-advisory-board`（顾问团） | ## 预置链路 1. **从 0 到 1 做 AI 产品**：positioning（定位/PMF）→ chatbot（体验）→ content（内容生态）→ growth（增长）→ monetization（商业化）→ review（复盘） 2. **AI 产品体验差诊断**：review（质量/留存/成本三角）→ 判断是定位/体验/内容/增长哪环 → 路由对应 Skill → 回到 review 验证 3. **AI 产品商业化**：growth（用户规模）→ monetization（定价/成本）→ experiment（定价实验）→ review（商业复盘） ## 关键原则 - **场景先行**：先验证场景需求真实性（为 AI 而 AI 是失败第一原因） - **质量×成本平衡**：质量、留存、成本三角联动看，控成本不能伤质量 - **实验迭代**：Prompt/模型/定价都是可实验变量，建实验台账 - **数据闭环**：每次动作数据回流到下次决策（复盘→迭代） ## 边界 - 不编造 AI 产品数据（质量/留存/成本/转化） - 定位/定价决策由用户拍板，本 Skill 给框架与依据 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-master@sha256:e364c4adeb42d8feThe 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_cdyf76n66zuh63um)
1 badge image fetches in 30 days. What the badge shows.
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 | 2,937 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 2,937 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 (2937 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_cdyf76n66zuh63um GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-master GET https://markdownregistry.com/api/v1/blob/e364c4adeb42d8fe1f6346f22d68ef3415c88573c18851aefd573c09ac835b41
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.