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ai-content-audit

In the official Anthropic plugin directory

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项目 README

来源文件:README.md

抓取于 2026年8月16日

🧠 PM Skills — 1098 Professional Agent Skills for Claude, ChatGPT, Gemini, Cursor, Codex & Hermes

PM Skills — 1098 professional skills your AI assistant can read. Plain markdown, works with Claude, ChatGPT, Gemini, Cursor, and Codex. MIT licensed.

In the official Anthropic plugin directory Stars npm PyPI Skills SkillCheck SkillSpec Security Audit Version License Sponsor Listed in Awesome Claude Skills Skill of the day Free runs served Website & newsletter

What is PM Skills?

PM Skills is an open-source library of 1098 Agent Skills — plain-markdown SKILL.md files that teach an AI assistant to do one professional task to a senior professional's standard, from writing a PRD to decoding a lease or running a blameless postmortem. Each skill bundles the framework, an output template, quality checks, and anti-patterns. It is MIT-licensed and works with Claude, ChatGPT, Gemini, Cursor, and Codex.

Decode a lease before you sign it. Write a PRD your team can execute. Simulate the promotion committee before the real one meets. Check the weather with zero API keys. Generic AI gives you filler; these give you the structure a senior professional actually uses.

Works natively in Claude Code and Hermes Agent, with ready-to-paste exports for ChatGPT, Gemini, Cursor, Codex and 8 more tools. (PM stands for Professional, not just Product Management.)

Claude Code — native ChatGPT exports Gemini exports Cursor, Codex, Windsurf — one command MCP — any client
Telegram bot Slack app Raycast launcher Obsidian plugin n8n connector
Python — pip install pm-skills Hugging Face dataset Docker image on ghcr GitHub Actions

🐣 New here? Pick a door — each takes about 30 seconds

  1. Just looking → open the ▶ Playground and run a skill in your browser. Nothing to install, nothing to sign up for.
  2. You use Claude Code → type /plugin, search pm-skills, install. Done — ask "decode this lease" and watch.
  3. You use anything else → npx pm-claude-skills add and pick your tool from the menu (Cursor, Codex, Windsurf, ChatGPT, Gemini…).
  4. Want the guided tour → browse the searchable catalogue site and subscribe to get an email whenever new skills launch.

Nothing here can scare your setup. A skill is a markdown file your AI reads — no runtime, no telemetry, no accounts. Installing copies text files; uninstalling is deleting them. Skeptical? Good instinct: read one first — it's designed to be read by humans too.

Don't know what to look for? Describe your task in plain words at 🔎 find — "my landlord kept my deposit", "board meeting on Thursday" — and it names the skill.

Subscribe to the PM Skills newsletter

Never miss a new skill. New ones drop regularly — subscribe to the newsletter and get a short email with a real example whenever they launch. No spam, unsubscribe anytime. Prefer no email? Follow via RSS or browse the newsletter archive.


🧠 Not just what to do — how to think

Most skills here answer "do this task." A new family answers "think differently about my life."

LLMs have one big weakness: they're too correct. On open-ended questions they give the safe, average, textbook answer — technically right and completely forgettable. Two new bundles fight that head-on (inspired by parallel-divergent-ideation research):

💭 pm-thinking — think better

Escape the generic answer and stress-test your own decisions:

🎯 pm-focus — get unstuck

ADHD-friendly executive function (useful for everyone):

✨ See it in action

It's not just a folder of files — the whole library is explorable, runnable, and a little bit magic. All of this runs in your browser, free, nothing to install:

The Skill Playground: pick the Executive Update skill, fill in a few notes, hit run, and watch a structured executive briefing stream out — all in the browser
▶ Pick a skill → fill a short form → run it → a senior-grade artifact streams out. No install, your key stays in your browser (or run free with no key).

Galaxy 3D — fly through all 1098 skills as a glowing constellation you orbit and click into
🌌 Galaxy 3D — fly through all 1098 skills as a living constellation. The ones you've run burn brighter.
PM Skills Wrapped — your practice turned into a shareable, Spotify-Wrapped-style story
🎁 Wrapped — your practice, as a shareable story. 100% local — nothing leaves your browser.

▶ Open the Playground to run any of the 1098 skills with your own key — or just browse them all.

💬 What can I ask it to do?

Anything below is a real ask that activates a real skill — say it in your own words, the description does the routing:

🏠 "decode this lease before I sign" → lease-decoder📋 "write the PRD for our referral feature" → prd-template🚨 "blameless postmortem for Friday's outage" → incident-postmortem
💰 "practice my salary negotiation" → salary-negotiation📉 "why is churn up this quarter?" → churn-analysis⚖️ "rank the backlog with RICE" → rice-prioritisation
🛂 "prep me for the visa interview" → the-visa-interview🔨 "is this contractor quote fair?" → home-contractor-quote-decoder🏡 "should we rent or buy?" → rent-vs-buy
📝 "draft my self-review honestly" → performance-review🚀 "are we ready to launch?" → product-launch-checklist📬 "my inbox is 4,000 deep" → email-triage-system

…all 1098 asks live in the catalog.

⚡ Quick start

You want to…Do this
Browse the skillsSKILLS.md — the full catalog · or the searchable web catalog
Install in Claude Code/plugin → search pm-skills (it's in the official Anthropic directory) — or npx pm-claude-skills add --agent claude
Install in Cursor / Codex / Windsurf / Cline…npx pm-claude-skills add --agent cursor (or codex, windsurf, aider, cline, zed…)
Use one skill in ChatGPT / GeminiCopy it from exports/chatgpt/ or exports/gemini/ and paste as instructions
Skills over MCP, in any sessionclaude mcp add pm-skills -- npx -y pm-claude-skills-mcp

No npm install needed — npx pm-claude-skills … always runs the latest. npx pm-claude-skills list shows everything in your terminal. Full per-tool instructions: docs/installation.md.

📚 The skills

Every skill follows the same discipline: what it produces, the inputs it needs, a real framework (severity scales, decision rules — not vibes), a concrete output template, quality checks, and anti-patterns. All 1098 pass the SkillSpec L3 gate and a security audit in CI.

Decoders bundle crestSimulators bundle crestCalculators bundle crestLive data bundle crestCowork bundle crestTokens bundle crestSeatbelt bundle crestEssentials bundle crest
DecodersSimulatorsCalculatorsLive dataCoworkTokensSeatbeltEssentials

For everyone — life's paperwork and decisions

FamilyWhat it doesExamples (of many)
🔍 Decoders (25+)Read the document before you sign it — plain language, 🔴🟡🟢 severity, the money mathlease · medical bill · job offer · severance · insurance policy · contractor quote · timeshare
🎭 SimulatorsFace the adversary early — the real meeting, then an out-of-character debriefsalary negotiation · promotion committee · thesis defense · visa interview · due-diligence call
🧮 CalculatorsDeterministic Python scripts + honest models — assumptions labeled, no false precisionrent vs buy · FIRE number · debt payoff · raise vs jump · daycare vs stay-home
📡 Live data (17)Real-time answers with zero API keys — weather, rates, flights, scores, all over plain curlweather · currency · crypto · flights · earthquakes · is-it-down
🏠 Life adminThe unglamorous logistics, done in orderrelocation · new parent · caregiving · doctor visits · records requests
💼 Career momentsThe weeks that decide yearslayoff kit · resignation kit · PIP response · first 90 days as manager · interview gauntlet
🏛 Dead mentors (5) 🆕History's sharpest operators, resurrected — the real methods from public-domain classics, applied to modern workMachiavelli on office politics · Sun Tzu on picking your fights · Franklin's decision algebra · Marcus Aurelius on bad days · Bennett's 1908 time audit
🏛 Life systems (20) 🆕Navigating the bureaucracies and emergencies people face alone — civic, disability, immigration, disastervoting-navigator · disability-benefit-appeal · arrival-setup · credential-recognition · go-bag-builder · after-the-disaster
🧠 Human edges (20) 🆕The parts of life nobody built tools for — neurodivergence, invisible illness, grief, identity, the hard conversationsmasking-budget · spoon-planner · diagnosis-limbo-kit · coming-out-rehearsal · grief-admin · rabbit-hole-rescue
⚡ New-gen (10) 🆕How the next generation lives and earns — creator deals, clips, D&D, ranked, resale, the attention warcreator-deal-decoder · clip-factory · ttrpg-session-forge · the-vibe-check · ranked-climb-coach · attention-reset
🔮 2027 (10) 🆕Problems you don't have yet, but will — the agent era's operational skillsagent-severance · deepfake-drill · agent-hiring-panel · context-bankruptcy · clone-brief · api-for-yourself · the-org-simulator
🎲 Tabletop (5) 🆕Game night, upgraded — teach, judge, plan, design, and practice the tradesteach-the-game · rules-lawyer · game-night-planner · board-game-designer · tabletop-negotiator
🧾 Freelance & renters & parentsSmall bundles for specific livespricing your services · late invoices · deposit recovery · IEP meetings · students
🎲 Hobbies (12) 🆕Life outside work — the genuinely fun stuffwine pairing · houseplant care · board-game night · D&D campaign · stargazing · chess openings
💪 Wellbeing (12) 🆕Body and mind, sustainably — not another app streakhome workout · sleep reset · habit builder · posture reset · screen-time detox
🔐 Digital self-defense (12) 🆕When your digital life is under attackidentity-theft recovery · phishing triage · account recovery · data-broker removal · doxxing response
👪 Family & relationships (12) 🆕The people who matternew-baby logistics · wedding vows · co-parenting messages · condolences · in-law boundaries
💭 Thinking modes (24) 🆕Change how your AI reasons — escape the generic answer, stress-test decisionsthe-third-answer · five-minds · decision-panel · red-team-my-plan · devils-advocate · poke-holes-in-this
🎯 Focus & executive function (26) 🆕Get unstuck and run your own brain — ADHD-friendly, for everyonewhere-do-i-start · task-to-first-step · overwhelm-triage · the-one-thing · build-my-memory-file · weekly-unstuck
📖 Learning & mastery (10) 🆕Learn anything faster and make it sticklearn-anything-roadmap · feynman-explainer · spaced-repetition-setup · skill-plateau-breaker · deliberate-practice-plan
💰 Wealth-building (10) 🆕Build wealth on purpose — educational, not financial adviceinvesting-for-beginners · index-fund-starter · ask-for-a-raise · first-100k-plan · financial-independence-roadmap
🤝 Social & relationships (10) 🆕The hard conversations and the human onesmake-friends-as-an-adult · networking-for-introverts · boundary-setting-scripts · give-hard-feedback-kindly · repair-after-a-fight
🩺 Caregiving & aging (10) 🆕Care for aging parents and navigate the system — not medical/legal advicemedical-appointment-advocate · care-team-coordinator · caregiver-burnout-check · long-term-care-options · end-of-life-wishes-conversation
🤖 AI-native life (10) 🆕Use AI itself well — the meta-skills that make every tool betterprompt-library-builder · delegate-to-ai · ai-context-primer · spot-ai-mistakes · get-more-from-ai
🤝 Cowork (100)The office knowledge work an AI coworker actually does — the frameworks — the whole bundleemail triage · spreadsheet audit · meeting cost meter · deck outline first · saying no kindly · delegation brief
⚡ Cowork · Live (12)The same jobs, done — Claude Cowork acts on your real data via connectors + sandbox and returns an artifact — the whole bundleinbox triage (live) · meeting prep (live) · spreadsheet audit (live) · deck from doc · thread → decision · PR description (live)

For professionals — 35 fields

Product Management Engineering Marketing & GTM
Customer Success Data & Analytics Leadership & People
Design & UX Legal Finance
Founders Security Government

…plus HR, sales, operations, research, healthcare, educators, writers, social media, and more — the full profession index, or by bundle in plugins/ (121 bundles). Install any bundle: /plugin install pm-decoders@pm-skills.

Meta

Before installing anyone's skills (including these): skill-vetting — a security read for SKILL.md files. The library's own standard lives in SKILLSPEC.md; every skill's level is enforced in CI.

🔍 What does a skill look like?

A skill is a single markdown file with a name, a description that tells the assistant when to activate it, and a body containing the working framework: required inputs, decision rules or severity scales, a concrete output template, quality checks, and anti-patterns. The assistant reads it and gains the judgment; humans can read, audit, and edit the same file. No runtime, no lock-in.

---
name: lease-decoder
description: "Decode a residential lease into plain English and rank the
  clauses that can hurt you. Use when someone asks 'what am I signing'…"
---
## Framework: Severity Scale
- 🔴 Can cost you real money — auto-renewal into a full new term, break
  penalties beyond re-rental costs, deposit conditions written to fail…

That's the whole trick: it's markdown. Your agent reads it and gains the judgment; you can read it too, audit it, edit it, or write your own. No lock-in, no runtime, no telemetry.

💸 Cut your token bill

The pm-tokens bundle optimizes every stage of your agent's token journey — no API keys, stdlib Python, nothing leaves your machine. Five habits, typically 30–60% off a session's token flow:

# 1. Map the repo instead of reading it (~3% of the cost of reading everything)
python3 skills/repo-map/scripts/repo_map.py .

# 2. Crush bulk before it enters context (98% smaller on uniform JSON; errors always survive)
python3 skills/context-crusher/scripts/context_crush.py --mode json --file response.json

# 3. Measure what anything costs — at YOUR prices, times YOUR call volume
python3 skills/token-cost/scripts/token_cost.py --file CLAUDE.md --price-in 3 --calls 200

Plus the judgment skills: token-diet (output costs 3–5× input — diet it where safe), context-budget (cache-aware layout: stable first, volatile last), and session-handoff (resume at ~5% of transcript size). See your own breakdown in the 🪙 Token Dashboard — paste what rides in your context, get computed per-piece savings, all in-browser. The full how-to: docs/SAVE-TOKENS.md.

🤝 Make the most of the cowork skills

The pm-cowork bundle is 100 skills for the office work an AI coworker actually does. Install it (/plugin install pm-cowork@pm-skills), then — the whole trick — describe your mess, don't name the skill: say "my inbox is 4,000 deep", "nobody reads my status updates", "this spreadsheet came from someone who left" — the right skill activates on the ask.

Start where it hurts:

Your painSay thisThe skill that answers
Drowning in email"triage my inbox and cut the volume at the source"email-triage-system → inbox-unsubscribe-purge
Calendar is all meetings"audit my recurring meetings and price them"standing-meeting-audit + meeting-cost-meter
Inherited a scary spreadsheet"audit this sheet before we trust it"spreadsheet-audit → formula-detangler
Docs get rewritten in review"outline first, get sign-off, then draft"outline-before-prose
Weeks just happen to you"set up my weekly review"weekly-review-ritual — the hub the others plug into

Three habits that compound: (1) The weekly review is the keystone — it feeds task-triage-matrix, deep-work-blocking, and personal-wip-limits automatically. (2) The skills chain on purpose — email-to-tasks feeds the task triage; the meeting audit feeds async-instead; delegation-brief hands off what the triage says to shed — follow the links inside each skill. (3) Teams adopt one norm at a time — start with agenda-or-cancel or working-agreements, let it stick, then add the next; the ten-norms-on-Monday rollout is how none of them survive.

🔬 Prove it, and stop paying rent

Two CLI tools for the trust-and-cost problems the ecosystem keeps hand-waving — both keyless-to-inspect, both one command:

# Does your skill actually work? Prove it. Paired A/B — skill on vs off, same tasks,
# REAL token counts from the API's usage fields, optional blind judge, sha-pinned receipt.
npx pm-claude-skills prove --skill ./my-skill --tasks tasks.txt --runs 2 --judge
npx pm-claude-skills prove --skill ./my-skill --tasks tasks.txt --dry-run   # plan + call count, spends nothing

# Your MCP servers are charging you rent. Measure it: per-server token cost,
# unused-in-N-days flags, "disconnect these three, save X tokens per message".
npx pm-claude-skills mcp-audit --connect

prove exists because the ecosystem is full of "65% better!" claims and almost none are measured — it's the honest-broker harness (the JetBrains "advertised 65%, measured 8.5%" story is exactly why). mcp-audit reads your Claude configs, speaks real MCP to each server to count its schema tokens, and scans your session logs for what you actually use. See also the 📊 AI Spend page — every agent's cost (Claude Code, Codex, Copilot) in one meter, all in-browser.

Agent safety: the pm-seatbelt bundle is the pre-flight checklist before an agent touches email, the browser, or files — least-privilege reviews, prompt-injection spotting, and the blast-radius drill for going autonomous. And RFC 0002 — HANDOFF.md is a dead-simple session-handoff convention (your agent, but it remembers Monday) — a file, not a server, with reference hooks.

✅ Quality, not just quantity

  • Every skill passes the SkillSpec L3 gate — structure, framework, quality checks, anti-patterns — enforced in CI on every commit
  • Eval-scored — 208 scored outputs, avg 4.8/5, judged blind
  • Security-audited — a dedicated CI workflow sweeps every skill and script; calculators are stdlib-only and deterministic with byte-exact output tests
  • Honest by design — decoders end with a not-legal-advice line, calculators name what they don't model, simulators debrief out of character, and skills that shouldn't ghostwrite (student statements) coach instead

🎁 Beyond the skills (the bonus material)

The library grew an ecosystem — all optional, all linked from the full showcase:

▶ Skill Playground — try any skill in your browser, no install · 📸 the Gallery — the creative side, in screenshots · Anti-Pattern Museum — 2,900+ shareable rules · The Handbook (also a real printed book) · Workflow recipes · Subagents & slash commands · MCP server + REST API · n8n / Slack / Obsidian integrations · The Boardroom · SkillBench · Org Edition · 🇪🇸 🇫🇷 🇨🇳 🇯🇵 translations

📄 The one-page cheatsheet

The whole library on one poster — start path, standout features, and install one-liners for every tool. Print it, share it, drop it in a slide.

PM Skills cheatsheet — one link to start, the standout features, and install paths for every tool on one poster.

🖼️ PNG · 📄 PDF · 🌐 Live poster · 📥 Markdown

🆕 Latest

v76.0.0 — the systems wave: 20 new skills for the bureaucracies and emergencies people face alone — 🏛 pm-civic (vote, permits, jury duty, the letter that gets action, report a hazard), ♿ pm-accessibility (appeal a denied disability benefit, accommodations, accessible travel, disclosure), ✈️ pm-newcomer (first-90-days in a new country: arrival setup, credential recognition, healthcare, credit from scratch), and 🚨 pm-emergency (go-bag, your real local hazards, outage plan, after-the-disaster) — every one guard-railed and routed to official sources. 1098 skills, 121 bundles.

v75.0.0 — the human-edges wave: 20 new skills for the parts of life nobody built tools for — 🧠 pm-neurodivergent (masking-budget, meltdown-map, body-double-session, nt-translator, sensory-audit), 🩺 pm-invisible-illness (diagnosis-limbo-kit, spoon-planner, perimenopause-navigator, flare-day-planner), 🏳️‍🌈 pm-identity (coming-out-rehearsal, name-change-navigator, two-worlds-translator, faith-transition-companion) — plus grief-admin, legacy-letter, the-ick-decoder, and rabbit-hole-rescue; every sensitive one guard-railed. 1098 skills, 121 bundles.

v74.0.0 — the life-expansion wave: five new bundles for the parts of life beyond the office — 📖 pm-learning (learn anything and make it stick: learn-anything-roadmap, feynman-explainer, spaced-repetition-setup), 💰 pm-wealth (build wealth on purpose — educational, not advice: investing-for-beginners, first-100k-plan, ask-for-a-raise), 🤝 pm-social (the human conversations: make-friends-as-an-adult, boundary-setting-scripts, repair-after-a-fight), 🩺 pm-caregiving (care for aging parents — not medical/legal advice: medical-appointment-advocate, caregiver-burnout-check), and 🤖 pm-ai-native (use AI itself well: prompt-library-builder, delegate-to-ai, spot-ai-mistakes) — 50 new skills; 1098 skills, 121 bundles.

v73.0.0 — think differently: two bundles that change how your AI reasons, not just what it does — 💭 pm-thinking (escape the generic answer: the-third-answer, five-minds, red-team-my-plan, devils-advocate) and 🎯 pm-focus (ADHD-friendly executive function: where-do-i-start, overwhelm-triage, build-my-memory-file) — 50 skills inspired by parallel-divergent-ideation research; passes the 1,000 mark — now 1098 skills, 110 bundles.

v72.0.0 — the Everyday Life update: the biggest single drop yet — 100 new skills across four new bundles: 🎲 hobbies (wine pairing, board-game nights, D&D), 💪 wellbeing (workouts, sleep, habits), 🔐 digital self-defense (identity-theft recovery, phishing triage, doxxing response), and 👪 family (new-baby logistics, wedding vows, condolences) — plus new money, legal, home, career, freelance and learning skills; 1098 skills, 108 bundles.

v67.0.0 — the everywhere wave: six new rooms — the trades (quotes, stage payments, apprentices), the committee (AGMs, treasurers, the council mic), open-source maintainers, aging parents (the talks, the sibling summit), the kitchen, the band — plus used-car/mechanic-quote decoders, the group-trip fixer, and 🌱 daily practice; 1098 skills, 104 bundles. v66 — new-gen; pm-newgen — decode your first brand deal, clip the podcast, prep tonight's D&D, fix the dating profile honestly, vibe-check the weekend app, keep the flat peaceful, climb ranked on purpose, flip thrift finds, plan the micro-retirement, get your attention back; 1098 skills, 104 bundles. v65 — pm-2027; ten skills for problems you don't have yet (but will) — offboard an AI coworker, drill the deepfake wire-fraud call, hire your agent like an employee, declare context bankruptcy, send your position to meetings instead of your body, publish your personal API, simulate the reorg before announcing it; 1098 skills, 104 bundles. v64 — game night; pm-tabletop — teach any board game in 5 minutes, settle rules arguments fairly, plan the lineup, design your own game, and spar the Catan trade against a hidden agenda with a scored debrief; 1098 skills, 104 bundles. v63.1 — pixel confetti: pixel-gif-maker — custom retro Slack GIFs (scroll, pulse, party, sparkle) from a pure-stdlib deterministic encoder; 1098 skills. And v63.0.0 — the dead mentors: history's sharpest operators, resurrected as skills — Machiavelli reads your reorg (with the honest counterweight built in), Sun Tzu decides fight/reshape/decline, Franklin's decision algebra settles the offer you keep flip-flopping on, Marcus Aurelius debriefs the day that went badly, and Arnold Bennett (1908) finds your inner day — real methods from public-domain classics, chapter-cited, never misquoted. Earlier — v62.2, the distribution wave (SkillScan, telemetry, SkillBench v2, quiz, wins, WhatsApp); v62.1, nine frontiers. Full history: CHANGELOG · releases

❓ First-timer questions, straight answers

Is it actually free? Yes — MIT, all 1098 skills, forever. The skills are markdown; there is nothing to gate. Sponsors fund the playground's free model runs, not access.
Do I need an API key? Not to browse, read, install, or use skills inside a tool you already have (Claude Code, ChatGPT, Cursor…). The playground even serves a few sponsor-funded free runs a day. A key only enters the picture for optional extras like running skills from CI.
I'm not a product manager. Is this for me? PM stands for Professional here. Most of the library is decoders for leases and medical bills, salary-negotiation practice, career-moment kits, life admin, and 35 professions from teaching to veterinary. The product-management corner is just where it started.
Will this mess with my existing setup? No. Skills are inert text files in a folder; your assistant reads them when relevant. Remove the folder and it's like they were never there. The CLI never touches anything outside the skills directory it tells you about.
How do I know these are any good? Every skill passes a structural gate (SkillSpec L3) and a security scan in CI; 208 outputs are eval-scored in the open (avg 4.8/5), and the benchmark report publishes the negative findings too. When something's machine-translated or unscored, it's labelled.

🤝 Contributing

The library grows a skill at a time — plant one of your own. One markdown file, one PR.

Add a skill via PR (the standard, CONTRIBUTING), request one via issue, or publish your own repo to the community index and earn the badge. Translations follow the pattern in skills-i18n/.

❤️ Support

If a skill saved you real money or a real mistake, star the repo — it's how others find it. Sponsors fund the playground's free runs and get naming rights, not influence: become a sponsor.

📄 License

MIT — use them, fork them, ship them at work. Skills are judgment, and judgment wants to be free.


Built by Mohit with Claude. 1098 skills · 121 bundles · 35 professions · every commit gated. The long version of this README — every feature, wave, and frontier bet — lives in the Showcase.

内容与创作文档与办公研究与检索

低风险

  • 来源需自行核对维护者身份。
  • 未检测到明显脚本安装指令。
  • 未检测到明显外部权限要求。
  • 未检测到高风险命令。
  • 扫描发现:0 条。

Codex — Git Clone 安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 克隆仓库:git clone https://github.com/mohitagw15856/pm-claude-skills.git
  3. 将 "skills/ai-content-audit" 文件夹复制到 Codex 的 skills 目录中。
  4. 重启 Codex 让新的 skill 生效。

Codex — 手动复制安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 从源仓库下载 SKILL.md 及相关文件。
  3. 在 Codex 的 skills 目录中创建新文件夹。
  4. 将所有 skill 文件复制到新文件夹中。
  5. 重启 Codex 让新的 skill 生效。

Claude Code — Git Clone 安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 克隆仓库:git clone https://github.com/mohitagw15856/pm-claude-skills.git
  3. 将 "skills/ai-content-audit" 文件夹复制到 Claude Code 的 skills 目录中。
  4. 重启 Claude Code 让新的 skill 生效。

Claude Code — 手动复制安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 从源仓库下载 SKILL.md 及相关文件。
  3. 在 Claude Code 的 skills 目录中创建新文件夹。
  4. 将所有 skill 文件复制到新文件夹中。
  5. 重启 Claude Code 让新的 skill 生效。

Cursor — Git Clone 安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 克隆仓库:git clone https://github.com/mohitagw15856/pm-claude-skills.git
  3. 将 "skills/ai-content-audit" 文件夹复制到 Cursor 的 skills 目录中。
  4. 重启 Cursor 让新的 skill 生效。

Cursor — 手动复制安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 从源仓库下载 SKILL.md 及相关文件。
  3. 在 Cursor 的 skills 目录中创建新文件夹。
  4. 将所有 skill 文件复制到新文件夹中。
  5. 重启 Cursor 让新的 skill 生效。

GitHub Copilot — Git Clone 安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 克隆仓库:git clone https://github.com/mohitagw15856/pm-claude-skills.git
  3. 将 "skills/ai-content-audit" 文件夹复制到 GitHub Copilot 的 skills 目录中。
  4. 重启 GitHub Copilot 让新的 skill 生效。

GitHub Copilot — 手动复制安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 从源仓库下载 SKILL.md 及相关文件。
  3. 在 GitHub Copilot 的 skills 目录中创建新文件夹。
  4. 将所有 skill 文件复制到新文件夹中。
  5. 重启 GitHub Copilot 让新的 skill 生效。

Windsurf — Git Clone 安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 克隆仓库:git clone https://github.com/mohitagw15856/pm-claude-skills.git
  3. 将 "skills/ai-content-audit" 文件夹复制到 Windsurf 的 skills 目录中。
  4. 重启 Windsurf 让新的 skill 生效。

Windsurf — 手动复制安装

  1. 安装前请先查看来源仓库和风险报告。
  2. 从源仓库下载 SKILL.md 及相关文件。
  3. 在 Windsurf 的 skills 目录中创建新文件夹。
  4. 将所有 skill 文件复制到新文件夹中。
  5. 重启 Windsurf 让新的 skill 生效。
查看 SKILL.md 原文
name: ai-content-audit
description: "Audit a content library, docs site, or blog for AI-generated filler that's eroding trust and search performance — and triage what to fix, rewrite, or delete. Use when asked to find slop in a content library, audit AI-written content quality, explain why content engagement or rankings dropped after scaling with AI, or set a quality bar for AI-assisted publishing. Produces an audited inventory with per-piece verdicts, the detection signals used, a triage plan, and a publishing quality gate that prevents recurrence. For a single article's AI-citability use aeo-optimizer; for the strategy itself use content-calendar or seo-content-brief."

AI Content Audit Skill

Teams that scaled content with AI are discovering the bill: libraries full of fluent, structurally identical, information-free pieces that readers bounce off, search engines quietly demote, and — worst — that erode the trust the good content earned. This skill audits the library for slop with named signals, triages it, and installs the gate that stops the refill.

What This Skill Produces

  • An audited inventory with per-piece verdicts: keep / enrich / rewrite / delete-and-redirect
  • The detection signals found, quoted — so verdicts are checkable, not vibes
  • A triage plan sequenced by traffic and trust impact
  • A publishing quality gate for AI-assisted content going forward

Required Inputs

Ask for (if not already provided):

  • The corpus — pieces or URLs to audit (or a sample; state the sampling), with publish dates
  • Performance data if available — traffic, engagement, rankings over time (the audit works without it, but verdicts get sharper)
  • What the content is for — SEO, docs, thought leadership, support deflection (the quality bar differs)
  • Production context — when AI-assisted publishing started, at what volume (the before/after seam is diagnostic gold)

Detection Method

Slop isn't "AI wrote it" — it's content with nothing inside. Audit each piece for the signals, quoting instances:

  1. Information density — the core test: delete every sentence that any competitor could have written, and measure what's left. Slop survives at <20%. Look for: zero proprietary data, zero named examples, zero opinions with an owner, zero specifics a reader could act on.
  2. Structural monoculture — the same skeleton repeating across pieces (intro-restating-the-title → 5 H2s → "in conclusion"); listicles whose items are definitions, not judgments; FAQ sections answering questions nobody asked.
  3. Hedged voicelessness — "it's important to note", "in today's fast-paced world", both-sides-ism on questions the brand should have a stance on; the absence of anything a lawyer would ever have flagged.
  4. Fluency without grounding — claims with no source, stats with no year, "studies show" with no study; internally contradictory sections (the tell of stitched generations).
  5. Reader evidence, where data exists — engagement collapse relative to the library's pre-AI baseline, rising pogo-sticking, ranking decay cohort-matched to the AI-volume era. Correlate verdicts with the seam from the production context.

Verdicts: Keep (dense, differentiated — AI-assisted or not; the audit is provenance-blind on keepers) · Enrich (sound skeleton, hollow middle — inject data, examples, stance) · Rewrite (topic worth owning, execution beyond saving) · Delete & redirect (nothing inside, no traffic worth saving — thin pages drag the domain).

The Quality Gate (prevention)

For AI-assisted publishing going forward, every piece passes before shipping:

  • The density test — a named reviewer deletes the anywhere-sentences; ≥50% must survive
  • One of three must be present: proprietary data/experience · a named example with specifics · a defensible stance someone could disagree with
  • Claims carry sources; stats carry years
  • The read-aloud test — one paragraph aloud; if it sounds like nobody, it ships under nobody's name and that's the problem The gate is a checklist with an owner, not a sentiment.

Output Format

AI Content Audit: [property] — [n] pieces ([sampling noted])

Headline: [keep/enrich/rewrite/delete counts + the one-line diagnosis]

The seam: [what changed at the AI-volume transition, if data allows — cohort chart described]

PieceTrafficSignals found (quoted)Verdict

Triage plan: [sequence: high-traffic enrichables first → deletions batched with redirects → rewrites scheduled; owner + dates]

The quality gate: [the checklist above, adapted to this org, with its named owner]

Quality Checks

  • Every non-keep verdict quotes at least one concrete signal from the piece
  • The audit is provenance-blind on keepers — good AI-assisted content is not penalised for its origin
  • Deletions come with redirect targets, not just removal
  • The triage is sequenced by traffic × trust impact, not by ease
  • The gate has an owner and a pass bar, not aspirations

Anti-Patterns

  • Do not use "AI-detector" scores as evidence — they misfire both ways; the signals are about emptiness, not origin
  • Do not delete by publish-date cohort — some AI-era pieces are good and some human classics are slop
  • Do not enrich everything — a piece with no reason to exist gets deleted, not decorated
  • Do not install the gate without an owner — a checklist nobody signs is the slop pipeline with extra steps
  • Do not frame the report as anti-AI — the finding is a quality failure that AI made cheap to commit at scale

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