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@@ -10,6 +10,10 @@ on:
|
||||
paths:
|
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- 'skills/**'
|
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- 'web/**'
|
||||
- 'evals/results.json'
|
||||
- 'skill-tiers.json'
|
||||
- 'scripts/build-docs.mjs'
|
||||
- 'scripts/build-leaderboard.mjs'
|
||||
- '.github/workflows/deploy-playground.yml'
|
||||
workflow_dispatch:
|
||||
|
||||
@@ -41,6 +45,9 @@ jobs:
|
||||
- name: Build the static skill catalog (web/catalog.html)
|
||||
run: node scripts/build-docs.mjs
|
||||
|
||||
- name: Build the skill leaderboard (web/leaderboard.html)
|
||||
run: node scripts/build-leaderboard.mjs
|
||||
|
||||
- name: Configure Pages
|
||||
uses: actions/configure-pages@v5
|
||||
|
||||
|
||||
@@ -0,0 +1,70 @@
|
||||
name: Update Skill Leaderboard
|
||||
|
||||
# Runs the eval harness with your ANTHROPIC_API_KEY secret, commits the real
|
||||
# results (evals/results.json), and lets the Pages deploy re-render the public
|
||||
# leaderboard with real numbers. Manual trigger so it never burns tokens by
|
||||
# surprise. (Uncomment the schedule to re-run, e.g. monthly, after model upgrades.)
|
||||
|
||||
on:
|
||||
workflow_dispatch:
|
||||
inputs:
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||||
models:
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description: 'Comma-separated model ids to score'
|
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required: false
|
||||
default: 'claude-sonnet-4-6,claude-haiku-4-5-20251001'
|
||||
judge:
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||||
description: 'Judge model id'
|
||||
required: false
|
||||
default: 'claude-opus-4-8'
|
||||
# schedule:
|
||||
# - cron: '0 6 1 * *' # 06:00 on the 1st of each month
|
||||
|
||||
permissions:
|
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contents: write
|
||||
pull-requests: write
|
||||
|
||||
concurrency:
|
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group: eval-leaderboard
|
||||
cancel-in-progress: false
|
||||
|
||||
jobs:
|
||||
evaluate:
|
||||
runs-on: ubuntu-latest
|
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timeout-minutes: 20
|
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steps:
|
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- name: Checkout
|
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uses: actions/checkout@v4
|
||||
|
||||
- name: Set up Node
|
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uses: actions/setup-node@v4
|
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with:
|
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node-version: '20'
|
||||
|
||||
- name: Run evals
|
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env:
|
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ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
run: |
|
||||
if [ -z "$ANTHROPIC_API_KEY" ]; then
|
||||
echo "::error::ANTHROPIC_API_KEY secret is not set. Add it in Settings → Secrets and variables → Actions."
|
||||
exit 1
|
||||
fi
|
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node evals/run-evals.mjs \
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--models "${{ github.event.inputs.models || 'claude-sonnet-4-6,claude-haiku-4-5-20251001' }}" \
|
||||
--judge "${{ github.event.inputs.judge || 'claude-opus-4-8' }}"
|
||||
|
||||
- name: Build the leaderboard page (sanity check)
|
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run: node scripts/build-leaderboard.mjs
|
||||
|
||||
- name: Open a PR with the refreshed results
|
||||
uses: peter-evans/create-pull-request@v7
|
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with:
|
||||
add-paths: evals/results.json
|
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branch: eval-results
|
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delete-branch: true
|
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commit-message: "chore(evals): refresh leaderboard results"
|
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title: "chore(evals): refresh leaderboard results"
|
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body: |
|
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Auto-generated by the **Update Skill Leaderboard** workflow.
|
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|
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Merging this publishes the **real** numbers on the live leaderboard — the
|
||||
Pages deploy is triggered by changes to `evals/results.json`.
|
||||
@@ -0,0 +1,71 @@
|
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name: Auto PR description
|
||||
|
||||
# Dogfoods our own Action: when a PR is opened with an empty body, run the
|
||||
# pr-description-writer skill on the diff and fill it in. A living demo of
|
||||
# `uses: ./action`. Requires the ANTHROPIC_API_KEY repo secret; skips quietly
|
||||
# without it (and on forks, which can't read secrets).
|
||||
|
||||
on:
|
||||
pull_request:
|
||||
types: [opened]
|
||||
|
||||
permissions:
|
||||
contents: read
|
||||
pull-requests: write
|
||||
|
||||
jobs:
|
||||
describe:
|
||||
if: github.event.pull_request.head.repo.full_name == github.repository
|
||||
runs-on: ubuntu-latest
|
||||
env:
|
||||
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
steps:
|
||||
- name: Check for API key and an empty PR body
|
||||
id: gate
|
||||
uses: actions/github-script@v7
|
||||
with:
|
||||
script: |
|
||||
const hasKey = !!process.env.ANTHROPIC_API_KEY;
|
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const body = (context.payload.pull_request.body || '').trim();
|
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if (!hasKey) core.info('ANTHROPIC_API_KEY not set — skipping.');
|
||||
if (body) core.info('PR already has a description — skipping.');
|
||||
core.setOutput('go', String(hasKey && !body));
|
||||
|
||||
- name: Checkout
|
||||
if: steps.gate.outputs.go == 'true'
|
||||
uses: actions/checkout@v4
|
||||
with: { fetch-depth: 0 }
|
||||
|
||||
- name: Collect the diff
|
||||
if: steps.gate.outputs.go == 'true'
|
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id: diff
|
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run: |
|
||||
{
|
||||
echo "text<<DIFF_EOF"
|
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echo "Title: ${{ github.event.pull_request.title }}"
|
||||
echo "Commits:"; git log --oneline origin/${{ github.base_ref }}..HEAD | head -30
|
||||
echo; echo "Changed files:"; git diff --stat origin/${{ github.base_ref }}...HEAD | tail -40
|
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echo "DIFF_EOF"
|
||||
} >> "$GITHUB_OUTPUT"
|
||||
|
||||
- name: Write the PR description with the skill
|
||||
if: steps.gate.outputs.go == 'true'
|
||||
id: skill
|
||||
uses: ./action
|
||||
with:
|
||||
skill: pr-description-writer
|
||||
input: ${{ steps.diff.outputs.text }}
|
||||
api_key: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
|
||||
- name: Update the PR body
|
||||
if: steps.gate.outputs.go == 'true'
|
||||
uses: actions/github-script@v7
|
||||
env:
|
||||
BODY: ${{ steps.skill.outputs.result }}
|
||||
with:
|
||||
script: |
|
||||
await github.rest.pulls.update({
|
||||
owner: context.repo.owner, repo: context.repo.repo,
|
||||
pull_number: context.issue.number,
|
||||
body: process.env.BODY + '\n\n<sub>✍️ Drafted by the pm-claude-skills GitHub Action (pr-description-writer).</sub>',
|
||||
});
|
||||
@@ -13,3 +13,4 @@ venv/
|
||||
|
||||
# Generated docs catalog (built in CI for Pages)
|
||||
web/catalog.html
|
||||
web/leaderboard.html
|
||||
|
||||
+66
-2
@@ -9,7 +9,70 @@ each new wave of skills bumps the **major** version, extensions and fixes bump
|
||||
|
||||
## [Unreleased]
|
||||
|
||||
_Nothing yet._
|
||||
## [20.2.0] — Community PRs & New Skill — 2026-06-18
|
||||
|
||||
### Added
|
||||
- **New skill: YouTube Script Writer** (experimental) — retention-optimized video scripts with
|
||||
3 title/thumbnail concepts, 3 hook variations, a video/audio cue script table, and SEO
|
||||
metadata. Thanks @prajwal-28 (#50). Library is now **174 skills**.
|
||||
- **Feature-prioritisation helper script** — a dependency-free (stdlib-only) Python helper that
|
||||
computes RICE/ICE rankings from JSON/CSV/stdin, so scoring is consistent across sessions.
|
||||
Thanks @zeotrix (#48, closes #39).
|
||||
|
||||
### Changed
|
||||
- **Safer installs** — the CLI now resolves the install target and refuses system-critical
|
||||
directories (`/`, `/usr`, `/etc`, `/root`, …) so a mistyped `--target` can't clobber the
|
||||
system. Thanks @MatrixNeoKozak (#47).
|
||||
- **README catalog reconciled to the real count** — the headline, badge, table of contents, and
|
||||
"All Skills" catalog now say **174** (was a stale 167); added catalog entries for Skill
|
||||
Security Auditor (#168), Launch Readiness (#169), and YouTube Script Writer (#170).
|
||||
|
||||
### Fixed
|
||||
- **`skillcheck` frontmatter parser** tolerates leading whitespace and CRLF/LF line endings, so
|
||||
skills authored on Windows no longer produce false negatives. Thanks @MatrixNeoKozak (#47).
|
||||
- **`npm run check` now guards `web/skills.json`** — it rebuilds the file and fails on any drift,
|
||||
so a stale playground index can't pass locally and then break CI.
|
||||
|
||||
## [20.1.0] — Star Nudges & Eval Hardening — 2026-06-18
|
||||
|
||||
### Added
|
||||
- **Star the repo, from anywhere you use it.** Tasteful, non-spammy calls-to-action that turn
|
||||
npm/CLI users into stargazers — no `postinstall` hook: a prompt after a successful
|
||||
`npx pm-claude-skills add`, in `--help`, in `list`, in the MCP server's startup banner, a
|
||||
CTA below the README badges (npm renders it on the package page), and a `funding` field in
|
||||
`package.json` so npm shows a Fund/Sponsor link.
|
||||
- **One-click leaderboard updates in CI** — `.github/workflows/eval-leaderboard.yml`
|
||||
("Update Skill Leaderboard") runs the evals with the `ANTHROPIC_API_KEY` secret, commits
|
||||
`evals/results.json`, and the Pages deploy re-renders the public leaderboard with real
|
||||
numbers — no local key needed. The deploy workflow now also triggers on
|
||||
`evals/results.json`.
|
||||
|
||||
### Changed
|
||||
- **Leaderboard workflow opens a PR** instead of pushing to `main` (which the branch
|
||||
ruleset blocks). After it runs, merge the auto-created results PR to publish real numbers.
|
||||
- **Faster, hang-proof evals.** The Anthropic client now has a per-request timeout (120s)
|
||||
and limited retries (429/5xx/timeout); the eval harness runs cases concurrently
|
||||
(default 4). The leaderboard workflow has a 20-minute job timeout. A 24-call run that
|
||||
was sequential now finishes in a few minutes and can't stall a job indefinitely.
|
||||
|
||||
## [20.0.0] — Agentic Tooling — 2026-06-18
|
||||
|
||||
### Added
|
||||
- **Dogfooded Action** — `.github/workflows/pr-description.yml` uses our own GitHub Action
|
||||
(`uses: ./action`) to auto-write this repo's PR descriptions when a PR opens with an
|
||||
empty body (skips quietly without the `ANTHROPIC_API_KEY` secret and on forks).
|
||||
- **GitHub Action** ([`action/`](action/)) — run any skill in CI: `uses:
|
||||
mohitagw15856/pm-claude-skills/action@main` to auto-write PR descriptions,
|
||||
changelogs, release notes, or code-review checklists. Composite action +
|
||||
dependency-free runner.
|
||||
- **`generate` command** — `npx pm-claude-skills generate --from <url|file>` turns a
|
||||
team's documentation into a `SKILL.md` that follows the authoring standard
|
||||
(`bin/generate.mjs`, needs `ANTHROPIC_API_KEY`).
|
||||
- **Skill evals + Leaderboard** — `evals/run-evals.mjs` scores skill output across models
|
||||
with an LLM judge (structure / completeness / usefulness / grounding);
|
||||
`scripts/build-leaderboard.mjs` renders a public `web/leaderboard.html` (built in the
|
||||
Pages deploy, linked from the README, catalog, and playground).
|
||||
- Shared, dependency-free Anthropic client (`bin/lib/anthropic.mjs`) used by all three.
|
||||
|
||||
## [19.0.0] — Security Auditor, Personas & Catalog — 2026-06-18
|
||||
|
||||
@@ -199,7 +262,8 @@ Earlier releases (v1.0.0 – v5.0.0) predate this changelog. See the
|
||||
[article series](README.md#-the-article-series) for the full history of how the
|
||||
library grew from the first PM toolkit to 100+ skills.
|
||||
|
||||
[Unreleased]: https://github.com/mohitagw15856/pm-claude-skills/compare/v19.0.0...HEAD
|
||||
[Unreleased]: https://github.com/mohitagw15856/pm-claude-skills/compare/v20.0.0...HEAD
|
||||
[20.0.0]: https://github.com/mohitagw15856/pm-claude-skills/compare/v19.0.0...v20.0.0
|
||||
[19.0.0]: https://github.com/mohitagw15856/pm-claude-skills/compare/v18.0.0...v19.0.0
|
||||
[18.0.0]: https://github.com/mohitagw15856/pm-claude-skills/compare/v17.0.0...v18.0.0
|
||||
[17.0.0]: https://github.com/mohitagw15856/pm-claude-skills/compare/v16.0.0...v17.0.0
|
||||
|
||||
@@ -1,28 +1,30 @@
|
||||
# 🧠 PM Skills — 167 Professional Agent Skills for Claude, ChatGPT, Gemini, Cursor, Codex & Hermes
|
||||
# 🧠 PM Skills — 174 Professional Agent Skills for Claude, ChatGPT, Gemini, Cursor, Codex & Hermes
|
||||
|
||||
> Open-source **Agent Skills** (`SKILL.md`) + subagents + slash commands for every profession — one source, every AI coding tool.
|
||||
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills/stargazers)
|
||||
[](https://www.npmjs.com/package/pm-claude-skills)
|
||||
[](https://www.npmjs.com/package/pm-claude-skills)
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills)
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills)
|
||||
[](agents/)
|
||||
[](commands/)
|
||||
[](output-styles/)
|
||||
[](#-works-with--cross-tool-compatibility)
|
||||
[](.github/workflows/skillcheck.yml)
|
||||
[](.github/workflows/skill-audit.yml)
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills/releases)
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills/releases)
|
||||
[](https://github.com/mohitagw15856/pm-claude-skills#-quick-install-2-minutes)
|
||||
[](LICENSE)
|
||||
[](https://github.com/sponsors/mohitagw15856)
|
||||
|
||||
### ⭐ If this saves you time, [star the repo](https://github.com/mohitagw15856/pm-claude-skills) — it's the #1 way to help others find it.
|
||||
|
||||
> **PM stands for Professional, not just Product Management.**
|
||||
> 167 professional skills + 4 agent templates across 26 bundles covering 18 professions. Built for Claude Code — and now portable to ChatGPT, Gemini, and Hermes Agent. Built by a PM, used by everyone.
|
||||
> 174 professional skills + 4 agent templates across 26 bundles covering 18 professions. Built for Claude Code — and now portable to ChatGPT, Gemini, and Hermes Agent. Built by a PM, used by everyone.
|
||||
|
||||
A community-built library of professional skills for every field — product management, engineering, customer success, marketing, social media, writers, design, legal, finance, HR, sales, operations, research, and more. Each skill is a structured `SKILL.md` file that teaches an AI assistant how to produce professional-grade outputs for your workflows. Skills run natively in **Claude Code** and **Hermes Agent** (same open `SKILL.md` standard), and ship as ready-to-paste exports for **ChatGPT** and **Gemini** — see [Works With](#-works-with--cross-tool-compatibility).
|
||||
|
||||
**🆕 Latest release (v19.0.0 — Security Auditor, Personas & Catalog):** a CI **Skill Security Auditor** that flags prompt-injection / unsafe code in any skill, **4 personas** (output-styles), an [orchestration guide](ORCHESTRATION.md), a server-rendered **skill catalog**, and a public [roadmap](ROADMAP.md). See the [changelog](#-changelog).
|
||||
**🆕 Latest release (v20.2.0 — Community PRs & New Skill):** a new **YouTube Script Writer** skill (**174 total**), a stdlib **feature-prioritisation** helper, safer installs, and robust frontmatter parsing — all from community contributors. See the [changelog](#-changelog).
|
||||
|
||||
<!-- DEMO: replace web/docs-assets/playground.png below with web/docs-assets/playground-demo.gif
|
||||
once recorded (see web/docs-assets/README.md for how). The link goes to the live app. -->
|
||||
@@ -41,7 +43,7 @@ A community-built library of professional skills for every field — product man
|
||||
- [📦 Plugin Directory](#-plugin-directory)
|
||||
- [🤖 Building Blocks for Agent Templates](#-building-blocks-for-agent-templates)
|
||||
- [🏷️ Skill Tiers — start with the strongest](#️-skill-tiers--start-with-the-strongest)
|
||||
- [🗂️ All 167 Skills](#️-all-167-skills)
|
||||
- [🗂️ All 174 Skills](#️-all-174-skills)
|
||||
- [📋 Changelog](#-changelog)
|
||||
- [🤝 Contributing](#-contributing--add-your-skill)
|
||||
- [🔗 Related Projects](#-related-projects)
|
||||
@@ -226,6 +228,30 @@ Then ask: *"search the skills for customer churn, then apply the best one to my
|
||||
|
||||
---
|
||||
|
||||
## ⚙️ AI-Powered Tooling
|
||||
|
||||
Three ways to put the library to work beyond installing files:
|
||||
|
||||
**🤖 Run a skill in your CI — [GitHub Action](action/).** Auto-write PR descriptions, changelogs, release notes, or run a code-review checklist on every PR:
|
||||
|
||||
```yaml
|
||||
- uses: mohitagw15856/pm-claude-skills/action@main
|
||||
with:
|
||||
skill: pr-description-writer
|
||||
input: ${{ steps.diff.outputs.text }}
|
||||
api_key: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
```
|
||||
|
||||
**🏗️ Turn your docs into a skill — `generate`.** Point it at a URL or file and it writes a `SKILL.md` that follows the authoring standard:
|
||||
|
||||
```bash
|
||||
ANTHROPIC_API_KEY=sk-ant-… npx pm-claude-skills generate --from ./team-process.md
|
||||
```
|
||||
|
||||
**🏆 Skill Leaderboard — [evals](evals/).** An LLM-as-judge harness scores each skill across Claude models on structure, completeness, usefulness, and grounding. **[View the leaderboard →](https://mohitagw15856.github.io/pm-claude-skills/leaderboard.html)**
|
||||
|
||||
---
|
||||
|
||||
## 🌐 Skill Playground — Try Any Skill in Your Browser
|
||||
|
||||
**▶ Live: [mohitagw15856.github.io/pm-claude-skills](https://mohitagw15856.github.io/pm-claude-skills/)** · 📚 [Browse the full skill catalog](https://mohitagw15856.github.io/pm-claude-skills/catalog.html)
|
||||
@@ -298,7 +324,7 @@ Not sure which plugin to install? Here's what each one covers:
|
||||
|
||||
On May 5, 2026, Anthropic [released their first agent templates](https://www.anthropic.com/news/finance-agents) — pre-packaged Claude agents that combine **skills, connectors, and subagents** into ready-to-run workflows for financial services.
|
||||
|
||||
This library is the largest open-source collection of professional skills available — covering 17 professions beyond financial services. **The 167 skills here are the building blocks for agent templates outside of finance.**
|
||||
This library is the largest open-source collection of professional skills available — covering 17 professions beyond financial services. **The 174 skills here are the building blocks for agent templates outside of finance.**
|
||||
|
||||
### What is an agent template?
|
||||
|
||||
@@ -379,15 +405,40 @@ More templates will follow. If you want to contribute one, see the [template con
|
||||
|
||||
The highlights are below. For the structured, [Keep a Changelog](https://keepachangelog.com/)-format history, see **[CHANGELOG.md](CHANGELOG.md)**.
|
||||
|
||||
### 🆕 What's New in v19.0.0 — Security Auditor, Personas & Catalog
|
||||
### 🆕 What's New in v20.2.0 — Community PRs & New Skill
|
||||
|
||||
Trust, more content types, and discoverability:
|
||||
- **New skill: YouTube Script Writer** (experimental) — retention-optimized video scripts with hook variations, a video/audio cue table, and SEO metadata. Thanks @prajwal-28 (#50). **Now 174 skills.**
|
||||
- **Feature-prioritisation helper** — a dependency-free Python script that computes RICE/ICE rankings consistently across sessions. Thanks @zeotrix (#48).
|
||||
- **Safer installs + robust parsing** — the CLI refuses system-critical install targets, and `skillcheck` tolerates CRLF/whitespace in frontmatter. Thanks @MatrixNeoKozak (#47).
|
||||
- **Catalog reconciled to 174** — the headline, badge, and skill catalog now reflect the true count, with entries added for Skill Security Auditor, Launch Readiness, and YouTube Script Writer.
|
||||
|
||||
- **Skill Security Auditor** — `scripts/skill-audit.mjs` scans every skill (and its scripts) for prompt injection, data exfiltration, unsafe code, secrets, and hidden text; **HIGH findings fail CI**. New `security audit` badge + a `skill-security-auditor` skill.
|
||||
- **Personas** — 4 Claude Code output-styles (Startup CTO, Growth Marketer, Solo Founder, Product Leader) in [`output-styles/`](output-styles/).
|
||||
- **Orchestration guide** ([`ORCHESTRATION.md`](ORCHESTRATION.md)) — Skill Chain, Multi-Agent Handoff, Domain Deep-Dive, Solo Sprint.
|
||||
- **Static skill catalog** — a server-rendered, SEO-indexable catalog of every skill (linked from the README + Playground).
|
||||
- **Public roadmap** ([`ROADMAP.md`](ROADMAP.md)) with now/next/later + good first issues.
|
||||
<details>
|
||||
<summary><strong>v20.1.0 — Star Nudges & Eval Hardening</strong> (click to expand)</summary>
|
||||
|
||||
- **Star the repo, from anywhere you use it** — tasteful, non-spammy CTAs (no `postinstall`): after a successful `npx pm-claude-skills add`, in `--help`, in `list`, in the MCP server banner, below the README badges, and a `funding` link on npm.
|
||||
- **One-click leaderboard in CI** — the "Update Skill Leaderboard" workflow runs the evals with your `ANTHROPIC_API_KEY` secret and opens a results PR; merge it to publish real numbers.
|
||||
- **Faster, hang-proof evals** — per-request timeout + retries in the API client and concurrent eval runs, so a CI run finishes in minutes and can't stall.
|
||||
|
||||
</details>
|
||||
|
||||
<details>
|
||||
<summary><strong>v20.0.0 — Agentic Tooling</strong> (click to expand)</summary>
|
||||
|
||||
The library starts *doing* the work, not just describing it:
|
||||
|
||||
- **GitHub Action** ([`action/`](action/)) — run any skill in a repo's CI (auto PR descriptions, changelogs, release notes, reviews). `uses: mohitagw15856/pm-claude-skills/action@main`. We dogfood it to write this repo's own PR descriptions.
|
||||
- **`generate` command** — `npx pm-claude-skills generate --from <url|file>` turns your docs into a standard-compliant `SKILL.md`.
|
||||
- **Skill evals + Leaderboard** — LLM-as-judge scoring of skills across models, rendered as a public [leaderboard](https://mohitagw15856.github.io/pm-claude-skills/leaderboard.html).
|
||||
|
||||
</details>
|
||||
|
||||
<details>
|
||||
<summary><strong>v19.0.0 — Security Auditor, Personas & Catalog</strong> (click to expand)</summary>
|
||||
|
||||
- **Skill Security Auditor** — scans every skill (and its scripts) for prompt injection, exfiltration, unsafe code, secrets, hidden text; HIGH fails CI. Plus a `skill-security-auditor` skill.
|
||||
- **4 personas** (output-styles), an [orchestration guide](ORCHESTRATION.md), a server-rendered **skill catalog**, and a public [roadmap](ROADMAP.md).
|
||||
|
||||
</details>
|
||||
|
||||
<details>
|
||||
<summary><strong>v18.0.0 — Windsurf, Aider & an MCP Server</strong> (click to expand)</summary>
|
||||
@@ -615,12 +666,12 @@ If you're new, install `pm-essentials` and try a couple of Production-Ready skil
|
||||
|
||||
---
|
||||
|
||||
## 🗂️ All 167 Skills
|
||||
## 🗂️ All 174 Skills
|
||||
|
||||
The [Plugin Directory](#-plugin-directory) above summarises every bundle. Expand below for the full per-skill breakdown with folder paths.
|
||||
|
||||
<details>
|
||||
<summary><strong>Browse all 167 skills by profession</strong> (click to expand)</summary>
|
||||
<summary><strong>Browse all 174 skills by profession</strong> (click to expand)</summary>
|
||||
|
||||
### 🛠️ Product Management (Skills 1–37)
|
||||
**Bundles:** `pm-essentials` · `pm-discovery` · `pm-planning` · `pm-delivery` · `pm-analytics` · `pm-strategy` · `pm-advanced` · `pm-rituals`
|
||||
@@ -657,7 +708,7 @@ The [Plugin Directory](#-plugin-directory) above summarises every bundle. Expand
|
||||
|
||||
---
|
||||
|
||||
### 👩💻 Engineering & Tech (Skills 46–80, 166–167)
|
||||
### 👩💻 Engineering & Tech (Skills 46–80, 166–168)
|
||||
**Bundle:** `pm-engineering`
|
||||
|
||||
| # | Skill | Folder | What It Does |
|
||||
@@ -699,6 +750,7 @@ The [Plugin Directory](#-plugin-directory) above summarises every bundle. Expand
|
||||
| 80 | **Engineering Hiring Rubric** 🆕 | `skills/engineering-hiring-rubric/` | Technical interview rubric with level expectations, coding scorecard, system design guide, behavioural question bank, and debrief template |
|
||||
| 166 | **Context Mode** 🆕 | `skills/context-mode/` | Filters command output noise and maintains a session log so Claude resumes exactly where it left off after a context reset |
|
||||
| 167 | **Claude Superpowers** 🆕 | `skills/claude-superpowers/` | Forces Claude Code to plan first, work in isolation, write tests before code, and double-review its own output — consistently better first passes |
|
||||
| 168 | **Skill Security Auditor** 🆕 | `skills/skill-security-auditor/` | Audits any SKILL.md / system prompt for prompt injection, data exfiltration, code execution, secrets, and hidden text; returns a risk-rated report with an install / don't-install recommendation |
|
||||
|
||||
---
|
||||
|
||||
@@ -825,7 +877,7 @@ claude plugin install pm-cs@pm-claude-skills
|
||||
|
||||
---
|
||||
|
||||
### ⚙️ Operations (Skills 120–126, 164–165)
|
||||
### ⚙️ Operations (Skills 120–126, 164–165, 169)
|
||||
**Bundle:** `pm-operations`
|
||||
|
||||
| # | Skill | Folder | What It Does |
|
||||
@@ -839,6 +891,7 @@ claude plugin install pm-cs@pm-claude-skills
|
||||
| 126 | **RACI Matrix** 🆕 | `skills/raci-matrix/` | RACI with role definitions, decision map, anti-pattern guide, and a communication template for all teams |
|
||||
| 164 | **Email Triage** 🆕 | `skills/email-triage/` | Reads Gmail for a configurable window and surfaces only what needs action — priority-ranked with urgency ratings and reply starters |
|
||||
| 165 | **Morning Intelligence** 🆕 | `skills/morning-intelligence/` | 15-question interview that writes a personalised master prompt for your daily news brief, ready for Cowork Scheduled Tasks or Claude Code Routines |
|
||||
| 169 | **Launch Readiness** 🆕 | `skills/launch-readiness/` | Cross-functional pre-launch assessment with a function-by-function readiness status, ranked blockers (owners + deadlines), a risk register, and an explicit Go / Conditional Go / No-Go recommendation |
|
||||
|
||||
---
|
||||
|
||||
@@ -920,7 +973,7 @@ claude plugin install pm-social@pm-claude-skills
|
||||
|
||||
---
|
||||
|
||||
### ✍️ Writers & Content Creators (Skills 156–160)
|
||||
### ✍️ Writers & Content Creators (Skills 156–160, 170)
|
||||
**Bundle:** `pm-writers`
|
||||
|
||||
> Install:
|
||||
@@ -936,6 +989,7 @@ claude plugin install pm-writers@pm-claude-skills
|
||||
| 158 | **Thumbnail Creator** 🆕 | `skills/thumbnail-creator/` | Generates brand-aligned thumbnail candidates via Gemini API; Claude evaluates results via computer vision and returns ranked candidates with rationale |
|
||||
| 159 | **Substack Notes Scraper** 🆕 | `skills/substack-notes-scraper/` | Scrapes Substack Notes and exports likes, comments, and restacks to a formatted .xlsx with frozen headers, filters, and top-performer highlighting |
|
||||
| 160 | **Notes Humanizer** 🆕 | `skills/notes-humanizer/` | Strips AI writing patterns (em dashes, filler phrases, uniform rhythm) across 3 phases: audit, strip, inject — returns side-by-side comparison and clean final text |
|
||||
| 170 | **YouTube Script Writer** 🆕 | `skills/youtube-script-writer/` | Retention-optimized video scripts with 3 title/thumbnail concepts, 3 hook variations, a video/audio cue script table, and SEO metadata |
|
||||
|
||||
</details>
|
||||
|
||||
@@ -943,7 +997,7 @@ claude plugin install pm-writers@pm-claude-skills
|
||||
|
||||
## ❤️ Sponsor This Work
|
||||
|
||||
Building and maintaining 167 skills across 26 bundles takes real time — testing skills against new model releases, building new ones from community requests, writing the article series, and keeping documentation current.
|
||||
Building and maintaining 174 skills across 26 bundles takes real time — testing skills against new model releases, building new ones from community requests, writing the article series, and keeping documentation current.
|
||||
|
||||
If these skills save you time at work, consider sponsoring:
|
||||
|
||||
|
||||
+3
-3
@@ -10,9 +10,9 @@ That said, security matters here in two specific ways: **skill file safety** and
|
||||
|
||||
| Version | Supported |
|
||||
|---|---|
|
||||
| v19.x (latest) | ✅ Active |
|
||||
| v17.x – v18.x | ✅ Security fixes only |
|
||||
| < v17.0.0 | ❌ No longer supported |
|
||||
| v20.x (latest) | ✅ Active |
|
||||
| v18.x – v19.x | ✅ Security fixes only |
|
||||
| < v18.0.0 | ❌ No longer supported |
|
||||
|
||||
Because skills are plain markdown, "support" means we review and correct any reported
|
||||
safety issue (prompt injection, unsafe instructions) in the listed versions.
|
||||
|
||||
@@ -0,0 +1,65 @@
|
||||
# PM Skills — GitHub Action
|
||||
|
||||
Run any skill from this library inside **your** repo's CI. Turn the library's frameworks
|
||||
into automation: auto-write PR descriptions, generate release notes and changelogs, or run
|
||||
a code-review checklist — on every push or PR.
|
||||
|
||||
```yaml
|
||||
- uses: mohitagw15856/pm-claude-skills/action@main
|
||||
with:
|
||||
skill: pr-description-writer
|
||||
input: ${{ steps.diff.outputs.text }}
|
||||
api_key: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
```
|
||||
|
||||
## Inputs
|
||||
|
||||
| Input | Required | Description |
|
||||
|---|---|---|
|
||||
| `skill` | ✅ | Skill name, e.g. `pr-description-writer`, `changelog-generator`, `code-review-checklist`. |
|
||||
| `input` | — | The text/context to run the skill on. |
|
||||
| `input_file` | — | Read input from a file instead of `input`. |
|
||||
| `api_key` | ✅ | Anthropic API key (store as a repo secret). |
|
||||
| `model` | — | Model id (default `claude-sonnet-4-6`). |
|
||||
| `output_file` | — | Also write the result to this file. |
|
||||
|
||||
**Output:** `result` — the skill's output (use `output_file` for long, multi-line results).
|
||||
|
||||
## Example — auto-write a PR description
|
||||
|
||||
```yaml
|
||||
name: PR description
|
||||
on: { pull_request: { types: [opened] } }
|
||||
permissions: { contents: read, pull-requests: write }
|
||||
jobs:
|
||||
describe:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with: { fetch-depth: 0 }
|
||||
- id: diff
|
||||
run: |
|
||||
echo "text<<EOF" >> "$GITHUB_OUTPUT"
|
||||
git diff origin/${{ github.base_ref }}...HEAD --stat >> "$GITHUB_OUTPUT"
|
||||
echo "EOF" >> "$GITHUB_OUTPUT"
|
||||
- id: skill
|
||||
uses: mohitagw15856/pm-claude-skills/action@main
|
||||
with:
|
||||
skill: pr-description-writer
|
||||
input: ${{ steps.diff.outputs.text }}
|
||||
api_key: ${{ secrets.ANTHROPIC_API_KEY }}
|
||||
- uses: actions/github-script@v7
|
||||
with:
|
||||
script: |
|
||||
github.rest.pulls.update({ owner: context.repo.owner, repo: context.repo.repo,
|
||||
pull_number: context.issue.number, body: process.env.BODY })
|
||||
env: { BODY: ${{ steps.skill.outputs.result }} }
|
||||
```
|
||||
|
||||
## Other ideas
|
||||
|
||||
- `skill: changelog-generator` from `git log` → write `CHANGELOG.md`.
|
||||
- `skill: release-notes` on tag push → set the GitHub Release body.
|
||||
- `skill: code-review-checklist` → post a review checklist as a PR comment.
|
||||
|
||||
Pin to a release tag (e.g. `@v19`) for stability once you've tried `@main`.
|
||||
@@ -0,0 +1,51 @@
|
||||
name: 'PM Skills — Run a Skill'
|
||||
description: 'Run any pm-claude-skills SKILL.md in CI — auto PR descriptions, changelogs, release notes, code-review checklists, and more.'
|
||||
author: 'Mohit Aggarwal'
|
||||
branding:
|
||||
icon: 'cpu'
|
||||
color: 'purple'
|
||||
|
||||
inputs:
|
||||
skill:
|
||||
description: 'Skill name to run (e.g. pr-description-writer, changelog-generator, code-review-checklist).'
|
||||
required: true
|
||||
input:
|
||||
description: 'The input/context text the skill should work on.'
|
||||
required: false
|
||||
input_file:
|
||||
description: 'Read the input from this file instead of the `input` string.'
|
||||
required: false
|
||||
api_key:
|
||||
description: 'Anthropic API key (store it as a secret).'
|
||||
required: true
|
||||
model:
|
||||
description: 'Claude model id.'
|
||||
required: false
|
||||
default: 'claude-sonnet-4-6'
|
||||
output_file:
|
||||
description: 'If set, also write the result to this file.'
|
||||
required: false
|
||||
max_tokens:
|
||||
description: 'Max output tokens.'
|
||||
required: false
|
||||
default: '4096'
|
||||
|
||||
outputs:
|
||||
result:
|
||||
description: 'The skill output (also use output_file for multi-line results).'
|
||||
value: ${{ steps.run.outputs.result }}
|
||||
|
||||
runs:
|
||||
using: composite
|
||||
steps:
|
||||
- id: run
|
||||
shell: bash
|
||||
run: node "$GITHUB_ACTION_PATH/run.mjs"
|
||||
env:
|
||||
INPUT_SKILL: ${{ inputs.skill }}
|
||||
INPUT_INPUT: ${{ inputs.input }}
|
||||
INPUT_INPUT_FILE: ${{ inputs.input_file }}
|
||||
INPUT_API_KEY: ${{ inputs.api_key }}
|
||||
INPUT_MODEL: ${{ inputs.model }}
|
||||
INPUT_OUTPUT_FILE: ${{ inputs.output_file }}
|
||||
INPUT_MAX_TOKENS: ${{ inputs.max_tokens }}
|
||||
@@ -0,0 +1,58 @@
|
||||
#!/usr/bin/env node
|
||||
// Runner for the pm-skills GitHub Action. Loads a bundled SKILL.md, runs it on
|
||||
// the provided input via the Anthropic API, and exposes the result as a step
|
||||
// output (and optionally a file). Inputs arrive as INPUT_* env vars.
|
||||
import { readFileSync, existsSync, writeFileSync, appendFileSync } from 'node:fs';
|
||||
import { join, dirname } from 'node:path';
|
||||
import { fileURLToPath, pathToFileURL } from 'node:url';
|
||||
import { complete, parseSkill } from '../bin/lib/anthropic.mjs';
|
||||
|
||||
const ACTION_DIR = dirname(fileURLToPath(import.meta.url));
|
||||
const REPO_ROOT = join(ACTION_DIR, '..');
|
||||
|
||||
const inp = (name, def = '') => (process.env[`INPUT_${name.toUpperCase()}`] ?? def).trim();
|
||||
|
||||
// Pure: assemble the system prompt + user message for a skill run (testable offline).
|
||||
export function buildRequest(skillBody, userInput) {
|
||||
const system = skillBody +
|
||||
'\n\n---\nExecute this skill now on the input below and produce the complete output. ' +
|
||||
'Do not ask follow-up questions — work with what is given and note any reasonable assumptions. ' +
|
||||
'Output only the finished artifact (no preamble).';
|
||||
return { system, messages: [{ role: 'user', content: userInput }] };
|
||||
}
|
||||
|
||||
async function main() {
|
||||
const skill = inp('skill');
|
||||
if (!skill) throw new Error('Input `skill` is required.');
|
||||
const apiKey = inp('api_key') || process.env.ANTHROPIC_API_KEY || '';
|
||||
const model = inp('model', 'claude-sonnet-4-6');
|
||||
const maxTokens = parseInt(inp('max_tokens', '4096'), 10) || 4096;
|
||||
|
||||
let input = inp('input');
|
||||
const inputFile = inp('input_file');
|
||||
if (!input && inputFile && existsSync(inputFile)) input = readFileSync(inputFile, 'utf8');
|
||||
if (!input) throw new Error('Provide `input` or `input_file`.');
|
||||
|
||||
const skillFile = join(REPO_ROOT, 'skills', skill, 'SKILL.md');
|
||||
if (!existsSync(skillFile)) throw new Error(`Unknown skill "${skill}" (no skills/${skill}/SKILL.md).`);
|
||||
const { body } = parseSkill(readFileSync(skillFile, 'utf8'));
|
||||
|
||||
const { system, messages } = buildRequest(body, input);
|
||||
console.log(`Running skill "${skill}" with ${model}…`);
|
||||
const result = await complete({ apiKey, model, system, messages, maxTokens });
|
||||
|
||||
// Step output (multiline-safe heredoc) + optional file.
|
||||
if (process.env.GITHUB_OUTPUT) {
|
||||
const d = `EOF_${Math.random().toString(36).slice(2)}`;
|
||||
appendFileSync(process.env.GITHUB_OUTPUT, `result<<${d}\n${result}\n${d}\n`);
|
||||
}
|
||||
const outFile = inp('output_file');
|
||||
if (outFile) { writeFileSync(outFile, result + '\n'); console.log(`Wrote ${outFile}`); }
|
||||
|
||||
console.log('\n----- skill output -----\n' + result);
|
||||
}
|
||||
|
||||
// Run only when executed directly (so tests can import buildRequest).
|
||||
if (import.meta.url === pathToFileURL(process.argv[1] || '').href) {
|
||||
main().catch((e) => { console.error(`Error: ${e.message}`); process.exit(1); });
|
||||
}
|
||||
+22
-2
@@ -13,12 +13,13 @@
|
||||
// --link symlink instead of copy (native agents; falls back to copy)
|
||||
// --dry-run print what would happen without writing
|
||||
import { readdirSync, existsSync, mkdirSync, rmSync, cpSync, symlinkSync, copyFileSync, statSync } from 'node:fs';
|
||||
import { join, dirname, basename } from 'node:path';
|
||||
import { join, dirname, basename, resolve } from 'node:path';
|
||||
import { fileURLToPath } from 'node:url';
|
||||
import { homedir } from 'node:os';
|
||||
import { createRequire } from 'node:module';
|
||||
|
||||
const PKG_ROOT = dirname(dirname(fileURLToPath(import.meta.url)));
|
||||
const STAR = '⭐ Find this useful? Star the repo: https://github.com/mohitagw15856/pm-claude-skills';
|
||||
const VERSION = (() => {
|
||||
try { return createRequire(import.meta.url)('../package.json').version; } catch { return '0.0.0'; }
|
||||
})();
|
||||
@@ -78,7 +79,15 @@ function add(opts) {
|
||||
}
|
||||
const skillsDir = join(PKG_ROOT, 'skills');
|
||||
if (!existsSync(skillsDir)) { console.error(`Error: bundled skills/ not found at ${skillsDir}.`); process.exit(1); }
|
||||
const target = opts.target || defaultTarget(agent);
|
||||
const target = resolve(opts.target || defaultTarget(agent));
|
||||
|
||||
// Guard against installing into system-critical directories (e.g. a typo'd --target).
|
||||
const criticalPaths = ['/', '/usr', '/bin', '/etc', '/var', '/root', '/boot', '/proc', '/sys', '/dev'];
|
||||
if (criticalPaths.includes(target)) {
|
||||
console.error(`Error: Cannot install into a system-critical directory: ${target}`);
|
||||
process.exit(1);
|
||||
}
|
||||
|
||||
let count = 0;
|
||||
|
||||
console.log(`${opts.dryRun ? '[dry-run] ' : ''}Installing for '${agent}' into ${target}`);
|
||||
@@ -128,6 +137,7 @@ function add(opts) {
|
||||
aider: `Load any of them with: aider --read ${join(target, '<skill>.md')}`,
|
||||
}[agent] || `Restart ${agent} — it auto-discovers SKILL.md skills in ${target} by their description.`;
|
||||
console.log(note);
|
||||
console.log(`\n${STAR}`);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -139,6 +149,7 @@ function list() {
|
||||
console.log('\nNative SKILL.md agents: claude, hermes, codex, openclaw (install skill folders).');
|
||||
console.log('Claude also gets subagents + slash commands. Cursor/Windsurf install rule files;');
|
||||
console.log('Aider installs conventions you load with "aider --read".');
|
||||
console.log(`\n${STAR}`);
|
||||
}
|
||||
|
||||
const HELP = `pm-claude-skills — install professional Agent Skills into any AI coding tool.
|
||||
@@ -153,6 +164,10 @@ Examples:
|
||||
npx pm-claude-skills add --agent cursor # .mdc rules into ./.cursor/rules
|
||||
npx pm-claude-skills add --agent windsurf # .md rules into ./.windsurf/rules
|
||||
npx pm-claude-skills add --agent codex --link
|
||||
|
||||
npx pm-claude-skills generate --from <url|file> # turn your docs into a SKILL.md (needs ANTHROPIC_API_KEY)
|
||||
|
||||
${STAR}
|
||||
`;
|
||||
|
||||
const opts = parse(process.argv.slice(2));
|
||||
@@ -161,4 +176,9 @@ if (opts.version) console.log(VERSION);
|
||||
else if (opts.help || !cmd || cmd === 'help') console.log(HELP);
|
||||
else if (cmd === 'list') list();
|
||||
else if (cmd === 'add') add(opts);
|
||||
else if (cmd === 'generate') {
|
||||
const { run } = await import('./generate.mjs');
|
||||
try { process.exit(await run(process.argv.slice(3))); }
|
||||
catch (e) { console.error(`Error: ${e.message}`); process.exit(1); }
|
||||
}
|
||||
else { console.error(`Unknown command: ${cmd}\n`); console.log(HELP); process.exit(2); }
|
||||
|
||||
@@ -0,0 +1,109 @@
|
||||
// `pm-claude-skills generate` — turn a doc (URL or file) into a SKILL.md that
|
||||
// follows this library's authoring standard. Uses the Anthropic API.
|
||||
//
|
||||
// ANTHROPIC_API_KEY=sk-ant-... npx pm-claude-skills generate --from ./process.md
|
||||
// ... generate --from https://example.com/runbook --name incident-runbook
|
||||
// ... generate --from notes.txt --out ./skills --dry-run
|
||||
import { writeFileSync, mkdirSync, existsSync, readFileSync } from 'node:fs';
|
||||
import { join } from 'node:path';
|
||||
import { complete, parseSkill } from './lib/anthropic.mjs';
|
||||
|
||||
function getArg(argv, name, def) {
|
||||
const i = argv.indexOf(`--${name}`);
|
||||
return i !== -1 ? argv[i + 1] : def;
|
||||
}
|
||||
|
||||
// Strip tags/scripts/styles from HTML to rough text (good enough for an LLM).
|
||||
function htmlToText(html) {
|
||||
return html
|
||||
.replace(/<script[\s\S]*?<\/script>/gi, ' ')
|
||||
.replace(/<style[\s\S]*?<\/style>/gi, ' ')
|
||||
.replace(/<[^>]+>/g, ' ')
|
||||
.replace(/&[a-z]+;/gi, ' ')
|
||||
.replace(/\s+/g, ' ')
|
||||
.trim();
|
||||
}
|
||||
|
||||
async function loadSource(from) {
|
||||
if (/^https?:\/\//i.test(from)) {
|
||||
const res = await fetch(from);
|
||||
if (!res.ok) throw new Error(`Could not fetch ${from} (HTTP ${res.status}).`);
|
||||
const text = await res.text();
|
||||
return /<html|<body|<div/i.test(text) ? htmlToText(text) : text;
|
||||
}
|
||||
if (!existsSync(from)) throw new Error(`No such file: ${from}`);
|
||||
return readFileSync(from, 'utf8');
|
||||
}
|
||||
|
||||
const META_PROMPT = `You convert a team's documentation into a single Claude/Agent "skill" file (SKILL.md) that follows this exact standard. Output ONLY the file content, starting with the YAML frontmatter — no code fences, no preamble.
|
||||
|
||||
Required structure:
|
||||
---
|
||||
name: <lowercase-hyphenated, derived from the doc's purpose>
|
||||
description: "<one sentence on what it does>. Use when <trigger phrases a user would say>. Produces <the concrete artifact>."
|
||||
---
|
||||
|
||||
# <Title> Skill
|
||||
|
||||
<one-line value summary>
|
||||
|
||||
## What This Skill Produces
|
||||
- <deliverables>
|
||||
|
||||
## Required Inputs
|
||||
Ask for (if not provided):
|
||||
- <inputs to gather; never invent them>
|
||||
|
||||
## Process
|
||||
1. <steps>
|
||||
|
||||
## Output Format
|
||||
<a concrete template — headings/tables — of the final artifact>
|
||||
|
||||
## Quality Checks
|
||||
- [ ] <checks the output must pass>
|
||||
|
||||
## Anti-Patterns
|
||||
- [ ] Do not <mistakes this skill prevents>
|
||||
|
||||
Rules: be specific to the documentation provided; turn its rules/process into the skill. The description MUST contain "Use when" and "Produces". Do not include any text outside the file.`;
|
||||
|
||||
export async function run(argv) {
|
||||
const from = getArg(argv, 'from');
|
||||
if (!from || argv.includes('--help')) {
|
||||
console.log('Usage: pm-claude-skills generate --from <url|file> [--name x] [--out dir] [--model m] [--dry-run]');
|
||||
return from ? 0 : 1;
|
||||
}
|
||||
const apiKey = process.env.ANTHROPIC_API_KEY || '';
|
||||
if (!apiKey) { console.error('Set ANTHROPIC_API_KEY to generate a skill.'); return 1; }
|
||||
const model = getArg(argv, 'model', 'claude-sonnet-4-6');
|
||||
const outDir = getArg(argv, 'out', 'skills');
|
||||
const dryRun = argv.includes('--dry-run');
|
||||
|
||||
console.error(`Reading ${from}…`);
|
||||
const source = (await loadSource(from)).slice(0, 24000); // cap context
|
||||
|
||||
console.error(`Generating a SKILL.md with ${model}…`);
|
||||
const out = await complete({
|
||||
apiKey, model, system: META_PROMPT,
|
||||
messages: [{ role: 'user', content: `Documentation to convert into a skill:\n\n${source}` }],
|
||||
maxTokens: 3000,
|
||||
});
|
||||
|
||||
const cleaned = out.replace(/^```[a-z]*\n?/i, '').replace(/\n?```$/i, '').trim();
|
||||
const { meta } = parseSkill(cleaned);
|
||||
const name = getArg(argv, 'name', meta.name);
|
||||
if (!name) { console.error('Could not determine a skill name — pass --name.'); return 1; }
|
||||
|
||||
if (dryRun) {
|
||||
console.log(cleaned);
|
||||
console.error(`\n[dry-run] Would write ${join(outDir, name, 'SKILL.md')}`);
|
||||
return 0;
|
||||
}
|
||||
const dir = join(outDir, name);
|
||||
mkdirSync(dir, { recursive: true });
|
||||
writeFileSync(join(dir, 'SKILL.md'), cleaned + '\n');
|
||||
console.log(`Created ${join(dir, 'SKILL.md')}`);
|
||||
console.log('Next: review it, then validate — node scripts/skillcheck.mjs && node scripts/skill-audit.mjs');
|
||||
return 0;
|
||||
}
|
||||
@@ -0,0 +1,77 @@
|
||||
// Minimal, dependency-free Anthropic Messages API client (Node 18+ global fetch).
|
||||
// Shared by the GitHub Action runner, the eval harness, and skill generation.
|
||||
// No SDK, no install — just a thin POST wrapper.
|
||||
|
||||
const API_URL = 'https://api.anthropic.com/v1/messages';
|
||||
|
||||
/**
|
||||
* Call the Anthropic Messages API and return the concatenated text output.
|
||||
* Adds a per-request timeout and limited retries so a slow/transient failure
|
||||
* can't hang a CI job forever.
|
||||
* @param {object} o
|
||||
* @param {string} o.apiKey - Anthropic API key.
|
||||
* @param {string} [o.model] - Model id (default claude-sonnet-4-6).
|
||||
* @param {string} [o.system]- System prompt.
|
||||
* @param {Array} o.messages- [{role, content}] messages.
|
||||
* @param {number} [o.maxTokens]
|
||||
* @param {number} [o.timeoutMs] - Per-request timeout (default 120s).
|
||||
* @param {number} [o.retries] - Retries on timeout / 429 / 5xx (default 2).
|
||||
* @returns {Promise<string>}
|
||||
*/
|
||||
export async function complete({ apiKey, model = 'claude-sonnet-4-6', system, messages, maxTokens = 4096, timeoutMs = 120000, retries = 2 }) {
|
||||
if (!apiKey) throw new Error('Missing Anthropic API key (set ANTHROPIC_API_KEY).');
|
||||
let lastErr;
|
||||
for (let attempt = 0; attempt <= retries; attempt++) {
|
||||
const ctrl = new AbortController();
|
||||
const timer = setTimeout(() => ctrl.abort(), timeoutMs);
|
||||
try {
|
||||
const res = await fetch(API_URL, {
|
||||
method: 'POST',
|
||||
headers: {
|
||||
'content-type': 'application/json',
|
||||
'x-api-key': apiKey,
|
||||
'anthropic-version': '2023-06-01',
|
||||
},
|
||||
body: JSON.stringify({ model, max_tokens: maxTokens, ...(system ? { system } : {}), messages }),
|
||||
signal: ctrl.signal,
|
||||
});
|
||||
if (res.ok) {
|
||||
const data = await res.json();
|
||||
return (data.content || []).map((c) => c.text || '').join('').trim();
|
||||
}
|
||||
const body = await res.text().catch(() => '');
|
||||
// Retry transient server / rate-limit errors; fail fast on 4xx (bad key/model).
|
||||
if ((res.status === 429 || res.status >= 500) && attempt < retries) {
|
||||
lastErr = new Error(`Anthropic API ${res.status}`);
|
||||
} else {
|
||||
throw new Error(`Anthropic API ${res.status}: ${body.slice(0, 500)}`);
|
||||
}
|
||||
} catch (e) {
|
||||
if (e.name === 'AbortError') e = new Error(`Anthropic API request timed out after ${timeoutMs}ms`);
|
||||
const retryable = /timed out/.test(e.message) || e.name === 'TypeError' || /Anthropic API (429|5\d\d)/.test(e.message);
|
||||
if (!retryable || attempt >= retries) throw e;
|
||||
lastErr = e;
|
||||
} finally {
|
||||
clearTimeout(timer);
|
||||
}
|
||||
await new Promise((r) => setTimeout(r, 1000 * 2 ** attempt)); // backoff: 1s, 2s, 4s
|
||||
}
|
||||
throw lastErr || new Error('Anthropic API request failed.');
|
||||
}
|
||||
|
||||
/** Parse "name: value" YAML-ish frontmatter + body from a SKILL.md string. */
|
||||
export function parseSkill(text) {
|
||||
const m = text.match(/^---\n([\s\S]*?)\n---\n?([\s\S]*)$/);
|
||||
const meta = {};
|
||||
if (m) {
|
||||
for (const line of m[1].split('\n')) {
|
||||
const kv = line.match(/^(\w[\w-]*):\s*(.*)$/);
|
||||
if (kv) {
|
||||
let v = kv[2].trim();
|
||||
if ((v.startsWith('"') && v.endsWith('"')) || (v.startsWith("'") && v.endsWith("'"))) v = v.slice(1, -1);
|
||||
meta[kv[1]] = v;
|
||||
}
|
||||
}
|
||||
}
|
||||
return { meta, body: m ? m[2].trim() : text.trim() };
|
||||
}
|
||||
@@ -0,0 +1,50 @@
|
||||
# Skill Evals
|
||||
|
||||
An LLM-as-judge harness that scores skill output quality across models — so claims like
|
||||
"production-ready" are backed by numbers, not vibes. Results render as a public
|
||||
[Skill Leaderboard](https://mohitagw15856.github.io/pm-claude-skills/leaderboard.html).
|
||||
|
||||
## What it measures
|
||||
|
||||
For each [case](cases.json), a model runs the skill, then a **judge model** scores the
|
||||
output 1–5 on four dimensions:
|
||||
|
||||
- **structure** — follows a clear, expected structure
|
||||
- **completeness** — covers what the task needs
|
||||
- **usefulness** — specific and actually useful, not generic
|
||||
- **grounding** — stays grounded in the input, no invented facts
|
||||
|
||||
## Run it
|
||||
|
||||
Needs an Anthropic API key (this calls the API and costs tokens):
|
||||
|
||||
```bash
|
||||
ANTHROPIC_API_KEY=sk-ant-... node evals/run-evals.mjs
|
||||
# --models claude-opus-4-8,claude-sonnet-4-6,claude-haiku-4-5-20251001
|
||||
# --judge claude-opus-4-8
|
||||
node scripts/build-leaderboard.mjs # render web/leaderboard.html
|
||||
```
|
||||
|
||||
`run-evals.mjs` writes `evals/results.json`; the leaderboard builder prefers it and falls
|
||||
back to `results.example.json` (clearly labelled) so the page renders before you run real evals.
|
||||
|
||||
### No local key? Run it in CI
|
||||
|
||||
1. Add an `ANTHROPIC_API_KEY` repo secret.
|
||||
2. Enable **Settings → Actions → General → Workflow permissions → "Allow GitHub Actions to
|
||||
create and approve pull requests"** (so the workflow can open its results PR — `main`
|
||||
requires PRs).
|
||||
3. **Actions → "Update Skill Leaderboard" → Run workflow.** It runs the evals and opens a
|
||||
PR with `evals/results.json`. **Merge that PR** and the Pages deploy re-renders the
|
||||
public leaderboard with real numbers — no laptop required.
|
||||
|
||||
## Add a case
|
||||
|
||||
Append to [`cases.json`](cases.json): `{ "skill": "<name>", "input": "<a realistic prompt>" }`.
|
||||
Keep inputs short but representative of how the skill is actually used.
|
||||
|
||||
## Honesty notes
|
||||
|
||||
- Scores are an LLM judge's opinion, not ground truth — treat them as a comparative signal.
|
||||
- The judge sees the skill's stated purpose and the output, not the model name (reduces bias).
|
||||
- Re-run after model upgrades; numbers drift.
|
||||
@@ -0,0 +1,29 @@
|
||||
{
|
||||
"_comment": "Eval cases: a representative input per skill. Run with: node evals/run-evals.mjs",
|
||||
"cases": [
|
||||
{
|
||||
"skill": "rice-prioritisation",
|
||||
"input": "Rank these for next quarter:\n1. Onboarding redesign — reach ~5000 users/qtr, big activation impact, ~3 person-months.\n2. Dark mode — ~8000 users want it, low impact, ~1 person-month.\n3. SSO for enterprise — ~400 accounts, high deal impact, ~4 person-months, low confidence."
|
||||
},
|
||||
{
|
||||
"skill": "prd-template",
|
||||
"input": "Feature: in-app referral program so existing users invite colleagues and both get a credit. Target: activated B2B users. Goal: grow signups 15% in Q3."
|
||||
},
|
||||
{
|
||||
"skill": "cs-health-scorecard",
|
||||
"input": "Account: Acme Corp, enterprise, ARR $120k, renewal in 90 days. DAU/MAU 18%, 2 open P2 tickets, CSAT 7, exec sponsor left last month, seats 80/100 used, payments on time."
|
||||
},
|
||||
{
|
||||
"skill": "executive-summary",
|
||||
"input": "Summarise: our Q2 retention dropped from 82% to 76% driven by a new onboarding flow that confused mobile users; we shipped a fix in week 10 and retention recovered to 80%; we recommend a full mobile onboarding rework next quarter."
|
||||
},
|
||||
{
|
||||
"skill": "competitive-analysis",
|
||||
"input": "Analyse our position vs Notion and Coda for a lightweight team wiki aimed at small startups. We're cheaper and faster to set up but have fewer integrations."
|
||||
},
|
||||
{
|
||||
"skill": "sprint-planning",
|
||||
"input": "Team of 5, 2-week sprint, average velocity 30 points, one engineer out 3 days. Backlog: checkout redesign (8), payment retries (5), analytics events (3), bug bash (3), API rate limiting (5)."
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,22 @@
|
||||
{
|
||||
"_comment": "EXAMPLE data so the leaderboard renders before you run real evals. Replace by running: ANTHROPIC_API_KEY=... node evals/run-evals.mjs",
|
||||
"example": true,
|
||||
"generatedAt": "2026-06-18T00:00:00.000Z",
|
||||
"judge": "claude-opus-4-8",
|
||||
"models": ["claude-sonnet-4-6", "claude-haiku-4-5-20251001"],
|
||||
"dimensions": ["structure", "completeness", "usefulness", "grounding"],
|
||||
"results": [
|
||||
{ "skill": "rice-prioritisation", "model": "claude-sonnet-4-6", "scores": {"structure":5,"completeness":5,"usefulness":5,"grounding":4}, "overall": 4.75 },
|
||||
{ "skill": "rice-prioritisation", "model": "claude-haiku-4-5-20251001", "scores": {"structure":5,"completeness":4,"usefulness":4,"grounding":4}, "overall": 4.25 },
|
||||
{ "skill": "prd-template", "model": "claude-sonnet-4-6", "scores": {"structure":5,"completeness":4,"usefulness":5,"grounding":4}, "overall": 4.5 },
|
||||
{ "skill": "prd-template", "model": "claude-haiku-4-5-20251001", "scores": {"structure":4,"completeness":4,"usefulness":4,"grounding":4}, "overall": 4.0 },
|
||||
{ "skill": "cs-health-scorecard", "model": "claude-sonnet-4-6", "scores": {"structure":5,"completeness":5,"usefulness":5,"grounding":5}, "overall": 5.0 },
|
||||
{ "skill": "cs-health-scorecard", "model": "claude-haiku-4-5-20251001", "scores": {"structure":5,"completeness":4,"usefulness":4,"grounding":4}, "overall": 4.25 },
|
||||
{ "skill": "executive-summary", "model": "claude-sonnet-4-6", "scores": {"structure":5,"completeness":5,"usefulness":4,"grounding":5}, "overall": 4.75 },
|
||||
{ "skill": "executive-summary", "model": "claude-haiku-4-5-20251001", "scores": {"structure":5,"completeness":4,"usefulness":4,"grounding":5}, "overall": 4.5 },
|
||||
{ "skill": "competitive-analysis", "model": "claude-sonnet-4-6", "scores": {"structure":4,"completeness":4,"usefulness":5,"grounding":4}, "overall": 4.25 },
|
||||
{ "skill": "competitive-analysis", "model": "claude-haiku-4-5-20251001", "scores": {"structure":4,"completeness":4,"usefulness":4,"grounding":4}, "overall": 4.0 },
|
||||
{ "skill": "sprint-planning", "model": "claude-sonnet-4-6", "scores": {"structure":5,"completeness":5,"usefulness":5,"grounding":5}, "overall": 5.0 },
|
||||
{ "skill": "sprint-planning", "model": "claude-haiku-4-5-20251001", "scores": {"structure":5,"completeness":4,"usefulness":4,"grounding":5}, "overall": 4.5 }
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,148 @@
|
||||
{
|
||||
"generatedAt": "2026-06-18T12:40:14.995Z",
|
||||
"judge": "claude-opus-4-8",
|
||||
"models": [
|
||||
"claude-sonnet-4-6",
|
||||
"claude-haiku-4-5-20251001"
|
||||
],
|
||||
"dimensions": [
|
||||
"structure",
|
||||
"completeness",
|
||||
"usefulness",
|
||||
"grounding"
|
||||
],
|
||||
"results": [
|
||||
{
|
||||
"skill": "rice-prioritisation",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 5
|
||||
},
|
||||
"overall": 5
|
||||
},
|
||||
{
|
||||
"skill": "rice-prioritisation",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "prd-template",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "prd-template",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 4,
|
||||
"usefulness": 5,
|
||||
"grounding": 3
|
||||
},
|
||||
"overall": 4.25
|
||||
},
|
||||
{
|
||||
"skill": "cs-health-scorecard",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 5
|
||||
},
|
||||
"overall": 5
|
||||
},
|
||||
{
|
||||
"skill": "cs-health-scorecard",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "executive-summary",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 5
|
||||
},
|
||||
"overall": 5
|
||||
},
|
||||
{
|
||||
"skill": "executive-summary",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "competitive-analysis",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 4,
|
||||
"usefulness": 5,
|
||||
"grounding": 5
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "competitive-analysis",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 4,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.5
|
||||
},
|
||||
{
|
||||
"skill": "sprint-planning",
|
||||
"model": "claude-sonnet-4-6",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 5,
|
||||
"usefulness": 5,
|
||||
"grounding": 4
|
||||
},
|
||||
"overall": 4.75
|
||||
},
|
||||
{
|
||||
"skill": "sprint-planning",
|
||||
"model": "claude-haiku-4-5-20251001",
|
||||
"scores": {
|
||||
"structure": 5,
|
||||
"completeness": 4,
|
||||
"usefulness": 4,
|
||||
"grounding": 3
|
||||
},
|
||||
"overall": 4
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,113 @@
|
||||
#!/usr/bin/env node
|
||||
// Skill eval harness. For each case × model: run the skill, then score the output
|
||||
// with an LLM judge on a fixed rubric. Writes evals/results.json — feed it to
|
||||
// scripts/build-leaderboard.mjs to render web/leaderboard.html.
|
||||
//
|
||||
// Requires an Anthropic API key (this calls the API and costs tokens).
|
||||
//
|
||||
// Usage:
|
||||
// ANTHROPIC_API_KEY=sk-ant-... node evals/run-evals.mjs
|
||||
// ... node evals/run-evals.mjs --models claude-opus-4-8,claude-sonnet-4-6,claude-haiku-4-5-20251001
|
||||
// ... node evals/run-evals.mjs --judge claude-opus-4-8 --cases evals/cases.json
|
||||
import { readFileSync, writeFileSync, existsSync } from 'node:fs';
|
||||
import { join, dirname } from 'node:path';
|
||||
import { fileURLToPath } from 'node:url';
|
||||
import { complete, parseSkill } from '../bin/lib/anthropic.mjs';
|
||||
|
||||
const __dirname = dirname(fileURLToPath(import.meta.url));
|
||||
const root = join(__dirname, '..');
|
||||
|
||||
function arg(name, def) {
|
||||
const i = process.argv.indexOf(`--${name}`);
|
||||
return i !== -1 ? process.argv[i + 1] : def;
|
||||
}
|
||||
|
||||
const apiKey = process.env.ANTHROPIC_API_KEY || '';
|
||||
const models = arg('models', 'claude-sonnet-4-6,claude-haiku-4-5-20251001').split(',').map((s) => s.trim());
|
||||
const judge = arg('judge', 'claude-opus-4-8');
|
||||
const casesPath = arg('cases', join(__dirname, 'cases.json'));
|
||||
const outPath = arg('out', join(__dirname, 'results.json'));
|
||||
|
||||
const DIMENSIONS = ['structure', 'completeness', 'usefulness', 'grounding'];
|
||||
|
||||
function runPrompt(skillBody) {
|
||||
return skillBody + '\n\n---\nExecute this skill now on the input. Output only the finished artifact.';
|
||||
}
|
||||
|
||||
function judgePrompt(description, output) {
|
||||
return `You are a strict evaluator of a professional work artifact.
|
||||
|
||||
The artifact was produced by a skill whose job is:
|
||||
"${description}"
|
||||
|
||||
Score the artifact below from 1 (poor) to 5 (excellent) on each dimension:
|
||||
- structure: follows a clear, expected structure for this kind of output
|
||||
- completeness: covers what the task needs, nothing important missing
|
||||
- usefulness: actually useful to a professional, specific not generic
|
||||
- grounding: stays grounded in the given input, no invented facts/metrics
|
||||
|
||||
Return ONLY a JSON object, no prose: {"structure":N,"completeness":N,"usefulness":N,"grounding":N}
|
||||
|
||||
--- ARTIFACT ---
|
||||
${output}`;
|
||||
}
|
||||
|
||||
function parseScores(text) {
|
||||
const m = text.match(/\{[\s\S]*\}/);
|
||||
if (!m) throw new Error('judge did not return JSON');
|
||||
const j = JSON.parse(m[0]);
|
||||
const s = {};
|
||||
for (const d of DIMENSIONS) s[d] = Math.max(1, Math.min(5, Number(j[d]) || 0));
|
||||
return s;
|
||||
}
|
||||
|
||||
// Run an async worker over `items` with at most `limit` in flight.
|
||||
async function pool(items, limit, worker) {
|
||||
const out = [];
|
||||
let i = 0;
|
||||
await Promise.all(Array.from({ length: Math.min(limit, items.length) }, async () => {
|
||||
while (i < items.length) {
|
||||
const idx = i++;
|
||||
out[idx] = await worker(items[idx]);
|
||||
}
|
||||
}));
|
||||
return out;
|
||||
}
|
||||
|
||||
async function scoreTask({ c, body, description, model }) {
|
||||
try {
|
||||
const output = await complete({ apiKey, model, system: runPrompt(body), messages: [{ role: 'user', content: c.input }], maxTokens: 3000 });
|
||||
const judged = await complete({ apiKey, model: judge, messages: [{ role: 'user', content: judgePrompt(description, output) }], maxTokens: 200 });
|
||||
const scores = parseScores(judged);
|
||||
const overall = DIMENSIONS.reduce((a, d) => a + scores[d], 0) / DIMENSIONS.length;
|
||||
process.stderr.write(`✓ ${c.skill} on ${model} — ${overall.toFixed(2)}/5\n`);
|
||||
return { skill: c.skill, model, scores, overall: Math.round(overall * 100) / 100 };
|
||||
} catch (e) {
|
||||
process.stderr.write(`✗ ${c.skill} on ${model} — FAILED (${e.message})\n`);
|
||||
return null;
|
||||
}
|
||||
}
|
||||
|
||||
async function main() {
|
||||
if (!apiKey) { console.error('Set ANTHROPIC_API_KEY to run evals.'); process.exit(1); }
|
||||
const concurrency = parseInt(arg('concurrency', '4'), 10) || 4;
|
||||
const { cases } = JSON.parse(readFileSync(casesPath, 'utf8'));
|
||||
|
||||
// Build the full (case × model) task list.
|
||||
const tasks = [];
|
||||
for (const c of cases) {
|
||||
const skillFile = join(root, 'skills', c.skill, 'SKILL.md');
|
||||
if (!existsSync(skillFile)) { console.error(`skip ${c.skill}: no SKILL.md`); continue; }
|
||||
const { meta, body } = parseSkill(readFileSync(skillFile, 'utf8'));
|
||||
for (const model of models) tasks.push({ c, body, description: meta.description || c.skill, model });
|
||||
}
|
||||
|
||||
process.stderr.write(`Scoring ${tasks.length} runs (concurrency ${concurrency})…\n`);
|
||||
const results = (await pool(tasks, concurrency, scoreTask)).filter(Boolean);
|
||||
|
||||
const out = { generatedAt: new Date().toISOString(), judge, models, dimensions: DIMENSIONS, results };
|
||||
writeFileSync(outPath, JSON.stringify(out, null, 2));
|
||||
console.log(`\nWrote ${outPath} — ${results.length}/${tasks.length} scored runs. Build the page: node scripts/build-leaderboard.mjs`);
|
||||
}
|
||||
|
||||
main();
|
||||
+1
-1
@@ -8,7 +8,7 @@ by hand; edit the source skill and run:
|
||||
node scripts/build-exports.mjs
|
||||
```
|
||||
|
||||
Currently exporting **173 skills** to:
|
||||
Currently exporting **174 skills** to:
|
||||
|
||||
- **ChatGPT — Custom GPT instructions** → `exports/chatgpt/`
|
||||
- **Google Gemini — Gem instructions** → `exports/gemini/`
|
||||
|
||||
@@ -3,7 +3,7 @@
|
||||
> Auto-generated from `skills/*/SKILL.md` by `scripts/build-exports.mjs`.
|
||||
> **Do not edit these files by hand** — edit the source skill and regenerate.
|
||||
|
||||
173 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
174 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
|
||||
| Skill | Bundle | Path |
|
||||
|---|---|---|
|
||||
@@ -180,3 +180,4 @@
|
||||
| Vendor Evaluation | `pm-operations` | `pm-operations/vendor-evaluation/vendor-evaluation.md` |
|
||||
| Viral Content Framework | `pm-social` | `pm-social/viral-content-framework/viral-content-framework.md` |
|
||||
| Workshop Facilitation Guide | `pm-operations` | `pm-operations/workshop-facilitation-guide/workshop-facilitation-guide.md` |
|
||||
| YouTube Script Writer | `other` | `other/youtube-script-writer/youtube-script-writer.md` |
|
||||
|
||||
@@ -0,0 +1,110 @@
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
@@ -75,6 +75,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -3,7 +3,7 @@
|
||||
> Auto-generated from `skills/*/SKILL.md` by `scripts/build-exports.mjs`.
|
||||
> **Do not edit these files by hand** — edit the source skill and regenerate.
|
||||
|
||||
173 skills exported. Copy a `SYSTEM_PROMPT.md` into the tool to use it.
|
||||
174 skills exported. Copy a `SYSTEM_PROMPT.md` into the tool to use it.
|
||||
|
||||
| Skill | Bundle | Path |
|
||||
|---|---|---|
|
||||
@@ -180,3 +180,4 @@
|
||||
| Vendor Evaluation | `pm-operations` | `pm-operations/vendor-evaluation/SYSTEM_PROMPT.md` |
|
||||
| Viral Content Framework | `pm-social` | `pm-social/viral-content-framework/SYSTEM_PROMPT.md` |
|
||||
| Workshop Facilitation Guide | `pm-operations` | `pm-operations/workshop-facilitation-guide/SYSTEM_PROMPT.md` |
|
||||
| YouTube Script Writer | `other` | `other/youtube-script-writer/SYSTEM_PROMPT.md` |
|
||||
|
||||
@@ -0,0 +1,110 @@
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
@@ -75,6 +75,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -3,7 +3,7 @@
|
||||
> Auto-generated from `skills/*/SKILL.md` by `scripts/build-exports.mjs`.
|
||||
> **Do not edit these files by hand** — edit the source skill and regenerate.
|
||||
|
||||
173 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
174 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
|
||||
| Skill | Bundle | Path |
|
||||
|---|---|---|
|
||||
@@ -180,3 +180,4 @@
|
||||
| Vendor Evaluation | `pm-operations` | `pm-operations/vendor-evaluation/vendor-evaluation.mdc` |
|
||||
| Viral Content Framework | `pm-social` | `pm-social/viral-content-framework/viral-content-framework.mdc` |
|
||||
| Workshop Facilitation Guide | `pm-operations` | `pm-operations/workshop-facilitation-guide/workshop-facilitation-guide.mdc` |
|
||||
| YouTube Script Writer | `other` | `other/youtube-script-writer/youtube-script-writer.mdc` |
|
||||
|
||||
@@ -0,0 +1,116 @@
|
||||
---
|
||||
description: "Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions."
|
||||
globs:
|
||||
alwaysApply: false
|
||||
---
|
||||
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
@@ -81,6 +81,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -3,7 +3,7 @@
|
||||
> Auto-generated from `skills/*/SKILL.md` by `scripts/build-exports.mjs`.
|
||||
> **Do not edit these files by hand** — edit the source skill and regenerate.
|
||||
|
||||
173 skills exported. Copy a `GEM_INSTRUCTIONS.md` into the tool to use it.
|
||||
174 skills exported. Copy a `GEM_INSTRUCTIONS.md` into the tool to use it.
|
||||
|
||||
| Skill | Bundle | Path |
|
||||
|---|---|---|
|
||||
@@ -180,3 +180,4 @@
|
||||
| Vendor Evaluation | `pm-operations` | `pm-operations/vendor-evaluation/GEM_INSTRUCTIONS.md` |
|
||||
| Viral Content Framework | `pm-social` | `pm-social/viral-content-framework/GEM_INSTRUCTIONS.md` |
|
||||
| Workshop Facilitation Guide | `pm-operations` | `pm-operations/workshop-facilitation-guide/GEM_INSTRUCTIONS.md` |
|
||||
| YouTube Script Writer | `other` | `other/youtube-script-writer/GEM_INSTRUCTIONS.md` |
|
||||
|
||||
@@ -0,0 +1,114 @@
|
||||
You are a specialised assistant. Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions.
|
||||
|
||||
Follow these instructions:
|
||||
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
@@ -79,6 +79,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -3,7 +3,7 @@
|
||||
> Auto-generated from `skills/*/SKILL.md` by `scripts/build-exports.mjs`.
|
||||
> **Do not edit these files by hand** — edit the source skill and regenerate.
|
||||
|
||||
173 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
174 skills exported. Copy a `.mdc rule` into the tool to use it.
|
||||
|
||||
| Skill | Bundle | Path |
|
||||
|---|---|---|
|
||||
@@ -180,3 +180,4 @@
|
||||
| Vendor Evaluation | `pm-operations` | `pm-operations/vendor-evaluation/vendor-evaluation.md` |
|
||||
| Viral Content Framework | `pm-social` | `pm-social/viral-content-framework/viral-content-framework.md` |
|
||||
| Workshop Facilitation Guide | `pm-operations` | `pm-operations/workshop-facilitation-guide/workshop-facilitation-guide.md` |
|
||||
| YouTube Script Writer | `other` | `other/youtube-script-writer/youtube-script-writer.md` |
|
||||
|
||||
@@ -0,0 +1,115 @@
|
||||
---
|
||||
trigger: model_decision
|
||||
description: "Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions."
|
||||
---
|
||||
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
@@ -80,6 +80,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -166,6 +166,7 @@ function handle(msg) {
|
||||
}
|
||||
|
||||
process.stderr.write(`[${SERVER_NAME}] MCP server ready — ${SKILLS.length} skills, ${TOOLS.length} tools.\n`);
|
||||
process.stderr.write(`[${SERVER_NAME}] ⭐ Star the repo: https://github.com/mohitagw15856/pm-claude-skills\n`);
|
||||
const rl = createInterface({ input: process.stdin });
|
||||
rl.on('line', (line) => {
|
||||
const s = line.trim();
|
||||
|
||||
+7
-3
@@ -1,8 +1,8 @@
|
||||
{
|
||||
"name": "pm-claude-skills",
|
||||
"version": "19.0.0",
|
||||
"version": "20.2.0",
|
||||
"type": "module",
|
||||
"description": "167 professional Agent Skills (SKILL.md) + subagents + slash commands for Claude, ChatGPT, Gemini, Cursor, Codex & Hermes. Install into any AI coding tool with: npx pm-claude-skills add --agent <tool>.",
|
||||
"description": "174 professional Agent Skills (SKILL.md) + subagents + slash commands for Claude, ChatGPT, Gemini, Cursor, Codex & Hermes. Install into any AI coding tool with: npx pm-claude-skills add --agent <tool>.",
|
||||
"keywords": [
|
||||
"claude",
|
||||
"claude-code",
|
||||
@@ -29,6 +29,10 @@
|
||||
"bugs": {
|
||||
"url": "https://github.com/mohitagw15856/pm-claude-skills/issues"
|
||||
},
|
||||
"funding": {
|
||||
"type": "github",
|
||||
"url": "https://github.com/mohitagw15856/pm-claude-skills"
|
||||
},
|
||||
"author": "Mohit Aggarwal",
|
||||
"bin": {
|
||||
"pm-claude-skills": "bin/cli.mjs",
|
||||
@@ -49,7 +53,7 @@
|
||||
"skillcheck": "node scripts/skillcheck.mjs",
|
||||
"build:exports": "node scripts/build-exports.mjs",
|
||||
"build:web": "node web/build-skills.mjs",
|
||||
"check": "node scripts/skillcheck.mjs && node scripts/build-exports.mjs --check"
|
||||
"check": "node scripts/skillcheck.mjs && node scripts/build-exports.mjs --check && node web/build-skills.mjs && git diff --exit-code -- web/skills.json"
|
||||
},
|
||||
"engines": {
|
||||
"node": ">=18"
|
||||
|
||||
@@ -80,6 +80,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -0,0 +1,193 @@
|
||||
#!/usr/bin/env python3
|
||||
"""Feature prioritisation helper for the feature-prioritisation skill.
|
||||
|
||||
Computes ranking for common scoring frameworks so the same formulas and ordering
|
||||
are applied consistently. Supports RICE and ICE with JSON input.
|
||||
|
||||
Input formats:
|
||||
- JSON list (default): each item includes `name` and framework-specific fields.
|
||||
- CSV: header-driven input when using --format csv.
|
||||
|
||||
RICE fields:
|
||||
name,reach,impact,confidence,effort
|
||||
|
||||
ICE fields:
|
||||
name,impact,confidence,ease
|
||||
|
||||
Examples:
|
||||
python3 feature_prioritisation.py --framework rice initiatives.json
|
||||
python3 feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 feature_prioritisation.py --framework ice -
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import csv
|
||||
import io
|
||||
import json
|
||||
import sys
|
||||
from dataclasses import dataclass
|
||||
|
||||
|
||||
@dataclass
|
||||
class Feature:
|
||||
name: str
|
||||
scores: dict[str, float]
|
||||
|
||||
def rice_score(self) -> float:
|
||||
return (self.scores["reach"] * self.scores["impact"] * self.scores["confidence"]) / self.scores["effort"]
|
||||
|
||||
def ice_score(self) -> float:
|
||||
return self.scores["impact"] + self.scores["confidence"] + self.scores["ease"]
|
||||
|
||||
|
||||
def _normalise_confidence(value: float, framework: str) -> float:
|
||||
"""Normalize confidence depending on framework conventions."""
|
||||
if framework == "rice":
|
||||
return value / 100.0 if value > 1 else value
|
||||
# ICE uses a 1-10 convention in this skill; accept 0-1 and 1-10, 80/100 as percent fallback.
|
||||
if value > 1:
|
||||
if value > 10:
|
||||
return value / 10.0
|
||||
return value
|
||||
return value
|
||||
|
||||
|
||||
def _to_feature(name: str, values: dict[str, object], framework: str) -> Feature:
|
||||
try:
|
||||
if framework == "rice":
|
||||
reach = float(values["reach"])
|
||||
effort = float(values["effort"])
|
||||
if effort <= 0:
|
||||
raise ValueError("effort must be greater than 0")
|
||||
return Feature(
|
||||
name=name,
|
||||
scores={
|
||||
"reach": reach,
|
||||
"impact": float(values["impact"]),
|
||||
"confidence": _normalise_confidence(float(values["confidence"]), "rice"),
|
||||
"effort": effort,
|
||||
},
|
||||
)
|
||||
|
||||
# ICE
|
||||
return Feature(
|
||||
name=name,
|
||||
scores={
|
||||
"impact": float(values["impact"]),
|
||||
"confidence": _normalise_confidence(float(values["confidence"]), "ice"),
|
||||
"ease": float(values["ease"]),
|
||||
},
|
||||
)
|
||||
except KeyError as exc:
|
||||
raise ValueError(f"Missing required field {exc} in feature '{name}'.") from None
|
||||
|
||||
|
||||
def load_rice_json(rows: list[dict[str, object]]) -> list[Feature]:
|
||||
return [_to_feature(str(row["name"]).strip(), row, "rice") for row in rows]
|
||||
|
||||
|
||||
def load_ice_json(rows: list[dict[str, object]]) -> list[Feature]:
|
||||
return [_to_feature(str(row["name"]).strip(), row, "ice") for row in rows]
|
||||
|
||||
|
||||
def _load_csv(text: str, framework: str) -> list[dict[str, str]]:
|
||||
rows = list(csv.DictReader(io.StringIO(text)))
|
||||
if not rows:
|
||||
return []
|
||||
expected = {"rice": {"name", "reach", "impact", "confidence", "effort"},
|
||||
"ice": {"name", "impact", "confidence", "ease"}}
|
||||
present = set(rows[0].keys())
|
||||
missing = expected[framework] - present
|
||||
if missing:
|
||||
raise ValueError(f"CSV format missing required columns: {', '.join(sorted(missing))}")
|
||||
return rows
|
||||
|
||||
|
||||
def load(text: str, fmt: str, framework: str) -> list[Feature]:
|
||||
if fmt == "csv":
|
||||
rows = _load_csv(text, framework)
|
||||
if framework == "rice":
|
||||
return load_rice_json(rows)
|
||||
return load_ice_json(rows)
|
||||
|
||||
rows = json.loads(text)
|
||||
if not isinstance(rows, list):
|
||||
raise ValueError("Input must be a list of feature objects.")
|
||||
if framework == "rice":
|
||||
return load_rice_json(rows)
|
||||
return load_ice_json(rows)
|
||||
|
||||
|
||||
def rank(features: list[Feature], framework: str) -> list[dict]:
|
||||
scored = []
|
||||
for feature in features:
|
||||
score = feature.rice_score() if framework == "rice" else feature.ice_score()
|
||||
row = {"name": feature.name, "score": round(float(score), 2)}
|
||||
row.update({k: v for k, v in feature.scores.items() if k != "score"})
|
||||
scored.append(row)
|
||||
|
||||
scored.sort(key=lambda d: d["score"], reverse=True)
|
||||
for index, row in enumerate(scored, start=1):
|
||||
row["rank"] = index
|
||||
return scored
|
||||
|
||||
|
||||
def _render(ranked: list[dict], framework: str) -> str:
|
||||
if framework == "rice":
|
||||
header = f"{'#':>2} {'Feature':<30} {'Reach':>10} {'Impact':>7} {'Conf':>7} {'Effort':>7} {'RICE':>8}"
|
||||
lines = ["Feature Prioritisation (RICE)", "=" * len(header), header, "-" * len(header)]
|
||||
for row in ranked:
|
||||
lines.append(
|
||||
f"{row['rank']:>2} {row['name'][:30]:<30} "
|
||||
f"{row['reach']:>10g} {row['impact']:>7g} {row['confidence']:>6.2f} {row['effort']:>7g} {row['score']:>8g}"
|
||||
)
|
||||
return "\n".join(lines)
|
||||
|
||||
header = f"{'#':>2} {'Feature':<30} {'Impact':>7} {'Conf':>7} {'Ease':>7} {'ICE':>8}"
|
||||
lines = ["Feature Prioritisation (ICE)", "=" * len(header), header, "-" * len(header)]
|
||||
for row in ranked:
|
||||
lines.append(
|
||||
f"{row['rank']:>2} {row['name'][:30]:<30} "
|
||||
f"{row['impact']:>7g} {row['confidence']:>6.2f} {row['ease']:>7g} {row['score']:>8g}"
|
||||
)
|
||||
return "\n".join(lines)
|
||||
|
||||
|
||||
def main(argv: list[str] | None = None) -> int:
|
||||
parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
|
||||
parser.add_argument("input", help="Path to input JSON/CSV file, or '-' for stdin.")
|
||||
parser.add_argument("--framework", choices=["rice", "ice"], default="rice",
|
||||
help="Scoring framework to use.")
|
||||
parser.add_argument("--format", choices=["json", "csv"], help="Input format (inferred from extension when omitted).")
|
||||
parser.add_argument("--json", action="store_true", dest="as_json", help="Emit ranked JSON instead of a table.")
|
||||
args = parser.parse_args(argv)
|
||||
|
||||
if args.input == "-":
|
||||
text = sys.stdin.read()
|
||||
fmt = args.format or "json"
|
||||
else:
|
||||
try:
|
||||
with open(args.input, "r", encoding="utf-8") as f:
|
||||
text = f.read()
|
||||
except OSError as exc:
|
||||
print(f"Error: {exc}", file=sys.stderr)
|
||||
return 1
|
||||
if args.format:
|
||||
fmt = args.format
|
||||
else:
|
||||
fmt = "csv" if args.input.lower().endswith(".csv") else "json"
|
||||
|
||||
try:
|
||||
ranked = rank(load(text, fmt, args.framework), args.framework)
|
||||
except (ValueError, json.JSONDecodeError, KeyError) as exc:
|
||||
print(f"Error: {exc}", file=sys.stderr)
|
||||
return 1
|
||||
|
||||
print(json.dumps(ranked, indent=2) if args.as_json else _render(ranked, args.framework))
|
||||
return 0
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit(main())
|
||||
@@ -89,6 +89,7 @@ const html = `<!DOCTYPE html>
|
||||
<a href="https://mohitagw15856.github.io/pm-claude-skills/">▶ Live Playground</a>
|
||||
<a href="${REPO}">GitHub</a>
|
||||
<a href="${REPO}#-quick-install-2-minutes">Install</a>
|
||||
<a href="leaderboard.html">Leaderboard</a>
|
||||
<a href="${REPO}/blob/main/TIERS.md">Tiers</a>
|
||||
</div>
|
||||
</header>
|
||||
|
||||
@@ -0,0 +1,76 @@
|
||||
#!/usr/bin/env node
|
||||
// Renders web/leaderboard.html from evals/results.json (or evals/results.example.json
|
||||
// as a clearly-labelled placeholder). Run after evals/run-evals.mjs. No dependencies.
|
||||
import { readFileSync, writeFileSync, existsSync } from 'node:fs';
|
||||
import { join, dirname } from 'node:path';
|
||||
import { fileURLToPath } from 'node:url';
|
||||
|
||||
const __dirname = dirname(fileURLToPath(import.meta.url));
|
||||
const root = join(__dirname, '..');
|
||||
const REPO = 'https://github.com/mohitagw15856/pm-claude-skills';
|
||||
|
||||
const real = join(root, 'evals', 'results.json');
|
||||
const example = join(root, 'evals', 'results.example.json');
|
||||
const src = existsSync(real) ? real : example;
|
||||
const data = JSON.parse(readFileSync(src, 'utf8'));
|
||||
const isExample = !!data.example || src === example;
|
||||
|
||||
const esc = (s) => String(s).replace(/[&<>"]/g, (c) => ({ '&': '&', '<': '<', '>': '>', '"': '"' }[c]));
|
||||
const skills = [...new Set(data.results.map((r) => r.skill))].sort();
|
||||
const models = data.models || [...new Set(data.results.map((r) => r.model))];
|
||||
const cell = (skill, model) => data.results.find((r) => r.skill === skill && r.model === model);
|
||||
const colour = (v) => v >= 4.5 ? '#6ee7b7' : v >= 4 ? '#93c5fd' : v >= 3 ? '#fcd34d' : '#fca5a5';
|
||||
|
||||
const modelAvg = (m) => {
|
||||
const xs = data.results.filter((r) => r.model === m).map((r) => r.overall);
|
||||
return xs.length ? (xs.reduce((a, b) => a + b, 0) / xs.length) : 0;
|
||||
};
|
||||
|
||||
const headRow = `<tr><th>Skill</th>${models.map((m) => `<th>${esc(m)}</th>`).join('')}</tr>`;
|
||||
const rows = skills.map((s) => `<tr><td class="skill">${esc(s)}</td>${models.map((m) => {
|
||||
const c = cell(s, m);
|
||||
return c ? `<td><span class="score" style="color:${colour(c.overall)}">${c.overall.toFixed(2)}</span></td>` : '<td class="na">—</td>';
|
||||
}).join('')}</tr>`).join('\n');
|
||||
const avgRow = `<tr class="avg"><td>Average</td>${models.map((m) => `<td><strong>${modelAvg(m).toFixed(2)}</strong></td>`).join('')}</tr>`;
|
||||
|
||||
const html = `<!DOCTYPE html>
|
||||
<html lang="en"><head>
|
||||
<meta charset="UTF-8" /><meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
||||
<title>Skill Leaderboard — how pm-claude-skills score across Claude models</title>
|
||||
<meta name="description" content="LLM-judged quality scores for professional Agent Skills across Claude models, on structure, completeness, usefulness, and grounding." />
|
||||
<style>
|
||||
:root{--bg:#0f1115;--panel:#161a21;--border:#2a313c;--text:#e7ebf0;--muted:#95a0b0;--accent2:#e89b82}
|
||||
body{margin:0;background:var(--bg);color:var(--text);font:15px/1.5 -apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,sans-serif}
|
||||
a{color:var(--accent2)} header{padding:28px 22px;border-bottom:1px solid var(--border);background:var(--panel)}
|
||||
header h1{margin:0 0 6px;font-size:23px} header p{margin:0;color:var(--muted);font-size:14px}
|
||||
.nav{margin-top:12px;display:flex;gap:14px;font-size:13px;flex-wrap:wrap}
|
||||
main{max-width:900px;margin:0 auto;padding:22px}
|
||||
.banner{background:rgba(245,158,11,.12);border:1px solid rgba(245,158,11,.4);color:#fcd34d;padding:12px 14px;border-radius:10px;margin-bottom:18px;font-size:13.5px}
|
||||
table{width:100%;border-collapse:collapse;font-size:14px}
|
||||
th,td{padding:10px 12px;text-align:center;border-bottom:1px solid var(--border)}
|
||||
th:first-child,td:first-child{text-align:left}
|
||||
th{color:var(--accent2);font-size:12px;text-transform:uppercase;letter-spacing:.04em}
|
||||
td.skill{font-weight:600} .score{font-weight:700} .na{color:var(--muted)}
|
||||
tr.avg td{border-top:2px solid var(--border);color:var(--muted)}
|
||||
.meta{color:var(--muted);font-size:12.5px;margin-top:16px}
|
||||
</style></head><body>
|
||||
<header>
|
||||
<h1>🏆 Skill Leaderboard</h1>
|
||||
<p>LLM-judged quality (1–5) for each skill across Claude models — scored on structure, completeness, usefulness & grounding by <code>${esc(data.judge || 'an LLM judge')}</code>.</p>
|
||||
<div class="nav"><a href="https://mohitagw15856.github.io/pm-claude-skills/">Playground</a><a href="catalog.html">Catalog</a><a href="${REPO}/tree/main/evals">How it works</a></div>
|
||||
</header>
|
||||
<main>
|
||||
${isExample ? '<div class="banner">⚠️ <strong>Example data</strong> — illustrative scores so this page renders. Run <code>ANTHROPIC_API_KEY=… node evals/run-evals.mjs</code> then <code>node scripts/build-leaderboard.mjs</code> for real numbers.</div>' : ''}
|
||||
<table>
|
||||
<thead>${headRow}</thead>
|
||||
<tbody>
|
||||
${rows}
|
||||
${avgRow}
|
||||
</tbody>
|
||||
</table>
|
||||
<p class="meta">Higher is better (max 5). ${esc(skills.length)} skills × ${esc(models.length)} models${data.generatedAt ? ` · generated ${esc(String(data.generatedAt).slice(0, 10))}` : ''}. Methodology and cases in <a href="${REPO}/tree/main/evals">evals/</a>.</p>
|
||||
</main></body></html>
|
||||
`;
|
||||
|
||||
writeFileSync(join(root, 'web', 'leaderboard.html'), html);
|
||||
console.log(`Wrote web/leaderboard.html — ${skills.length} skills × ${models.length} models${isExample ? ' (EXAMPLE data)' : ''}.`);
|
||||
@@ -22,10 +22,12 @@ const strict = args.includes('--strict');
|
||||
const asJson = args.includes('--json');
|
||||
|
||||
function parseFrontmatter(text) {
|
||||
const m = text.match(/^---\n([\s\S]*?)\n---\n?([\s\S]*)$/);
|
||||
// Tolerate optional leading whitespace and CRLF/LF line endings so authored-on-Windows
|
||||
// files don't produce false negatives.
|
||||
const m = text.match(/^\s*---\r?\n([\s\S]*?)\r?\n\s*---\r?\n?([\s\S]*)$/);
|
||||
if (!m) return { meta: null, body: text };
|
||||
const meta = {};
|
||||
for (const line of m[1].split('\n')) {
|
||||
for (const line of m[1].split(/\r?\n/)) {
|
||||
const kv = line.match(/^(\w[\w-]*):\s*(.*)$/);
|
||||
if (kv) {
|
||||
let v = kv[2].trim();
|
||||
|
||||
+2
-1
@@ -58,6 +58,7 @@
|
||||
"morning-intelligence",
|
||||
"last-30-days-research",
|
||||
"competitor-signal-tracker",
|
||||
"multi-source-signal-synthesiser"
|
||||
"multi-source-signal-synthesiser",
|
||||
"youtube-script-writer"
|
||||
]
|
||||
}
|
||||
|
||||
@@ -80,6 +80,29 @@ Recommend building: all Basic features first → Performance features for key us
|
||||
|
||||
---
|
||||
|
||||
## Programmatic Helper
|
||||
|
||||
This skill ships with a stdlib-only Python script that computes ranking for the math-based frameworks (RICE, ICE) so feature scoring is consistent across sessions.
|
||||
|
||||
```bash
|
||||
# RICE from JSON
|
||||
python3 scripts/feature_prioritisation.py initiatives.json --framework rice
|
||||
|
||||
# RICE from CSV
|
||||
python3 scripts/feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
|
||||
# ICE from JSON
|
||||
python3 scripts/feature_prioritisation.py features.json --framework ice
|
||||
|
||||
# Pipe into it
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 scripts/feature_prioritisation.py --framework ice -
|
||||
```
|
||||
|
||||
Use `--json` to produce machine-readable output for downstream tooling.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### Feature Prioritisation — [Product/Team] — [Date]
|
||||
|
||||
@@ -0,0 +1,193 @@
|
||||
#!/usr/bin/env python3
|
||||
"""Feature prioritisation helper for the feature-prioritisation skill.
|
||||
|
||||
Computes ranking for common scoring frameworks so the same formulas and ordering
|
||||
are applied consistently. Supports RICE and ICE with JSON input.
|
||||
|
||||
Input formats:
|
||||
- JSON list (default): each item includes `name` and framework-specific fields.
|
||||
- CSV: header-driven input when using --format csv.
|
||||
|
||||
RICE fields:
|
||||
name,reach,impact,confidence,effort
|
||||
|
||||
ICE fields:
|
||||
name,impact,confidence,ease
|
||||
|
||||
Examples:
|
||||
python3 feature_prioritisation.py --framework rice initiatives.json
|
||||
python3 feature_prioritisation.py initiatives.csv --framework rice --format csv
|
||||
printf '%s\n' '[{"name":"API refactor","impact":8,"confidence":80,"ease":5}]' \
|
||||
| python3 feature_prioritisation.py --framework ice -
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import csv
|
||||
import io
|
||||
import json
|
||||
import sys
|
||||
from dataclasses import dataclass
|
||||
|
||||
|
||||
@dataclass
|
||||
class Feature:
|
||||
name: str
|
||||
scores: dict[str, float]
|
||||
|
||||
def rice_score(self) -> float:
|
||||
return (self.scores["reach"] * self.scores["impact"] * self.scores["confidence"]) / self.scores["effort"]
|
||||
|
||||
def ice_score(self) -> float:
|
||||
return self.scores["impact"] + self.scores["confidence"] + self.scores["ease"]
|
||||
|
||||
|
||||
def _normalise_confidence(value: float, framework: str) -> float:
|
||||
"""Normalize confidence depending on framework conventions."""
|
||||
if framework == "rice":
|
||||
return value / 100.0 if value > 1 else value
|
||||
# ICE uses a 1-10 convention in this skill; accept 0-1 and 1-10, 80/100 as percent fallback.
|
||||
if value > 1:
|
||||
if value > 10:
|
||||
return value / 10.0
|
||||
return value
|
||||
return value
|
||||
|
||||
|
||||
def _to_feature(name: str, values: dict[str, object], framework: str) -> Feature:
|
||||
try:
|
||||
if framework == "rice":
|
||||
reach = float(values["reach"])
|
||||
effort = float(values["effort"])
|
||||
if effort <= 0:
|
||||
raise ValueError("effort must be greater than 0")
|
||||
return Feature(
|
||||
name=name,
|
||||
scores={
|
||||
"reach": reach,
|
||||
"impact": float(values["impact"]),
|
||||
"confidence": _normalise_confidence(float(values["confidence"]), "rice"),
|
||||
"effort": effort,
|
||||
},
|
||||
)
|
||||
|
||||
# ICE
|
||||
return Feature(
|
||||
name=name,
|
||||
scores={
|
||||
"impact": float(values["impact"]),
|
||||
"confidence": _normalise_confidence(float(values["confidence"]), "ice"),
|
||||
"ease": float(values["ease"]),
|
||||
},
|
||||
)
|
||||
except KeyError as exc:
|
||||
raise ValueError(f"Missing required field {exc} in feature '{name}'.") from None
|
||||
|
||||
|
||||
def load_rice_json(rows: list[dict[str, object]]) -> list[Feature]:
|
||||
return [_to_feature(str(row["name"]).strip(), row, "rice") for row in rows]
|
||||
|
||||
|
||||
def load_ice_json(rows: list[dict[str, object]]) -> list[Feature]:
|
||||
return [_to_feature(str(row["name"]).strip(), row, "ice") for row in rows]
|
||||
|
||||
|
||||
def _load_csv(text: str, framework: str) -> list[dict[str, str]]:
|
||||
rows = list(csv.DictReader(io.StringIO(text)))
|
||||
if not rows:
|
||||
return []
|
||||
expected = {"rice": {"name", "reach", "impact", "confidence", "effort"},
|
||||
"ice": {"name", "impact", "confidence", "ease"}}
|
||||
present = set(rows[0].keys())
|
||||
missing = expected[framework] - present
|
||||
if missing:
|
||||
raise ValueError(f"CSV format missing required columns: {', '.join(sorted(missing))}")
|
||||
return rows
|
||||
|
||||
|
||||
def load(text: str, fmt: str, framework: str) -> list[Feature]:
|
||||
if fmt == "csv":
|
||||
rows = _load_csv(text, framework)
|
||||
if framework == "rice":
|
||||
return load_rice_json(rows)
|
||||
return load_ice_json(rows)
|
||||
|
||||
rows = json.loads(text)
|
||||
if not isinstance(rows, list):
|
||||
raise ValueError("Input must be a list of feature objects.")
|
||||
if framework == "rice":
|
||||
return load_rice_json(rows)
|
||||
return load_ice_json(rows)
|
||||
|
||||
|
||||
def rank(features: list[Feature], framework: str) -> list[dict]:
|
||||
scored = []
|
||||
for feature in features:
|
||||
score = feature.rice_score() if framework == "rice" else feature.ice_score()
|
||||
row = {"name": feature.name, "score": round(float(score), 2)}
|
||||
row.update({k: v for k, v in feature.scores.items() if k != "score"})
|
||||
scored.append(row)
|
||||
|
||||
scored.sort(key=lambda d: d["score"], reverse=True)
|
||||
for index, row in enumerate(scored, start=1):
|
||||
row["rank"] = index
|
||||
return scored
|
||||
|
||||
|
||||
def _render(ranked: list[dict], framework: str) -> str:
|
||||
if framework == "rice":
|
||||
header = f"{'#':>2} {'Feature':<30} {'Reach':>10} {'Impact':>7} {'Conf':>7} {'Effort':>7} {'RICE':>8}"
|
||||
lines = ["Feature Prioritisation (RICE)", "=" * len(header), header, "-" * len(header)]
|
||||
for row in ranked:
|
||||
lines.append(
|
||||
f"{row['rank']:>2} {row['name'][:30]:<30} "
|
||||
f"{row['reach']:>10g} {row['impact']:>7g} {row['confidence']:>6.2f} {row['effort']:>7g} {row['score']:>8g}"
|
||||
)
|
||||
return "\n".join(lines)
|
||||
|
||||
header = f"{'#':>2} {'Feature':<30} {'Impact':>7} {'Conf':>7} {'Ease':>7} {'ICE':>8}"
|
||||
lines = ["Feature Prioritisation (ICE)", "=" * len(header), header, "-" * len(header)]
|
||||
for row in ranked:
|
||||
lines.append(
|
||||
f"{row['rank']:>2} {row['name'][:30]:<30} "
|
||||
f"{row['impact']:>7g} {row['confidence']:>6.2f} {row['ease']:>7g} {row['score']:>8g}"
|
||||
)
|
||||
return "\n".join(lines)
|
||||
|
||||
|
||||
def main(argv: list[str] | None = None) -> int:
|
||||
parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
|
||||
parser.add_argument("input", help="Path to input JSON/CSV file, or '-' for stdin.")
|
||||
parser.add_argument("--framework", choices=["rice", "ice"], default="rice",
|
||||
help="Scoring framework to use.")
|
||||
parser.add_argument("--format", choices=["json", "csv"], help="Input format (inferred from extension when omitted).")
|
||||
parser.add_argument("--json", action="store_true", dest="as_json", help="Emit ranked JSON instead of a table.")
|
||||
args = parser.parse_args(argv)
|
||||
|
||||
if args.input == "-":
|
||||
text = sys.stdin.read()
|
||||
fmt = args.format or "json"
|
||||
else:
|
||||
try:
|
||||
with open(args.input, "r", encoding="utf-8") as f:
|
||||
text = f.read()
|
||||
except OSError as exc:
|
||||
print(f"Error: {exc}", file=sys.stderr)
|
||||
return 1
|
||||
if args.format:
|
||||
fmt = args.format
|
||||
else:
|
||||
fmt = "csv" if args.input.lower().endswith(".csv") else "json"
|
||||
|
||||
try:
|
||||
ranked = rank(load(text, fmt, args.framework), args.framework)
|
||||
except (ValueError, json.JSONDecodeError, KeyError) as exc:
|
||||
print(f"Error: {exc}", file=sys.stderr)
|
||||
return 1
|
||||
|
||||
print(json.dumps(ranked, indent=2) if args.as_json else _render(ranked, args.framework))
|
||||
return 0
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit(main())
|
||||
@@ -0,0 +1,115 @@
|
||||
---
|
||||
name: youtube-script-writer
|
||||
description: "Write engaging, high-retention YouTube video scripts with visual and audio cues. Use when asked to write a YouTube script, design a video outline, draft a video hook, or structure a video narrative. Produces a polished script with multiple hook options, step-by-step video body, and clear visual/audio directions."
|
||||
---
|
||||
|
||||
# YouTube Script Writer Skill
|
||||
|
||||
This skill helps creators write highly engaging, structured, and visually-dynamic scripts optimized for YouTube's retention algorithm. It converts raw ideas, articles, or transcripts into a ready-to-shoot script with clear visual cues, pacing indicators, and audio directions.
|
||||
|
||||
## What This Skill Produces
|
||||
|
||||
- **3 Title & Thumbnail Concepts:** CTR-optimized titles matching distinct psychological triggers (curiosity, result-driven, contrarian) paired with clear visual thumbnail layout suggestions.
|
||||
- **3 Hook Variations (0:00 - 0:30):** Different hook formats (contrarian statement, story setup, pattern interrupt) that deliver immediately on the title's promise.
|
||||
- **Retention-Optimized Script Table:** A side-by-side or block-formatted script separating video cues (B-roll, camera angles, text overlays, zooms) and audio cues (dialogue, voiceover, sound effects, music changes).
|
||||
- **Outro & Video Metadata:** A seamless video outro designed to prevent viewer exit, along with search-optimized description templates and relevant tags.
|
||||
|
||||
## Required Inputs
|
||||
|
||||
Ask the user for these if not provided:
|
||||
- **Topic/Concept** — What is the video about? (e.g., "How I built a SaaS in 30 days")
|
||||
- **Target Audience** — Who is watching? (e.g., beginner developers, student designers)
|
||||
- **Target Duration** — Approximate length in minutes (e.g., 5-7 minutes, 10-15 minutes)
|
||||
- **Script Tone/Voice** — E.g., energetic, educational, storytelling, conversational, comedic
|
||||
- **Primary Goal** — (e.g., get newsletter signups, sell a course, increase viewer retention)
|
||||
|
||||
## Pacing & Retention Model
|
||||
|
||||
Every YouTube script must follow this structure to prevent early drop-off:
|
||||
|
||||
1. **The Hook (0:00 - 0:30):** Promise immediate value. No intros, no logo animation, and no generic greeting ("Hey guys, welcome back...").
|
||||
2. **The Stakes / Re-Hook (0:30 - 1:00):** Establish why this topic is difficult, urgent, or valuable. Introduce the "villain" (the problem) and the "hero" (the solution).
|
||||
3. **Chapters / Milestones (1:00 - 90% mark):** Divide the core content into 3-5 distinct chapters. Every chapter must have a clear micro-payoff.
|
||||
4. **Pattern Interrupts:** Suggest visual or audio changes every 4-8 seconds. Use zoomed frames, pop-up text, B-roll transitions, or sound effects (whoosh, ding, pop) to keep attention.
|
||||
5. **The Payoff / Climax (90% - 95% mark):** Deliver the ultimate piece of advice or final revelation promised in the hook.
|
||||
6. **Seamless Transition CTA (95% - end):** Never signal the end with "in conclusion" or "that is all." Bridge the final value point directly to recommending the next video or a quick call to action before the viewer leaves.
|
||||
|
||||
---
|
||||
|
||||
## Output Format
|
||||
|
||||
### [Working Title]
|
||||
**Target Duration:** [Duration] | **Audience:** [Target Audience] | **Tone:** [Tone]
|
||||
|
||||
---
|
||||
|
||||
### 1. Title & Thumbnail Optimization
|
||||
|
||||
#### Title Options
|
||||
1. **The Curiosity Gap:** [e.g., "The Real Reason Your Code is Slow (It's Not Python)"]
|
||||
2. **The Result-Oriented:** [e.g., "How I Optimized My App to Handle 100k Users in 1 Hour"]
|
||||
3. **The Contrarian:** [e.g., "Stop Using React for Simple Projects"]
|
||||
|
||||
#### Thumbnail Concepts
|
||||
- **Concept 1:** [Visual details, e.g., Close-up of host with a worried face, split-screen showing a massive red 'Error' banner on one side and a clean green checkmark on the other. Large, bold 3-word text overlay: "STOP DOING THIS."]
|
||||
- **Concept 2:** [Visual details, e.g., Clean graphic representation of a server load graph spiking to the moon, contrasted with a flat green line. Text overlay: "100K USERS."]
|
||||
|
||||
---
|
||||
|
||||
### 2. Hook Variations (Choose One)
|
||||
|
||||
#### Variation 1: The Contrarian Hook
|
||||
* **Visuals:** [Host leans close to the camera, looking directly into the lens. Fast zoom-in on the word 'Slow' appearing in bold red letters on screen.]
|
||||
* **Audio:** "Almost every developer I talk to blames Python for their slow apps. But 90% of the time, the language isn't the problem. The bottleneck is actually inside a single line of config you probably wrote yesterday."
|
||||
|
||||
#### Variation 2: The Story Hook
|
||||
* **Visuals:** [Show B-roll of an editor showing 500 error logs flashing. Cut to host rubbing their forehead in frustration.]
|
||||
* **Audio:** "Last Tuesday at 3 AM, our database completely crashed under load. We were losing $200 every minute the site was down. After searching through stack traces for hours, we found a fix so simple I couldn't believe we missed it."
|
||||
|
||||
#### Variation 3: The Pattern Interrupt Hook
|
||||
* **Visuals:** [A stopwatch counts down from 5 seconds in the center of the screen. Sudden loud 'Ding' sound effect as the timer hits zero.]
|
||||
* **Audio (Voiceover):** "In the next 5 minutes, I am going to show you the exact performance tweak that saved our team $4,000 in monthly server costs. And no, you don't need to rewrite a single database query."
|
||||
|
||||
---
|
||||
|
||||
### 3. The Main Script
|
||||
|
||||
| Time / Chapter | Video Cues (B-Roll, Overlays, Camera Angles) | Audio Cues (Spoken Script, Sound Effects, Music) |
|
||||
| :--- | :--- | :--- |
|
||||
| **0:30 - 1:00**<br>The Re-Hook | Show on-screen graphics displaying server costs. Zoom in slightly on the host. | "Here is the reality: database optimization sounds incredibly complex. But most tutorials make you learn SQL queries you will never use. Today, we are keeping it purely practical." |
|
||||
| **1:00 - 3:30**<br>Chapter 1: [Chapter Name] | [Visual Cue: Transition to screencast. Highlight lines 12-15 in the config file. Add cursor highlight.] | "[Spoken Dialogue]: First, let's open up the default configuration file. Notice this specific pool size limit... *[Sound Effect: soft click]*" |
|
||||
| **3:30 - 6:00**<br>Chapter 2: [Chapter Name] | [Visual Cue: Cut back to host. Push-in zoom on host's face to emphasize the point.] | "[Spoken Dialogue]: This brings us to the next step. If you set this value too high, your server will freeze. If it's too low, users will wait forever. Here is how to find the sweet spot..." |
|
||||
| **6:00 - 8:30**<br>Chapter 3: [Chapter Name] | [Visual Cue: B-roll of server monitoring dashboard showing a flatline turning into a healthy wave.] | "[Spoken Dialogue]: Once we applied this setting, look at what happened to the response times. They dropped from 800 milliseconds down to 45." |
|
||||
| **8:30 - 9:00**<br>The Payoff | Show split screen: Before config vs After config load times. | "So, by changing just that one variable, we solved the crash problem completely without spending a single dollar on hardware upgrades." |
|
||||
| **9:00 - 9:30**<br>Seamless CTA | [Visual Cue: On-screen card pops up pointing to a related video. Text overlay: 'Watch next: Scaling PostgreSQL Databases.'] | "[Spoken Dialogue]: Now that your server is configured correctly, your next bottleneck is going to be database indexing. Click on this video right here where I break down indexing in under 5 minutes..." |
|
||||
|
||||
---
|
||||
|
||||
### 4. Search-Optimized Metadata
|
||||
- **Video Description:** [First 3 sentences containing key terms for search ranking. E.g., 'Learn how to optimize server performance and prevent database crashes. This step-by-step tutorial walks you through server configuration tweaks to save hosting costs.']
|
||||
- **Suggested Tags:** server optimization, database configuration, web development, hosting costs, system architecture
|
||||
- **Call-to-Action Link:** [Insert link to newsletter or product page]
|
||||
|
||||
---
|
||||
|
||||
## Quality Checks
|
||||
|
||||
- [ ] Every title option is under 60 characters to prevent truncation on mobile devices.
|
||||
- [ ] No generic intro fillers (e.g., "Welcome back to my channel," "Don't forget to like and subscribe") in the first 60 seconds of any hook or script section.
|
||||
- [ ] Visual direction (B-roll, text overlays, zoom adjustments) is specified at least once every 10 seconds in the main script.
|
||||
- [ ] Script transitions to the Call to Action immediately after the payoff without declaring "in conclusion" or "thank you for watching."
|
||||
- [ ] Spoken audio lines are written in conversational language (short sentences, natural pauses, no overly academic jargon).
|
||||
|
||||
## Anti-Patterns
|
||||
|
||||
- [ ] Do not write paragraphs of dialogue without accompanying visual cues. YouTube is a visual-first medium; every paragraph of speech needs visual transitions.
|
||||
- [ ] Do not pitch sponsors, channel subscriptions, or external links during the hook (first 60 seconds).
|
||||
- [ ] Do not create a single generic hook; always provide 3 distinct hook variations (Contrarian, Story, Pattern Interrupt) to give the creator flexibility.
|
||||
- [ ] Do not use a generic outro that triggers the "viewer exit ramp" (e.g., "That's all for today's video, hope you enjoyed, see you next time!"). Suggest another video to keep viewers on the platform.
|
||||
|
||||
## Example Trigger Phrases
|
||||
|
||||
- "Write a YouTube script about my personal productivity system."
|
||||
- "Help me script a 10-minute video explaining inflation to college students."
|
||||
- "I need a YouTube outline and script for a tutorial on clean code in Python."
|
||||
- "Draft a retention-optimized YouTube script on how to build a SaaS in 2026."
|
||||
+1
-1
@@ -34,7 +34,7 @@
|
||||
<div class="key-note">
|
||||
🔒 Your key is stored only in this browser and sent directly to api.anthropic.com — never to us.
|
||||
Get one at <a href="https://console.anthropic.com/settings/keys" target="_blank" rel="noopener">console.anthropic.com</a>.
|
||||
· 📚 <a href="catalog.html">Browse the full skill catalog</a>
|
||||
· 📚 <a href="catalog.html">Catalog</a> · 🏆 <a href="leaderboard.html">Leaderboard</a>
|
||||
</div>
|
||||
|
||||
<div class="controls" id="controls">
|
||||
|
||||
+1
-1
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user