ML Adoption Playbook
affaan-m/ECC
End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases.
動画分析結果からタイプ別Playbookに知見を蓄積・活用するスキル. An agent skill from minicoohei/ai-agent-camp.
No licenceAuto-check passed
Install Video Playbook
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install minicoohei/ai-agent-camp video-playbook --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/video-playbook .claude/skills/video-playbook && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .claude/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbookType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install minicoohei/ai-agent-camp video-playbook --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/video-playbook .agents/skills/video-playbook && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .agents/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install minicoohei/ai-agent-camp video-playbook --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/video-playbook .cursor/skills/video-playbook && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .cursor/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/minicoohei/ai-agent-camp.git --path skills/video-playbook--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install minicoohei/ai-agent-camp video-playbook --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/video-playbook .gemini/skills/video-playbook && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .gemini/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install minicoohei/ai-agent-camp video-playbookInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/video-playbook .github/skills/video-playbook && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .github/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add minicoohei/ai-agent-camp --skill video-playbook -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install minicoohei/ai-agent-camp video-playbook --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/minicoohei/ai-agent-camp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/video-playbook .opencode/skills/video-playbook && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "video-playbook" agent skill from https://github.com/minicoohei/ai-agent-camp/tree/main/skills/video-playbook into .opencode/skills/video-playbook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "video-playbook", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
video-playbook- GitHub stars
- 347
- Token cost
- ~504 tokens
- SKILL.md length
- 51 words
- Files
- 6 (incl. scripts)
- Skills in repo
- 37
- Repo updated
- First seen
- Licence
- None found
At a glance
動画分析結果からタイプ別Playbookに知見を蓄積・活用するスキル. An agent skill from minicoohei/ai-agent-camp.
- Works in 4 steps: show TYPE で対象タイプの知見を確認 → export TYPE でMarkdownサマリーを生成 → サマリーをLLMプロンプトに含めて台本・構成案を生成 → …
- SKILL.md covers 動画タイプ（7種類）, クイックスタート, ワークフロー and Playbook蓄積の仕組み, plus 2 more sections
- Runs Python scripts from its folder; calls python
What it does
Video Playbook is an agent skill from minicoohei/ai-agent-camp. 動画分析結果からタイプ別Playbookに知見を蓄積・活用するスキル。 video-analyzerの出力template.jsonを入力として使う。 「Playbook更新」「動画タイプ別知見」「Playbook確認」等で発動。
Its SKILL.md is about 500 tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts (for example `SKILL.en.md`, `SKILL.es.md` and `agents/openai.yaml`).
The repository describes itself as: AI Agent Camp — non-engineer-friendly AI agent training curriculum. Lessons, skills, commands, and hooks for Claude Code, Cursor, and Codex.
Example prompts
- “/video-playbook”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- show TYPE で対象タイプの知見を確認
- export TYPE でMarkdownサマリーを生成
- サマリーをLLMプロンプトに含めて台本・構成案を生成
- storyboard-generatorにPlaybook知見を反映
What it can do on your machine
Read from SKILL.md and the folder at commit 048ba4c. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Video Playbook loads about 504 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 51 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 51 words (~504 tokens).
- name
- video-playbook
- triggers
- Playbook更新, 動画タイプ別の知見, Playbookを確認, 動画の制作ガイドライン, 分析結果を蓄積, video-playbook
Files
SKILL.md and 5 other files (scripts) in skills/video-playbook of minicoohei/ai-agent-camp.
- SKILL.md
- SKILL.en.md
- SKILL.es.md
- agents/openai.yaml
- playbooks/teaching.json
- scripts/manage_playbook.py
Open the folder on GitHubat commit 048ba4c
Compare with similar skills
Video Playbook next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Video Playbook this skillminicoohei/ai-agent-camp | 347 | — | ~504 | Automated safety check: Pass | None | |
| ML Adoption Playbookaffaan-m/ECC | 277k | 1 repos | ~975 | Automated safety check: Pass | MIT | |
| Onboarding Playbooksickn33/agentic-awesome-skills | 47k | 1 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Implementing Soar Playbook With Palo Alto Xsoarmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Building Soc Playbook For Ransomwaremukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Implementing Soar Playbook For Phishingmukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 |
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Building Incident Response Playbook
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Questions about Video Playbook
What does Video Playbook do?
動画分析結果からタイプ別Playbookに知見を蓄積・活用するスキル. An agent skill from minicoohei/ai-agent-camp. Video Playbook is an agent skill from minicoohei/ai-agent-camp.
How do I install Video Playbook in Claude Code?
Run `npx skills add minicoohei/ai-agent-camp --skill video-playbook -a claude-code`. Or copy the skill folder (skills/video-playbook in minicoohei/ai-agent-camp) into .claude/skills/video-playbook in your project. Claude Code loads it when a task matches its description.
How do I install Video Playbook in Codex?
Run `npx skills add minicoohei/ai-agent-camp --skill video-playbook -a codex`. Or copy the skill folder (skills/video-playbook in minicoohei/ai-agent-camp) into .agents/skills/video-playbook in your project. Codex loads it when a task matches its description.
Can I use Video Playbook in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add minicoohei/ai-agent-camp --skill video-playbook -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/video-playbook, .gemini/skills/video-playbook, .github/skills/video-playbook and .opencode/skills/video-playbook in your project.
What does Video Playbook need to run?
Going by SKILL.md and its folder, Video Playbook needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Video Playbook access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Video Playbook safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Video Playbook use?
No licence was found for Video Playbook or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Video Playbook use?
About 504 tokens (SKILL.md is roughly 2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Video Playbook?
Skills that share tags, products or a category with Video Playbook: ML Adoption Playbook (affaan-m/ECC, 277k stars), Onboarding Playbook (sickn33/agentic-awesome-skills, 47k stars), Implementing Soar Playbook With Palo Alto Xsoar (mukul975/Anthropic-Cybersecurity-Skills, 34k stars) and Building Soc Playbook For Ransomware (mukul975/Anthropic-Cybersecurity-Skills, 34k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Video Playbook?
minicoohei (a GitHub user) maintains it in minicoohei/ai-agent-camp, which has 347 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on October 7, 2026.
Source: minicoohei/ai-agent-camp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.