Maagpi Youtube Workflow Skill
Automate end-to-end youtube production pipeline for face less channels
YouTube Content Workflow Skill
YouTube Content Workflow is a Claude Code skill that turns a Notion content calendar into scheduled YouTube videos end-to-end: pick a channel, generate SUCCESS-framework titles, run NotebookLM deep research, generate an Explainer video in the channel's language, transcribe it, draft the description, build the thumbnail (preferring Nano Banana Pro), generate tags, and schedule upload — never public.
This repository is the source for the skill. After install it lives at ~/.claude/skills/youtube-content-workflow/ and is invoked via the /youtube-content-workflow slash command.
Getting started
The fastest path from zero to a scheduled upload:
- Install Claude Code and sign in.
- Wire up the MCPs listed under Prerequisites — Notion, NotebookLM, YouTube, an image-gen MCP (Nano Banana Pro preferred), and a transcription source. Phase 0 of the skill probes each one and halts with the missing-tool name if any are absent.
- Set up the Notion databases described in
schemas/notion-databases.md(YouTube Channels+Content Calendar) and add at least one upcoming topic with aPublish Date. - Install the skill:
Re-run after pulling updates — it's idempotent.npx youtube-content-workflow install - Run it from Claude Code:
Pick the channel, approve titles, review the generated assets, choose/youtube-content-workflowprivateorunlisted, and the skill schedules the uploads.
See the Phase Reference for what happens at each step and the Example for a full annotated run.
Skill
- Trigger:
/youtube-content-workflow - Install path:
~/.claude/skills/youtube-content-workflow/ - State: local JSON cache (per-channel + per-run) + Notion (canonical)
- Full docs: see
SKILL.mdfor the complete phase-by-phase contract
Prerequisites
The skill orchestrates external MCPs at runtime. Install these in your Claude environment before first use — Phase 0 of the skill probes each one and halts with the exact missing-tool name if any are absent.
- Notion MCP — read the content calendar, write per-channel context
- NotebookLM MCP —
notebook_create,research_start(deep mode),studio_create,download_artifact· install: https://mcpservers.org/servers/roomi-fields/notebooklm-mcp - YouTube MCP — list user's channels, fetch recent video titles, schedule uploads with privacy
private/unlisted· install: https://github.com/vamsi-kodimela/maagpi-youtube-mcp - Image generation MCP — Nano Banana Pro preferred; falls back to other Gemini/Imagen tools at runtime · install: https://github.com/vamsi-kodimela/maagpi-images-mcp
- Transcription — dedicated MCP, NotebookLM
studio_statustranscript field, or localwhisper(auto-detected, in that order)
Don't have these MCPs yet? The links above point to ready-to-install servers. Phase 0.1 prints them in the halt message if anything is missing.
Never publish public. The skill enforces
privacy != publicwith a pre-flight assertion before every upload call. There is no opt-out.
Quick Install
npx (recommended — no clone)
npx youtube-content-workflow install
If the package isn't on npm yet, install straight from GitHub:
npx github:vamsi-kodimela/maagpi-youtube-workflow-skill install
Subcommands:
npx youtube-content-workflow install # idempotent; safe to re-run
npx youtube-content-workflow uninstall # KEEPS state/
npx youtube-content-workflow uninstall --purge # also delete state/ (irreversible)
npx youtube-content-workflow uninstall --yes # skip confirmation
npx youtube-content-workflow --help
Requires Node ≥ 18. The CLI is cross-platform (macOS, Linux, Windows) and does the same work as the shell installers below.
macOS / Linux (clone + shell)
git clone https://github.com/vamsi-kodimela/maagpi-youtube-workflow-skill.git
cd maagpi-youtube-workflow-skill
chmod +x install.sh
./install.sh
Windows (PowerShell, clone)
git clone https://github.com/vamsi-kodimela/maagpi-youtube-workflow-skill.git
cd maagpi-youtube-workflow-skill
Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass -Force
./install.ps1
Windows (Git Bash / WSL, clone)
cd maagpi-youtube-workflow-skill
./install.sh
Manual
mkdir -p ~/.claude/skills/youtube-content-workflow/{schemas,state/channels,state/runs}
cp SKILL.md ~/.claude/skills/youtube-content-workflow/
cp schemas/* ~/.claude/skills/youtube-content-workflow/schemas/
Then append the registration block to ~/.claude/CLAUDE.md so the slash command dispatches:
# youtube-content-workflow
- **youtube-content-workflow** (`~/.claude/skills/youtube-content-workflow/SKILL.md`) - End-to-end YouTube production pipeline. Trigger: `/youtube-content-workflow`
When the user types `/youtube-content-workflow`, invoke the Skill tool with `skill: "youtube-content-workflow"` before doing anything else.
All installers are idempotent — re-run after editing SKILL.md to push the new copy.
Phase Reference
The skill runs five phases. Phases 2 and 3 fan out as parallel Agent subagents (one per topic). User gates batch sequentially.
| Phase | What it does | MCPs called |
|---|---|---|
0. Channel + context | Probe MCPs. Pick channel. Load (cache → Notion) or capture (first-time) tone, audience, language, calendar DB. | YouTube, Notion |
1. Calendar read | Query Notion content calendar for topics whose Publish Date falls in your chosen range. | Notion |
2. Title gen | Per topic: 5 SEO + SUCCESS-framework titles (Heath, Made to Stick). User picks one. | (LLM only) |
3. Heavy pipeline | Per topic: notebook → deep research → Explainer video → download → transcribe → description → thumbnail spec → image gen → tags → save. | NotebookLM, image gen, transcription |
4. Review | Show every topic's assets + thumbnail. Approve / regen / skip. Pick privacy: private (default) or unlisted. | (UI gate) |
5. Upload | Pre-flight assert (privacy != public, files exist, date in future). Schedule upload. Update Notion. | YouTube, Notion |
Example
A typical run for three topics in the next 7 days:
> /youtube-content-workflow
[Phase 0] channel = Main Channel (UCxxxxxxxx) — cache hit
[Phase 1] 3 topics found in date range 2026-04-30..2026-05-07
[Phase 2] spawned 3 parallel title gens
topic 1: 5 candidates → user picked #2
topic 2: 5 candidates → user picked #4
topic 3: 5 candidates → user picked #1
[Phase 3] spawned 3 parallel pipelines
topic 1: notebook ✓ deep research (8m 12s) ✓ video (3m 4s) ✓
transcript ✓ description ✓ thumbnail ✓ tags ✓
topic 2: ...
topic 3: ...
[Phase 4] review topic 1: approved
review topic 2: regen thumbnail → approved
review topic 3: approved
privacy: private
[Phase 5] pre-flight pass · uploaded 3 · all scheduled as private
✅ run complete: ~/.claude/skills/youtube-content-workflow/state/runs/run-2026-04-30-a1b2c3/
State Layout
~/.claude/skills/youtube-content-workflow/
├── SKILL.md
├── schemas/
└── state/
├── channels/
│ └── UCxxxxxxxx.json # cached channel metadata (mirrors Notion)
└── runs/
└── run-2026-04-30-a1b2c3/
└── <topic_slug>/
├── metadata.json
├── video.mp4
├── thumbnail.png
├── transcript.txt
├── description.txt
├── tags.json
└── titles.json
Channel state is canonical in Notion and locally cached for speed. See schemas/notion-databases.md for the required Notion schema (YouTube Channels + Content Calendar).
Update / Re-deploy
Edit SKILL.md in this repo, then re-run any installer (npx youtube-content-workflow install, ./install.sh, or ./install.ps1). The installers overwrite the deployed copy and skip the CLAUDE.md append if the registration block is already present.
Uninstall
npx
npx youtube-content-workflow uninstall # KEEPS state/
npx youtube-content-workflow uninstall --purge # also delete state/ (irreversible)
npx youtube-content-workflow uninstall --yes # skip confirmation
macOS / Linux / Git Bash / WSL (clone)
./uninstall.sh # remove SKILL.md + schemas + CLAUDE.md block; KEEP state/
./uninstall.sh --purge # also delete state/ (irreversible)
./uninstall.sh --yes # skip confirmation
Windows (PowerShell, clone)
./uninstall.ps1 # preserves state/
./uninstall.ps1 -Purge # also delete state/
./uninstall.ps1 -Yes # skip confirmation
Why this skill 🎯
- Anti-hallucination by construction. Tool-sourced facts only, per-step output verification, language preservation. Never invents topics, calendar entries, or transcripts.
- Parallel by default. Title gen and the heavy per-topic pipeline both fan out as subagent teams; user gates (title pick, review, privacy) batch sequentially.
- Never public. Default privacy is
private.unlistedrequires explicit opt-in. A pre-flight assertion enforces this before every upload call.
Links
- Skill body:
SKILL.md - Notion DB schemas:
schemas/notion-databases.md - Channel cache schema:
schemas/channel-state.example.json - Reference: SUCCESS framework — Heath brothers, Made to Stick
Relationship to existing skills
The legacy youtube-content-creator and youtube-notebooklm skills at ~/.claude/skills/ are left intact. This skill is a unified, MCP-first replacement. To retire the old ones, delete their directories and remove their CLAUDE.md entries manually — neither installer touches them.
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