Claude Code skill: end-to-end YouTube production pipeline run by a persistent per-channel agent team (researcher + uploader long-lived, topic-runner
Claude Code skill: end-to-end YouTube production pipeline run by a persistent per-channel agent team (researcher + uploader long-lived, topic-runner ad-hoc, cap 3 concurrent), with intra-topic fan-out, per-step checkpoint resume, and. Exposed over MCP by the maagpi youtube workflow skill mcp server, that capability becomes something an assistant can invoke while it works, not something you go and do afterwards.
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.
Everything the assistant can do here goes through one of these:
Trigger — ** /youtube-content-workflowState — ** local JSON cache (per-channel + per-run) + Notion (canonical)Transcription — dedicated MCP, NotebookLM studio_status transcript field, or local whisper (auto-detected, in that order)youtube-content — workflow** (~/.claude/skills/youtube-content-workflow/SKILL.md) - End-to-end YouTube production pipeline. Trigger: /youtube-content-workflowAnti — hallucination by construction.** Tool-sourced facts only, per-step output verification, language preservation. Never invents topics, calendarReference — SUCCESS framework — Heath brothers, Made to StickPhase — What it doesManual — Then append the registration block to ~/.claude/CLAUDE.md so the slash command dispatches:youtube-content-workflow on npm is all you need. Most clients run it directly, so configuration is a few lines and a restart.
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 ·
This sits in the planning and project tracking group, where several servers overlap in what they claim to do but differ sharply once you actually set them up. Maagpi Youtube Workflow Skill's toolset — Trigger, State, Transcription and 5 more — is a fair guide to whether it matches your workflow. It is maintained by vamsi-kodimela; worth a glance at recent repository activity before you build anything load-bearing on it.
We check each listing at SyncDev against the project's documentation before it goes live — if something here drifts out of date, it is a bug worth reporting.
| Tool | What it does |
|---|---|
| Trigger | ** /youtube-content-workflow |
| State | ** local JSON cache (per-channel + per-run) + Notion (canonical) |
| Transcription | dedicated MCP, NotebookLM studio_status transcript field, or local whisper (auto-detected, in that order) |
| youtube-content | workflow** (~/.claude/skills/youtube-content-workflow/SKILL.md) - End-to-end YouTube production pipeline. Trigger: /youtube-content-workflow |
| Anti | hallucination by construction.** Tool-sourced facts only, per-step output verification, language preservation. Never invents topics, calendar entries, or transcripts. |
| Reference | SUCCESS framework — Heath brothers, *Made to Stick* |
| Phase | What it does |
| Manual | Then append the registration block to ~/.claude/CLAUDE.md so the slash command dispatches: |
{
"mcpServers": {
"maagpi-youtube-workflow-skill": {
"command": "npx",
"args": ["-y", "youtube-content-workflow"]
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
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 ·
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