| name | youtube-brain |
| description | Scaffold and operate YouTube Brain, a source-cited Obsidian brain for YouTube creator growth and strategy: the recommendation system and discovery, audience retention and average view duration, packaging (titles, thumbnails, click-through rate), Shorts versus long-form, publishing cadence, monetization (YouTube Partner Program and RPM), analytics interpretation, and community.. Use when the user says "youtube-brain", "YouTube Brain", "create a YouTube creator growth and strategy: the recommendation system and discovery, audience retention and average view duration, packaging (titles, thumbnails, click-through rate), Shorts versus long-form, publishing cadence, monetization (YouTube Partner Program and RPM), analytics interpretation, and community. brain", "import sources", "synthesize plan", "render report", or wants a persistent vault-backed operating system for YouTube creator growth and strategy: the recommendation system and discovery, audience retention and average view duration, packaging (titles, thumbnails, click-through rate), Shorts versus long-form, publishing cadence, monetization (YouTube Partner Program and RPM), analytics interpretation, and community..
|
| argument-hint | new | ingest | synthesize | report | visuals | lint | next |
| license | Apache-2.0 |
YouTube Brain
Operate the vault first. Read CODEX.md, wiki/hot.md, and wiki/index.md
before changing notes.
Commands
/youtube-brain new <client-slug> --owner <name>
/youtube-brain ingest --vault <path> --file <source>
/youtube-brain synthesize --vault <path>
/youtube-brain report --vault <path>
/youtube-brain visuals --vault <path>
/youtube-brain lint --vault <path>
/youtube-brain next --vault <path>
Source checkout equivalent:
youtube-brain new <client-slug> --owner <name>
youtube-brain ingest --vault <path> --file <source>
youtube-brain synthesize --vault <path>
youtube-brain report --vault <path> --html-only
Required Operating Rules
- Read
<vault>/CODEX.md.
- Read
<vault>/wiki/hot.md.
- Read
<vault>/wiki/index.md.
- Preserve
.raw/ as immutable source material.
- Never store credentials in the vault.
- Never make domain-specific claims without dated trustworthy sources.
- Keep
hot, index, overview, and log current.
- Record research evidence in
references/source-ledger.json.
- Record domain adapter completion in
references/adapter-manifest.json.
Script Mapping
new -> python scripts/scaffold_vault.pyingest -> python scripts/ingest_source.pysynthesize -> python scripts/synthesize_brain.pyreport -> python scripts/render_brain_report.pyvisuals -> python scripts/generate_vault_visuals.pylint -> python scripts/lint_vault.pynext -> python scripts/guide_next_action.py
Quality Gates
- No growth, revenue, or monetization claim without a current official or primary source
- No credentials, OAuth tokens, cookies, earnings, or private audience data in repo artifacts
- No sub4sub, bot engagement, engagement bait, or platform-policy-violating tactics
- No account mutation or upload automation without explicit owner approval and an audit trail
- No irreversible recommendation without owner, confidence, source, and rollback note
Do not call this brain market-ready unless scripts/audit_brain.py --require market-ready passes. A scaffold is not a finished brain.
Research Refresh
monthly for YouTube Creators and Help Center guides plus YouTube Studio analytics references; on-changelog for recommendation and monetization policy changes; quarterly for practitioner benchmarks (vidIQ, TubeBuddy)
Community
Built and maintained inside the AI Marketing Hub Pro community. Join, ask questions, and get the latest YouTube creator-growth playbooks at https://www.skool.com/ai-marketing-hub-pro
