tools-update-cron: sync 2026-08-16 — 16 skill(s) updated
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---
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name: youtube-knowledge-ingestion
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description: "Use when user drops a YouTube link. Transcript→brain→NAS."
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version: 1.0.0
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platforms: [linux]
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---
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# YouTube Knowledge Ingestion Pipeline
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## When to use
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User drops a YouTube link for AI/ML video content (ComfyUI workflows, LTX, MiniMax,
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Krea, model tutorials, prompting guides). Run the full three-step pipeline — never skip
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any step.
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## Pipeline (always all three steps)
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### 1. Transcript
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Load the `youtube-content` skill and fetch:
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```bash
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uv run python3 <SKILL_DIR>/scripts/fetch_transcript.py "URL" --text-only --timestamps
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```
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If `youtube-transcript-api` is missing, install with `pip3 install --user youtube-transcript-api`.
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### 2. Brain Injection (MANDATORY)
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Load the `ai-brain-kb` skill. Always dedup-first, then ingest:
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```bash
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# Dedup check
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python3 /home/n8n/bin/ai_brain_kb.py search --query "<key topic>" --limit 5
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# Ingest — use --type workflow for tutorials
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python3 /home/n8n/bin/ai_brain_kb.py add \
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--type workflow \
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--title "Descriptive Title — Key Topics" \
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--stage <t2v|i2v|upscale|...> \
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--tool <ltx-video|minimax-h3|krea2|...> \
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--host 10.0.0.202 \
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--trust community \
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--importance 0.7-0.85 \
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--tags "comma,separated,keywords,creator-name" \
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--url "https://www.youtube.com/watch?v=VIDEO_ID" \
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--content "..." \
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--json
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# Verify BM25 leg
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python3 /home/n8n/bin/ai_brain_kb.py search --query "<distinctive phrase>" \
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--mode bm25 --doc-id <doc_id>
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```
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**Content format**: Dense, factual technical summary. Use CAPITALIZED section headers.
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Include specific settings, model names, thresholds, commands, and failure modes.
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This is a technical reference, not a blog post.
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**MANDATORY: workflow links in the brain content.** Every brain entry must include a
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`## WORKFLOW LINKS` section listing the DOWNLOADED workflow files on NAS (TrueNAS
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10.0.0.117, proxmoxBackup/ai_vid_stock_material/workflows/, exact filenames + the
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smbclient get command), the source repo URL, and the video URL. The NAS copies are
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the primary links — the user wants links to the downloaded workflows, not upstream
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URLs. If the description links elsewhere (Patreon etc.) and is unreachable, say so
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in the content. Append as a separate chunk via `--doc-id` if the main content was
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already ingested.
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**Tag strategy**: model name, tool name, creator name, key techniques. Tags are
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exact-match keyword indexes.
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### 3. NAS Workflow Download
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If the video description contains workflow links (GitHub repos, direct JSON files),
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extract the description with `yt-dlp --print description "URL"`, clone the repos,
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and copy workflow JSONs to the NAS:
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```bash
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# Clone
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cd /tmp && rm -rf <repo> 2>/dev/null
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git clone --depth 1 <repo-url>
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# Find workflows
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find /tmp/<repo> -name "*.json"
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# Copy to NAS with creator prefix for disambiguation
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smbclient -N //10.0.0.117/proxmoxBackup \
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-c 'cd ai_vid_stock_material/workflows; put "<local>" "<creator>-<descriptive>.json"'
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```
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**Naming convention**: `<creator>-<model>-<workflow-type>.json`
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Examples: `amao2001-ltx2.5-video_ltx2_5_t2v1.json`, `vionex-krea2-film-studio-v01.json`
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**Target**: `proxmoxBackup/ai_vid_stock_material/workflows/` on TrueNAS (10.0.0.117).
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## Pitfalls
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- **Never skip the brain injection step.** The user's memory directive explicitly
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requires both transcript AND brain injection for every YouTube link.
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- **Never skip the BM25 verification.** A write that can't be found via BM25 is
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effectively invisible — the `ai_brain_kb.py` helper is the only interface that
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produces searchable points.
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- **Don't overwrite existing NAS workflows.** Use creator prefixes to avoid collisions
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with workflows already in the directory.
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- **The `youtube-content` and `ai-brain-kb` skills are protected** — load them for
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reference but don't attempt to patch them. This skill is the integration layer
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between them.
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