Goal
SkillSearchSync high-value dev knowledge (skills, decisions, lessons) into Google NotebookLM for cloud recall, podcasts, and flashcards. Pairs with Dockit/deep-search. Use for NotebookLM, nlm, knowledge base, skill sync, or cross-machine AI memory.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Goal skill
What this skill tells your AI
The instructions your AI receives, as published by tody-agent/codymaster in skills/cm-notebooklm/SKILL.md and read by ahel’s review.
Cloud brain / soul cho AI — lưu trữ kiến thức giá trị nhất, đồng bộ qua
nhiều máy tính. brain.md = compiled source of truth, upload 1 lần thay vì 50.
How It Works
Skills + Lessons + Experiences
↓ compile
~/.codymaster/brain.md (local file = backup)
↓ upload (1 API call)
NotebookLM (cloud = cross-machine sync)
All automation via scripts/brain-sync.sh — AI chỉ cần gọi script.
Instructions
The Dual-Brain Architecture
CodyMaster uses a Dual-Brain approach to scale memory across multiple projects without context collapse:
- Master Brain (
codymaster): Global brain storing Meta-Learnings, proven Architecture Decisions, and universal patterns. Evolved via the "Rule of 3" (knowledge graduation). - Project Brain (Isolated): Optional local brain created per project to hold internal PRDs, APIs, and local code context from
./docs.
| Level | Goal | Query Command |
|---|---|---|
| Master | Tìm pattern chung | nlm notebook query codymaster "..." |
| Project | Tìm context domain | nlm notebook query $(cat .cm/notebook_id) "..." |
🤖 AI Rule: Tự đưa quyết định khi hỏi: Hỏi
codymastercho các giải pháp mang tính hệ thống chung. Hỏi qua.cm/notebook_idcho các business logic đặc thù dự án đang làm.
Master Brain Setup (Global)
# 1. Install CLI
uv tool install notebooklm-mcp-cli
# 2. Setup Master Brain
bash ~/.gemini/antigravity/skills/cm-notebooklm/scripts/brain-sync.sh init
Project Brain Setup (Local - Optional)
Nếu dự án đủ lớn và nhiều doc:
# Tạo Project Brain riêng cho thư mục hiện tại
bash ~/.gemini/antigravity/skills/cm-notebooklm/scripts/brain-sync.sh init-project
Daily Usage
SCRIPT=~/.gemini/antigravity/skills/cm-notebooklm/scripts/brain-sync.sh
# Add a lesson learned
bash $SCRIPT lesson "Tên bài học"
# → Edit ~/.codymaster/lessons.md → fill in details
# Add coding experience
bash $SCRIPT experience "Tên pattern"
# → Edit ~/.codymaster/experiences.md → fill in details
# Sync to Master Brain (Thêm rule of 3)
bash $SCRIPT sync
# Sync to Project Brain (Up tài liệu local docs/)
bash $SCRIPT sync-project
# Check status
bash $SCRIPT status
# Query
nlm notebook query codymaster "your question"
Auto-Sync Triggers
AI detect và hỏi user (không tự động):
| Trigger | Prompt |
|---|---|
| Skill mới tạo | "Sync skill mới vào brain?" → bash $SCRIPT sync |
| Bug fixed / post-mortem | "Lưu bài học?" → bash $SCRIPT lesson "..." |
| Architecture changed | "Update brain?" → bash $SCRIPT sync |
| User nói "sync/update" | → bash $SCRIPT sync |
Cross-Machine (Máy Mới)
uv tool install notebooklm-mcp-cli
nlm login
nlm notebook list # CodyMaster Brain already there
nlm alias set codymaster <id>
# Done! Query ngay: nlm notebook query codymaster "..."
Content Generation
nlm audio create codymaster --format deep_dive --confirm # Podcast
nlm report create codymaster --format "Study Guide" --confirm
nlm flashcards create codymaster --difficulty medium --confirm
nlm studio status codymaster
What Gets Indexed
✅ HIGH-VALUE (auto-compiled into brain.md):
├── Skill Index (names + descriptions — NOT full SKILL.md)
├── Lessons Learned (~/.codymaster/lessons.md)
├── Coding Experiences (~/.codymaster/experiences.md)
└── AGENTS.md (project identity)
❌ NOT INDEXED (use qmd/cm-deep-search instead):
├── Full SKILL.md files (too many, hard to maintain)
├── Source code, tests, configs
└── Duplicated content
Memory Architecture
Session → variables → temporary
Working → CONTINUITY.md → ~500 words/turn
Local → qmd → BM25+vector, offline, stable
Cloud → NotebookLM → AI brain, cross-machine, podcast
Integration
| Skill | Role |
|---|---|
cm-deep-search | Local search complement (code) |
cm-dockit | Generate docs → select high-value → feed to brain |
cm-continuity | Session memory, brain = long-term |
skill-creator-ultra | TRIGGER: new skill → prompt sync |
cm-debugging | TRIGGER: bug fixed → prompt lesson |
Constraints
- 🔌
nlmCLI = third-party (jacob-bd). May break. Fallback: cm-deep-search. - 🧠 Selective only — quality > quantity. Don't dump everything.
- 🔐 NO secrets in NotebookLM — cloud service.
- ❌ NO delete without user confirmation.
- 🤖 NO
nlm chat start— usenlm notebook queryonly. - 🔄 Auto-sync = ask first, never silent upload.
Signals
- GitHub stars
- 52
- Forks
- 23
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
cm-notebooklm- Source
- github.com/tody-agent/codymaster