Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/walidboulanouar/Ay-Skillsnpx agentmods add skills/walidboulanouar/ay-skills/notebooklmWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/walidboulanouar/ay-skills/notebooklm)<a href="https://agentmods.dev/skills/walidboulanouar/ay-skills/notebooklm"><img src="https://agentmods.dev/badge/skills/walidboulanouar/ay-skills/notebooklm/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/walidboulanouar/ay-skills/notebooklm"><img src="https://agentmods.dev/badge/skills/walidboulanouar/ay-skills/notebooklm.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00049 | $0.01059 |
| Opus 5.5 | $0.00020 | $0.00424 |
| Sonnet 5.5 | $0.00010 | $0.00212 |
| Haiku 4.5 | $0.00005 | $0.00106 |
Grade A, and why
notebooklm scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 146 lines — stays where its author put it; the contents beside it link to each section on GitHub.
NotebookLM Research Assistant Skill
Interact with Google NotebookLM to query documentation with Gemini's source-grounded answers. Each question opens a fresh browser session, retrieves the answer exclusively from your uploaded documents, and closes.
Source: https://github.com/PleasePrompto/notebooklm-skill
Install
git clone https://github.com/PleasePrompto/notebooklm-skill ~/.claude/skills/notebooklm
The run.py wrapper auto-creates .venv, installs dependencies, and sets up Chromium on first run.
When to Use This Skill
Trigger when user:
- Mentions NotebookLM explicitly
- Shares NotebookLM URL (
https://notebooklm.google.com/notebook/...) - Asks to query their notebooks/documentation
- Wants to add documentation to NotebookLM library
- Uses phrases like "ask my NotebookLM", "check my docs", "query my notebook"
CRITICAL: Always Use run.py Wrapper
NEVER call scripts directly. ALWAYS use python scripts/run.py [script]:
# CORRECT
python scripts/run.py auth_manager.py status
python scripts/run.py notebook_manager.py list
python scripts/run.py ask_question.py --question "..."
# WRONG — fails without venv
python scripts/auth_manager.py status
Core Workflow
Step 1: Check Authentication
python scripts/run.py auth_manager.py status
Step 2: Authenticate (One-Time Setup)
# Browser MUST be visible for manual Google login
python scripts/run.py auth_manager.py setup
Tell user: "A browser window will open for Google login."
Step 3: Manage Notebook Library
# List all notebooks
python scripts/run.py notebook_manager.py list
# Add notebook — ALL parameters required
python scripts/run.py notebook_manager.py add \
--url "https://notebooklm.google.com/notebook/..." \
--name "Descriptive Name" \
--description "What this notebook contains" \
--topics "topic1,topic2,topic3"
# Smart Add (discover content first, then add)
python scripts/run.py ask_question.py --question "What topics are covered in this notebook?" --notebook-url "[URL]"
# Search, activate, remove
python scripts/run.py notebook_manager.py search --query "keyword"
python scripts/run.py notebook_manager.py activate --id notebook-id
python scripts/run.py notebook_manager.py remove --id notebook-id
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 146 lines · 49 tokens per session scan A 13a3b77df7c6
notebooklm is a skill published in the GitHub repository walidboulanouar/Ay-Skills (93 stars, last pushed 1mo ago), licensed MIT. It adds 49 tokens to every session and 1,059 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
notebooklm compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| notebooklmwalidboulanouar/Ay-Skills | Skill | 93 | 1mo ago | MIT | A | 49 | Claude Code, Codex |
| chief-data-officer-advisoralirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 61 | Claude Code |
| contract-and-proposal-writeralirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 47 | Claude Code |
| vpe-advisoralirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 60 | Claude Code |
| general-counsel-advisoralirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 68 | Claude Code |
| strategic-alignmentalirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 38 | Claude Code |
| board-meetingalirezarezvani/claude-skills | Skill | 29k | yesterday | MIT | A | 49 | Claude Code |