excrtx-integrate-nlmroute

Route knowledge learning tasks through NotebookLM CLI with curated source ingestion and research fallback.

1|Updated May 26, 2026
One-click install
npx skills add https://github.com/elderbernardi/exocortex.saas --skill excrtx-integrate-nlmroute-elderbernardi
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: excrtx-integrate-nlmroute
Source: https://github.com/elderbernardi/exocortex.saas/tree/main/skills/excrtx-integrate-nlmroute
Command: npx skills add https://github.com/elderbernardi/exocortex.saas --skill excrtx-integrate-nlmroute-elderbernardi

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires notebooklm-mcp-cli, and includes references (resource) components.

What problem does it solve? When an executive needs to learn or synthesize a topic, ad-hoc web searches produce inconsistent, low-quality results. This Skill standardizes how agents use NotebookLM as a knowledge engine: it enforces a CLI-first routing policy, curates authoritative sources when none are provided, and falls back to deep research or web search when documentary gaps appear. ## Core Features & Use Cases - CLI-first routing with MCP fallback: Prefers the nlm CLI (version >= 0.7.0) and uses notebooklm-mcp only when the CLI route is unavailable, with explicit authentication validation via nlm login --check. - Automatic source curation: When no sources are provided, collects the top 10 sources ranked by authority, recency, coverage, diversity, and traceability, rejecting SEO spam and duplicates. - Gap-driven deep research: Detects documentary gaps after the main query and triggers deep research or web search, then re-queries the notebook. - Use Case: Ask to learn about 'AI regulation in the European Union' — the agent validates the runtime, creates or resolves a notebook, ingests the 10 best sources, synthesizes an answer, and delivers the summary with a transparent source list. ## Quick Start Use NotebookLM to research and synthesize the best current sources on EU AI regulation, listing every source you used.

Frequently Asked Questions about excrtx-integrate-nlmroute

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I use NotebookLM to research a topic with curated sources?▼

Validate the nlm CLI and authentication, resolve or create a thematic notebook, then ingest sources. If none are provided, collect the top 10 ranked by authority, recency, coverage, and diversity before running the main query.

Should I use the NotebookLM CLI or the MCP server?▼

Use the nlm CLI as the default route because it is more reliable for knowledge operations. The notebooklm-mcp server is a fallback only, used when the CLI route is not viable.

Why does NotebookLM authentication fail even though the MCP test passes?▼

The hermes mcp test only validates stdio transport and tool discovery, not authenticated operation. Always confirm with nlm login --check, and if it returns HTTP 400, reload tokens, re-run login, then upgrade the client.

What NotebookLM CLI version is required for this workflow?▼

Version 0.7.0 or higher is required because earlier versions have a broken authentication protocol. Check with nlm --version and upgrade via uv tool upgrade notebooklm-mcp-cli if needed.

What happens when NotebookLM has no sources for my topic?▼

The policy collects the 10 best sources ranked by authority, recency, coverage, diversity, and traceability before querying. If a documentary gap remains after the main query, deep research or web search is triggered and results are added before re-querying.

When should I not use this NotebookLM routing policy?▼

Avoid it for simple web searches without knowledge synthesis, local file management, or direct notebook administration commands. Those cases belong to memory management or NLM operations skills instead.