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79
/100
B ◉ Complete 55

NotebookLM MCP Server

Enables interaction with Google's NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Drive, perform AI-powered research and analysis, and generate audio overviews, videos, infographics, and slide decks from research content.

Media & Content by set2374 ★ 6 Last commit: 3 months ago
YouTube
MCP Surface Tools: 32
Schema Drift
Complete visibility — 5/5 applicable dimensions scored
✓ Schema Quality ✓ Protocol — Reliability ✓ Docs & Maintenance ✓ Security Hygiene ✓ Schema Interpretability
Schema Quality
72
42% weight
Protocol Compliance
N/A
Local server
Reliability
N/A
Local server
Docs & Maintenance
46
25% weight
Security Hygiene
90
33% weight
Schema Interpretability
99
15% weight
30-Day Trend

Score History

Category Trends

Static Analysis

Metric Score Rating
Schema Completeness 60 Fair
Description Quality 90 Good
Documentation Coverage 47 Fair
Maintenance Pulse 43 Fair
Dependency Health 30 Poor
License Clarity 100 Good
Version Hygiene Poor
Analyzed 4 weeks, 1 day ago

Protocol Compliance

32
Tools Found
5ms
Tools/List
Fail
Schema Valid
100/100
Error Handling
100/100
Fuzz Score
Schema Issues (106)
notebook_list.max_results: missing description
notebook_create.title: missing description
notebook_get.notebook_id: missing description
notebook_describe.notebook_id: missing description
source_describe.source_id: missing description
source_get_content.source_id: missing description
notebook_add_url.notebook_id: missing description
notebook_add_url.url: missing description
notebook_add_text.notebook_id: missing description
notebook_add_text.text: missing description
notebook_add_text.title: missing description
notebook_add_drive.notebook_id: missing description
notebook_add_drive.document_id: missing description
notebook_add_drive.title: missing description
notebook_add_drive.doc_type: missing description
... and 91 more
Probed 1 month ago
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