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blog-notebooklm

Query Google NotebookLM notebooks for source-grounded, citation-backed answers from user-uploaded documents. Manages notebook library, handles Google authentication, and supports smart discovery. Works standalone via /blog notebooklm or internally from blog-write and blog-researcher for source-grounded research context. Falls back gracefully when not configured. Use when user says "notebooklm", "notebook", "query notebook", "ask notebook", "notebook research", "source grounded research", "document query", "notebook library".

72

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

78%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is highly actionable with clear, well-sequenced workflows and an auth gate, but it over-explains slightly in places and its two flagged reference files are absent from the bundle, undermining progressive disclosure.

Suggestions

Add the missing references/commands.md and references/troubleshooting.md files (or remove the dangling references) so the on-demand loading pointers resolve.

Add an explicit confirm/validation step before destructive library operations such as 'notebook_manager.py remove'.

Deduplicate the auth-check instructions — describe the gate pattern once and reference it from the query workflow instead of restating it.

DimensionReasoningScore

Conciseness

Mostly efficient and action-oriented with command tables and code blocks, but the auth-check pattern is restated in multiple sections and a few prose passages (e.g. the FLOW evidence triple intro) could be tightened.

4 / 5

Actionability

Provides copy-paste-ready executable commands throughout ('python3 scripts/run.py ask_question.py --question ...') with concrete flag variations covering the common cases.

5 / 5

Workflow Clarity

Query and setup workflows are clearly sequenced with an explicit auth-gate checkpoint and a STOP/ANALYZE/SYNTHESIZE follow-up loop, but destructive library operations like 'remove' lack an explicit validation/confirm step.

4 / 5

Progressive Disclosure

The body signals on-demand loading of 'references/commands.md' and 'references/troubleshooting.md', but the references/ directory does not exist, so the referenced detail files are missing and navigation breaks.

3 / 5

Total

16

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is strong across all dimensions: it states concrete capabilities, provides an explicit 'Use when' trigger clause with natural synonyms, and occupies a distinct NotebookLM niche. No meaningful gaps; it reads as an exemplar description.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Query Google NotebookLM notebooks for source-grounded, citation-backed answers', 'Manages notebook library', 'handles Google authentication', 'supports smart discovery' — giving comprehensive coverage comparable to the 5-anchor example.

5 / 5

Completeness

Explicitly answers both what (query/manage/auth/discover) and when via a concrete 'Use when user says...' clause with specific trigger phrases, matching the 5-anchor example.

5 / 5

Trigger Term Quality

Provides comprehensive natural trigger terms including synonyms and variations — 'notebooklm', 'notebook', 'query notebook', 'ask notebook', 'notebook research', 'source grounded research', 'document query', 'notebook library'.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear NotebookLM-specific niche with distinct, product-named triggers, giving minimal conflict risk with other skills.

5 / 5

Total

20

/

20

Passed

Validation

87%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

referenced_paths_exist

Referenced path issues: 23 missing

Warning

Total

14

/

16

Passed

Repository
AgriciDaniel/claude-blog
Reviewed

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