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academic-verify

Verify a research claim or academic citation by tracing it through publication → methodology → raw data → independent replication. Routes through perplexity-research for the actual web lookup, then formats results as a citation-checked brain page. Use when a book/article/conversation cites a study and you want to confirm the claim is real, replicated, and accurately characterized.

Quality

82%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

67%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 delivers a concrete, well-sequenced verification workflow with an executable command, a complete output template, specific error-recovery loops, and clearly signaled one-level-deep references. Its main weakness is redundancy — verdict definitions, purpose, and trigger contexts are each stated twice, plus two conformance-test boilerplate sections — which costs tokens without adding guidance.

Suggestions

Merge the 'Standards (the rigor bar)' verdict definitions into Step 4's verdict list (or vice versa) so each of the five verdicts is defined exactly once, keeping the stricter evidence criteria from Standards.

Delete or compress the 'Contract' and 'Output Format' sections, whose own text admits they exist 'for the conformance test' — replace with a single line pointing to the conformance suite, freeing roughly 15 lines.

Move the brain-page output template and the databases table into a references/ file (e.g. references/output-template.md) and reference it one level deep, trimming SKILL.md to a lean overview.

DimensionReasoningScore

Conciseness

The five verdict definitions appear twice — once in Step 4 ('Verified — claim is accurate; raw data available; replication exists...') and again nearly verbatim in 'Standards (the rigor bar)' — and 'What this is'/'When to use this' restate the frontmatter description. The 'Contract' and 'Output Format' sections are explicitly conformance-test boilerplate ('this section exists for the conformance test') that adds tokens without execution value. This matches 'Mostly efficient but includes some unnecessary explanation or could be tightened'; not 2 because most sections (workflow, template, failure handling, database table) are substantive and non-padded.

3 / 5

Actionability

Concrete, executable elements abound: 'gbrain query "<paper title> OR <author name> OR <claim keywords>"', a full copy-paste brain-page template with frontmatter, URL patterns per database ('retractionwatch.com/?s=NAME'), and specific error semantics ('poll gbrain write-request <request_id> instead of writing a second verdict page'). Matches 'Mostly executable guidance; concrete code or commands with minor gaps'. Not 5 because the perplexity-research prompt is specified as a requirements list rather than a verbatim template, and the claim-slug naming convention is left implicit.

4 / 5

Workflow Clarity

The five steps (Scope → Brain-first lookup → perplexity-research → Format verdict → Cross-link) are clearly sequenced, and 'When it fails' provides explicit feedback loops ('on rate_limited retry once after the stated delay', 'retry with the author, journal or year before saying the brain has no prior notes'). The Standards section acts as a per-verdict evidence bar. Matches 'Clear sequence with most checkpoints present; minor validation gaps'. Not 5 because there is no explicit check that the perplexity response actually contains all five required trace elements before the verdict is formatted and written.

4 / 5

Progressive Disclosure

No bundle files exist (no references/, scripts/, or assets/), and all file references are one level deep and clearly signaled at point of use ('see [conventions/quality.md](../conventions/quality.md) for citation rules', '[perplexity-research](../perplexity-research/SKILL.md)'). Sections are well-organized with a scannable structure. Matches 'Good structure; most content is appropriately placed; references mostly clear; minor organization gaps'. Not 5 because the ~45-line output template and the databases table are inlined in SKILL.md where a references/ file could keep the overview leaner.

4 / 5

Total

15

/

20

Passed

Description

92%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: it states a concrete multi-stage verification pipeline, explicitly routes through the sibling search skill, and includes a specific 'Use when...' clause with natural trigger contexts. The only gap is that a few natural phrasing variations live in the frontmatter triggers list rather than the description text itself.

DimensionReasoningScore

Specificity

Quotes: 'Verify a research claim or academic citation by tracing it through publication → methodology → raw data → independent replication' and 'Routes through perplexity-research for the actual web lookup, then formats results as a citation-checked brain page.' These name multiple concrete actions covering the full pipeline (trace, route, lookup, format), matching the anchor 'Lists multiple specific concrete actions; comprehensive coverage'. Not 4 because coverage of the capability chain is complete rather than having minor gaps.

5 / 5

Completeness

Quotes: the 'what' is explicit ('Verify a research claim... tracing it through publication → methodology → raw data → independent replication... formats results as a citation-checked brain page') and the 'when' is explicit ('Use when a book/article/conversation cites a study and you want to confirm the claim is real, replicated, and accurately characterized'). Both are clearly and explicitly answered with concrete trigger contexts, matching the top anchor. Not 4 because the 'when' clause is already specific and concrete, not merely present.

5 / 5

Trigger Term Quality

Quotes: 'cites a study', 'confirm the claim is real, replicated, and accurately characterized', 'academic citation'. These are natural phrases a user would say, matching 'Good keyword coverage; a few natural terms missing'. Not 5 because common variations like 'check this study', 'fact-check', or 'is this real' are absent from the description itself (they appear only in the separate frontmatter triggers list, not the description field under evaluation).

4 / 5

Distinctiveness Conflict Risk

Quotes: 'Verify a research claim or academic citation', 'Routes through perplexity-research for the actual web lookup', 'when a book/article/conversation cites a study'. This carves a clear niche (tracing cited research claims to source data) and explicitly positions the perplexity-research relationship, minimizing conflict risk — matching 'Clear niche with distinct triggers; minimal conflict risk'. Not 4 because no meaningful overlap with sibling skills is implied by the description itself.

5 / 5

Total

19

/

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.

Validation — 14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

relative_links

Relative link issues: 2 missing, 4 suspicious

Warning

Total

14

/

16

Passed

Repository

garrytan/gbrain

Path

skills/academic-verify/SKILL.md

Reviewed

Table of Contents

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