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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

83%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

The canonical home for this skill is academic-verify in garrytan/gbrain

SKILL.md
Quality
Evals
Security

Quality

Content

73%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 clear, actionable orchestration workflow with strong error handling and an explicit output contract. Its main weaknesses are redundancy — the verdict taxonomy appears three times and two boilerplate sections exist only for a conformance test — and content that could be split into a reference file.

Suggestions

State the five-verdict taxonomy once (in the Standards section, which has the definitions) and reference it from Step 4 and the output template instead of repeating the full list three times.

Remove or collapse the 'Contract' and 'Output Format' sections that exist only for the conformance test, folding their one-line guarantees into the existing body sections.

Provide the exact citation-mode prompt text to send to perplexity-research (or a short worked example of a claim → verdict page) so Step 3 is copy-paste ready rather than outlined.

DimensionReasoningScore

Conciseness

The body is mostly efficient domain-specific content, but the five-verdict taxonomy is stated three times (Step 4, the output template, and the Standards section), the 'What this is' section repeats the description's trace chain, and the trailing 'Contract' and 'Output Format' sections exist solely 'for the conformance test' — pure padding.

3 / 5

Actionability

Gives the exact `gbrain query "<paper title> OR <author name> OR <claim keywords>"` command, a copy-paste brain-page template, database URL patterns, and precise failure handling; the minor gap is that the perplexity-research prompt is outlined rather than supplied verbatim, and no worked example of a claim → verdict is shown.

4 / 5

Workflow Clarity

A clear five-step sequence (scope → brain-first → perplexity citation-mode → format verdict → cross-link) with explicit validation criteria (the verdict standards and anti-patterns) and concrete error-recovery feedback loops: retry brain lookup with author/journal/year, retry once after the stated delay on rate_limited, and poll `gbrain write-request <request_id>` instead of double-writing.

5 / 5

Progressive Disclosure

A single-file skill with well-organized sections and clearly signaled one-level references to conventions and perplexity-research; the inlined database table and full page template could live in a reference file at this length (~215 lines), and the test-oriented trailing sections weaken the structure.

4 / 5

Total

16

/

20

Passed

Description

88%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.

A strong description that clearly states what the skill does (trace a claim through publication, methodology, raw data, and replication) and when to use it, with concrete action language throughout. Its only gaps are a few missing natural trigger variants and minor potential conflict with citation-formatting skills.

DimensionReasoningScore

Specificity

Lists multiple concrete actions covering the entire workflow — 'tracing it through publication → methodology → raw data → independent replication', 'Routes through perplexity-research for the actual web lookup', and 'formats results as a citation-checked brain page' — with no coverage gaps across scoping, lookup, and output.

5 / 5

Completeness

Explicitly answers both: what ('verify a research claim... by tracing it through publication → methodology → raw data → independent replication') and when ('Use when a book/article/conversation cites a study and you want to confirm the claim is real, replicated, and accurately characterized').

5 / 5

Trigger Term Quality

Natural phrases like 'verify a research claim', 'academic citation', and 'cites a study' are present, but common user variants such as 'check this study', 'is this real', or 'fact-check' are missing.

4 / 5

Distinctiveness Conflict Risk

The claim-verification niche is distinct and routing through perplexity-research is explicit, but 'validate citation' and citation-checking language carries minor overlap risk with citation-formatting skills.

4 / 5

Total

18

/

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

plugin/skills/academic-verify/SKILL.md

Reviewed

Table of Contents

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