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novelty-check

Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.

68

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

75%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.

A well-structured, actionable skill body with a clear four-phase workflow and concrete MCP tooling. It is held back from the top band by minor verbosity, unspecified review-failure recovery, and the lack of any progressive-disclosure file split for its report template.

Suggestions

Trim rhetorical padding such as "Be BRUTALLY honest — false novelty claims waste months of research time" to a terse directive, since the instruction already conveys the requirement.

Add an explicit error-recovery branch for Phase C (e.g., what to do if review_status returns an error or never reaches done=true within a bounded retry count) to close the workflow-validation gap.

Move the full Novelty Check Report markdown template into a references/ file and link to it from Phase D, keeping the inline overview lean and giving the skill a one-level-deep progressive-disclosure structure.

DimensionReasoningScore

Conciseness

The body is efficient and assumes Claude's competence (no explainer on what arXiv or Scholar is), but a few rhetorical lines like "Be BRUTALLY honest — false novelty claims waste months of research time" could be trimmed, so it sits above the mostly-efficient anchor and below the lean-every-token-earns-its-place anchor.

4 / 5

Actionability

It gives concrete executable guidance including the actual MCP tool call (mcp__gemini-review__review_start), a bounded polling pattern (waitSeconds until done=true), and a copy-paste report template, but Phase B leaves exact query strings to Claude, leaving minor gaps that keep it below fully-executable 5.

4 / 5

Workflow Clarity

Phases A through D are clearly sequenced and Phase C includes an explicit polling checkpoint (poll review_status until done=true), matching the clear-sequence-with-most-checkpoints anchor; it falls short of 5 because error-recovery behavior if the review job fails is not specified.

4 / 5

Progressive Disclosure

The single-file skill is well-organized into Constants, Instructions (Phase A-D), and Important Rules sections with no nested references, fitting the good-structure anchor; at ~80 lines it exceeds the under-50-line simple-skill exception that would allow a 5, and the inline report template could arguably live in a separate file.

4 / 5

Total

16

/

20

Passed

Description

90%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, well-formed description that answers what and when with comprehensive multilingual trigger terms and a distinctive niche. Its only weakness is specificity, where a single action is named rather than multiple concrete capabilities.

DimensionReasoningScore

Specificity

The description names the domain and one concrete action ("Verify research idea novelty against recent literature") but does not enumerate multiple specific actions, so it matches the anchor for a clear what with limited action coverage rather than the several-actions anchor at 4.

3 / 5

Completeness

It explicitly answers both what ("Verify research idea novelty against recent literature") and when ("Use when user says ... or wants to verify a research idea is novel before implementing") with concrete trigger phrases, matching the top anchor exactly.

5 / 5

Trigger Term Quality

It includes comprehensive natural trigger phrases users would actually say across both languages ("查新", "novelty check", "有没有人做过", "check novelty") plus a paraphrased intent, matching the comprehensive-synonyms anchor rather than missing common variations at 4.

5 / 5

Distinctiveness Conflict Risk

The novelty-check niche and its distinctive triggers ("查新", "novelty check") give it a clear purpose with minimal overlap risk against other skills, fitting the clear-niche anchor; it is not merely mostly-distinct at 4.

5 / 5

Total

18

/

20

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

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