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idea-creator

Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.

68

Quality

84%

Does it follow best practices?

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SecuritybySnyk

Critical

Do not install without reviewing

SKILL.md
Quality
Evals
Security

Quality

Content

81%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 content is highly actionable with a clear, validated multi-phase workflow and executable MCP prompts. Its main weakness is conciseness: the cross-model-reviewer rationale and the composing diagram add tokens that could be trimmed without losing clarity.

Suggestions

Tighten the Phase 3 rationale blockquote: condense the ARIS cross-model-reviewer justification into 1-2 sentences or move it to a reference, as it explains design philosophy rather than instructing action.

Remove or shrink the "Composing with Other Skills" pipeline diagram, which restates Phase 4's novelty-check/research-review steps already detailed above.

Fix the Phase 1 numbering duplication (two steps labeled "2.") so the sequence reads cleanly and does not confuse the step order.

DimensionReasoningScore

Conciseness

Mostly efficient but includes some padding that could be tightened, e.g., the lengthy Phase-3 blockquote rationale and the "Composing with Other Skills" section that restates the Phase 4 pipeline, matching anchor 3 rather than 4.

3 / 5

Actionability

Provides copy-paste ready MCP call blocks with full prompts, explicit constants, a complete report template, and concrete flags (run_in_background: true, kill on timeout), matching the fully executable anchor 5.

5 / 5

Workflow Clarity

Six phases are clearly sequenced with explicit validation checkpoints (feasibility gate, kill-on-timeout, GPU-hour budget tracking) and feedback loops (collect partial results, re-rank by pilot signal), matching anchor 5.

5 / 5

Progressive Disclosure

Well-sectioned into phases with clearly signaled one-level-deep references to shared-references and sibling skills, but no bundle reference files exist in this skill and the body is fairly monolithic at ~260 lines, so it is not a clean 5.

4 / 5

Total

17

/

20

Passed

Description

87%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 well-crafted: it states concrete actions, provides multiple natural trigger phrases (including a Chinese one), and explicitly covers both what and when. Minor specificity gains are possible by enumerating sub-actions, but it is already strong.

DimensionReasoningScore

Specificity

Names the domain and lists concrete actions ("Generate and rank research ideas") but coverage is limited to a couple of high-level actions rather than a comprehensive enumeration, matching anchor 4.

4 / 5

Completeness

Explicitly answers both what ("Generate and rank research ideas") and when ("Use when user says...") with concrete trigger phrases, matching the anchor 5 example closely.

5 / 5

Trigger Term Quality

Includes multiple natural phrases users would say ("找idea", "brainstorm ideas", "generate research ideas", "what can we work on") with good coverage, but lacks a few synonyms/variants for a comprehensive 5.

4 / 5

Distinctiveness Conflict Risk

Occupies a clear niche (research idea generation for publishable directions) with distinct trigger phrases, minimizing overlap with other skills.

5 / 5

Total

18

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 3 suspicious

Warning

Total

15

/

16

Passed

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

Table of Contents

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