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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.

Quality

83%

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SecuritybySnyk

Low

Low-risk findings worth noting

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.

A highly actionable, well-sequenced orchestration skill with concrete MCP prompts, explicit validation gates, and a complete output template. Its weaknesses are repetition of the same judgment principles across three phases and Key Rules, and references to shared files that are not part of the bundle.

Suggestions

Consolidate the repeated brainstorming-quality principles (named-risk-over-hedging, "apply X to Y" legitimacy, annotate-don't-eliminate) into a single Key Rules entry and reference it from Phases 2-4 instead of restating them in each prompt block.

Trim Phase 3's long blockquote rationale about cross-model reviewer design to 2-3 sentences — the operational rule (cluster duplicates, gate only on budget facts, annotate the rest) carries the instruction.

Bundle the shared output protocols (output-versioning.md, output-manifest.md, output-language.md) under references/ within the skill, or summarize their operative rules inline, so the skill does not depend on files outside its directory.

DimensionReasoningScore

Conciseness

The body is mostly efficient prescriptive content Claude could not infer (MCP tool names, budget constants, phase structure), but the same principles are restated in multiple places — "annotate, do not eliminate" and the objective-gate rationale in Phase 3's blockquote and steps, the named-risk-over-hedging and "apply X to Y" guidance appearing in the Phase 2 prompt, the Phase 4 prompt, and Key Rules. This repetition could be consolidated.

3 / 5

Actionability

Fully concrete: exact MCP tool calls with complete prompt blocks (mcp__gemini-review__review_start, review_reply_start, review_status), jobId save-and-poll protocol, named constants with override syntax, concrete file paths (idea-stage/IDEA_REPORT.md), and a copy-paste report template. Placeholders like [paste landscape map] are appropriate prompt-template slots.

5 / 5

Workflow Clarity

Six phases are clearly sequenced with explicit validation checkpoints: GPU-hour estimates required BEFORE launching, hard timeout kill with partial-result collection, decision criteria defined upfront (including what null/negative outcomes teach), budget tracking against MAX_TOTAL_GPU_HOURS, and an evidence-based re-ranking loop that feeds back into the final report.

5 / 5

Progressive Disclosure

Good structure with well-signaled one-level-deep references in a dedicated Output Protocols section, and appropriately inlined material (the report template is used directly). Not 5: the shared-protocol links (../../shared-references/output-versioning.md etc.) resolve outside this bundle, which contains no references/, scripts/, or assets/ directories, so navigation depends on files not shipped with the skill.

4 / 5

Total

17

/

20

Passed

Description

78%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 concise, well-structured description that clearly states both capability and trigger conditions in third person. Its main gaps are limited action coverage (generate/rank only) and a trigger phrase ("what can we work on") broad enough to create minor conflict risk.

DimensionReasoningScore

Specificity

"Generate and rank research ideas given a broad direction" names the domain and two concrete actions (generate, rank), but coverage is not comprehensive — validation, pilot experiments, and report output that the skill actually performs are unstated. It matches anchor 3 (1-2 concrete actions, not comprehensive) rather than 4, where only minor gaps would remain.

3 / 5

Completeness

Explicitly answers both what ("Generate and rank research ideas given a broad direction") and when ("Use when user says ... or wants to explore a research area for publishable directions") with concrete trigger phrases, matching the anchor-5 example pattern. Third-person voice is used correctly.

5 / 5

Trigger Term Quality

Multiple natural user phrases ("brainstorm ideas", "generate research ideas", "what can we work on", "找idea") give good keyword coverage. Not 5: common synonyms like "research directions", "come up with ideas", or "paper ideas" are missing, so coverage stops short of comprehensive.

4 / 5

Distinctiveness Conflict Risk

The research-idea niche with dedicated triggers ("找idea", "brainstorm ideas") is mostly distinct from sibling skills (novelty-check, research-review). Not 5: "what can we work on" is a broad generic phrase that could plausibly trigger this skill in general project-planning contexts, leaving minor overlap risk.

4 / 5

Total

16

/

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.

Validation — 15 / 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

Path

skills/skills-codex-gemini-review/idea-creator/SKILL.md

Reviewed

Table of Contents

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