Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.
73
62%
Does it follow best practices?
Impact
89%
1.02xAverage score across 3 eval scenarios
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./scientific-skills/scientific-brainstorming/SKILL.mdQuality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a well-crafted description that clearly communicates its purpose, includes natural trigger terms, and explicitly distinguishes itself from a related skill (hypothesis-generation). The main weakness is that the specific actions described are somewhat abstract (brainstorming, exploring connections) rather than concrete tool-like operations, though this is partly inherent to the nature of the skill. Overall it performs well across all dimensions.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (research ideation) and some actions (brainstorming, exploring connections, challenging assumptions, identifying gaps), but the actions are somewhat abstract and not highly concrete—they describe cognitive activities rather than specific tool-like operations. | 2 / 3 |
Completeness | Clearly answers both 'what' (creative research ideation and exploration, brainstorming, exploring connections, challenging assumptions, identifying gaps) and 'when' (open-ended brainstorming sessions, early-stage research planning without specific observations). Also includes a disambiguation clause distinguishing it from hypothesis-generation. | 3 / 3 |
Trigger Term Quality | Includes strong natural trigger terms users would say: 'brainstorming', 'interdisciplinary connections', 'research gaps', 'early-stage research planning', 'challenging assumptions', and 'open-ended'. These cover a good range of how users would phrase such requests. | 3 / 3 |
Distinctiveness Conflict Risk | Clearly carves out a niche for early-stage, open-ended research ideation and explicitly distinguishes itself from the hypothesis-generation skill by specifying the boundary condition ('when you do not have specific observations yet'). This reduces conflict risk significantly. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
35%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This skill reads more like a general brainstorming facilitation guide than a targeted skill for Claude. It is excessively verbose, explaining many concepts Claude already understands (active listening, curiosity, 'Yes, and...' technique, encouraging risk-taking). The phased workflow provides reasonable structure but lacks validation checkpoints and concrete, actionable specifics that would differentiate it from generic advice.
Suggestions
Cut the content by at least 60%—remove explanations of basic brainstorming concepts Claude already knows (e.g., 'show genuine interest,' 'be comfortable with silence,' 'Yes, and...' technique) and focus only on novel, domain-specific guidance.
Add concrete output formats or templates, such as a structured format for summarizing brainstorming results (e.g., a markdown template with sections for top ideas, connections found, next steps, and open questions).
Move the detailed phase descriptions and adaptive techniques into separate referenced files, keeping SKILL.md as a concise overview with clear pointers.
Add validation checkpoints between phases—e.g., 'Before moving to Phase 3, confirm with the user that at least 5-10 distinct ideas have been generated' or 'Verify the user feels the problem space has been adequately explored.'
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill is extremely verbose at ~200+ lines, explaining conversational techniques and brainstorming principles that Claude already knows well (e.g., 'be curious,' 'ask open-ended questions,' 'Yes, and...' technique). Most of the content describes general brainstorming facilitation concepts rather than adding novel, Claude-specific guidance. | 1 / 3 |
Actionability | The skill provides structured phases and example questions/prompts, which gives some concrete guidance. However, it lacks executable specifics—there are no code examples, tool usage instructions, or precise output formats. The guidance remains at the level of conversational coaching tips rather than concrete, copy-paste-ready instructions. | 2 / 3 |
Workflow Clarity | The five-phase workflow is clearly sequenced with labeled phases and transitions, which is good. However, there are no validation checkpoints or feedback loops—no way to assess whether a phase was successful before moving on, and no criteria for when to loop back or skip phases. | 2 / 3 |
Progressive Disclosure | There is one reference to an external file (references/brainstorming_methods.md) which is well-signaled with a description. However, the main SKILL.md itself contains far too much inline content that could be split into referenced files (e.g., the adaptive techniques section, the detailed phase descriptions), making the overview much longer than necessary. | 2 / 3 |
Total | 7 / 12 Passed |
Validation
90%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 10 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
metadata_version | 'metadata.version' is missing | Warning |
Total | 10 / 11 Passed | |
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Table of Contents
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