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brainstorm-experiments-existing

Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods. Use when validating assumptions, testing feature ideas cheaply, or planning product experiments.

Quality

87%

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SKILL.md
Quality
Evals
Security

Quality

Content

86%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, token-efficient instructional skill with a clear workflow and a concrete output template. Its only gaps are the absence of a worked example and any output-quality check, which keep actionability and workflow clarity just below top marks.

DimensionReasoningScore

Conciseness

Lean and efficient — a compact step list, a concrete method menu, and genuine domain principles ('Measure actual behavior, not users\' opinions'); only 'Think step by step' is mild filler.

5 / 5

Actionability

Concrete, executable guidance: named experiment methods and a crisp output spec (Assumption/Experiment/Metric/Success threshold) with a required table format, but no worked example of a completed experiment specification.

4 / 5

Workflow Clarity

Clear 4-step sequence (clarify → suggest methods → apply principles → specify experiments with required fields); no validation checkpoints needed since the task is non-destructive, but nothing confirms output quality either.

4 / 5

Progressive Disclosure

Under 50 lines with well-organized sections (Context, Instructions, Further Reading); no bundle files are needed and the external links are clearly signaled in a dedicated section.

5 / 5

Total

18

/

20

Passed

Description

83%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 and when to use it, with concrete method names and natural trigger phrases. Minor improvements possible by enumerating more validation methods and adding a few more trigger synonyms.

DimensionReasoningScore

Specificity

Names several concrete actions ('prototypes, A/B tests, spikes'), but the trailing 'and other low-effort validation methods' is a catch-all rather than concrete, leaving minor gaps in coverage.

4 / 5

Completeness

Explicitly answers both what ('Design experiments to test assumptions... prototypes, A/B tests, spikes') and when ('Use when validating assumptions, testing feature ideas cheaply, or planning product experiments') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Good natural keyword coverage ('validating assumptions', 'testing feature ideas cheaply', 'planning product experiments', 'A/B tests'), but a few common variations like 'hypothesis testing' or 'experiment design' are missing.

4 / 5

Distinctiveness Conflict Risk

Clear niche — experiment design for an existing product — with distinct triggers, but phrases like 'validating assumptions' carry minor overlap risk with adjacent product-discovery skills.

4 / 5

Total

17

/

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.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

phuryn/pm-skills

Path

pm-product-discovery/skills/brainstorm-experiments-existing/SKILL.md

Reviewed

Table of Contents

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