comprehension-first-design
comprehension-first-design is a UX design & wireframing skill for AI agents, published by samarv in the Shanon repository on GitHub. Skillspace rates comprehension-first-design D (64/100) and it passed the safety scan; the rating is based on static analysis only.
A product design framework focused on reducing cognitive load (glucose/ATP expenditure) rather than just clicks. Use this when designing onboarding, introducing complex features, or auditing a UI where users drop off due to confusion rather than effort.
- Grade
- D
- Quality
- 64 / 100
- Safety
- Passed
- GitHub stars
- 31
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 100 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- Low-risk patterns
- License
- Not declared. Check the repository before reusing it.
What the scanner flagged
- mentions secrets in text
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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