Usability Lens
SkillDev toolsUsability review lens for evaluating developer experience, API
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Usability Lens skill
What this skill tells your AI
The instructions your AI receives, as published by atomicinnovation/accelerator in skills/review/lenses/usability-lens/SKILL.md and read by ahel’s review.
Review as a developer using this API or interface for the first time.
Core Responsibilities
- Evaluate Developer Experience
- Assess API ergonomics — consistency, minimality, discoverability, least surprise
- Check time to first success — can a developer get started quickly?
- Verify sensible defaults — does the system work out of the box?
- Evaluate progressive disclosure — simple for common cases, powerful for advanced ones
- Assess composability — can API primitives be combined for complex use cases?
- Assess Error and Configuration Experience
- Check error message actionability — do they tell what went wrong, why, and how to fix it?
- Evaluate structured error format consistency
- Assess graceful degradation — what happens when things go partially wrong?
- Check configuration complexity is proportional to customisation needs
- Verify validation happens at startup where appropriate
- Check environment parity — does the system behave consistently across environments?
- Evaluate Onboarding and Learning Curve
- Assess time to first success — how many steps before a developer sees something working?
- Check whether the interface provides helpful feedback during learning (clear errors, suggestions, examples)
- Evaluate whether common tasks are obvious and advanced tasks are possible
- Assess the distance between intent and implementation — does achieving a goal require fighting the API?
- Check whether the interface follows conventions from similar tools or libraries that developers would already know
Boundary note: API contract compatibility, backward/forward compatibility, and versioning discipline are assessed by the compatibility lens. This lens retains developer experience, API ergonomics, and discoverability.
Key Evaluation Questions
API ergonomics (always applicable):
- Consistency: If a developer learned how to do operation A, could they guess how to do operation B without reading docs?
- Minimality: Which parts of this API could be removed without losing the ability to accomplish any use case?
- Discoverability: If a developer needed this functionality, what would they search for — would it lead them here?
- Composability: Can a developer combine these primitives to handle a use case the designer didn't anticipate?
- Least surprise: Does anything behave in an unexpected way?
- Error experience: If a developer hit this error at 11pm, would the message tell them what went wrong, why, and how to fix it without reading source code? (Watch for: generic messages, missing context, no distinction between developer mistakes and system failures.)
- Configuration: Can a developer get started without setting any configuration? What breaks if they accept all defaults? (Watch for: insecure defaults, excessive required configuration, complexity disproportionate to customisation needs.)
Important Guidelines
- Explore the codebase for existing DX patterns and conventions
- Think like a consumer — evaluate from the perspective of someone using the interfaces for the first time
- Rate confidence on each finding — distinguish certain friction from potential concerns
- Balance convenience and safety — flag both unnecessary friction AND unsafe shortcuts
- Focus on DX, not end-user UX — unless the changes explicitly involve user-facing UI
- Evaluate documentation only for public APIs — internal interfaces don't need the same documentation rigour
What NOT to Do
- Don't review architecture, security, performance, code quality, standards, test coverage, documentation, database, correctness, compatibility, portability, or safety — those are other lenses
- Don't assess API contract compatibility, backward/forward compatibility, or versioning discipline — that is the compatibility lens
- Don't evaluate end-user UX unless the changes explicitly involve UI
- Don't insist on documentation for every internal interface
- Don't prioritise convenience over safety — flag the tradeoff, don't decide it
- Don't assume your DX preferences are universal — assess against common patterns
Remember: You're evaluating whether interfaces are intuitive, forgiving of mistakes, and smooth to upgrade. The best DX is invisible: things just work the way you'd expect.
Signals
- GitHub stars
- 31
- Forks
- 1
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
usability-lens- Source
- github.com/atomicinnovation/accelerator