Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. Based on Anthropic's Frontend Designer Skill
47
51%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./bencium-impact-designer/skills/bencium-impact-designer/SKILL.mdQuality
Discovery
67%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
The description adequately communicates the skill's purpose and includes an explicit 'Use when' trigger clause, which is a strength. However, it lacks specific concrete actions (e.g., what kinds of components or patterns it creates) and misses many natural trigger terms users would employ when requesting frontend work. The qualitative language about 'high design quality' and 'avoids generic AI aesthetics' is somewhat fluffy without concrete grounding.
Suggestions
Add more natural trigger terms users would say, such as 'HTML', 'CSS', 'JavaScript', 'website', 'landing page', 'dashboard', 'UI', 'responsive design', or '.html/.css files'.
Replace vague qualitative phrases like 'high design quality' and 'avoids generic AI aesthetics' with specific concrete actions, e.g., 'builds responsive layouts, implements animations, creates styled forms and navigation components'.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (frontend interfaces) and some actions (build web components, pages, applications, generates code), but lacks specific concrete actions like 'create responsive layouts, implement animations, style forms, build navigation menus'. The phrases 'high design quality' and 'avoids generic AI aesthetics' are more qualitative descriptors than concrete actions. | 2 / 3 |
Completeness | Clearly answers both 'what' (create distinctive, production-grade frontend interfaces, generates creative polished code) and 'when' (explicitly states 'Use this skill when the user asks to build web components, pages, or applications'). The 'Use when' clause is explicit. | 3 / 3 |
Trigger Term Quality | Includes some relevant keywords like 'web components', 'pages', 'applications', and 'frontend', but misses many natural user terms like 'HTML', 'CSS', 'JavaScript', 'website', 'UI', 'landing page', 'dashboard', 'responsive', 'layout', or file extensions like '.html'. Users asking to 'build a website' or 'make a landing page' might not trigger this skill. | 2 / 3 |
Distinctiveness Conflict Risk | While it specifies 'frontend interfaces' and emphasizes design quality, it could overlap with general coding skills, CSS styling skills, or framework-specific skills. The mention of 'web components, pages, or applications' is broad enough to conflict with other web development skills. The note about 'avoids generic AI aesthetics' and 'production-grade' adds some distinctiveness but not enough to clearly carve out a unique niche. | 2 / 3 |
Total | 9 / 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 is extremely comprehensive in scope but suffers from severe verbosity and repetition, with the same anti-patterns and principles restated multiple times across sections. While it contains some actionable code examples and a reasonable workflow structure, the signal-to-noise ratio is poor — much of the content is design philosophy and inspiration lists that Claude doesn't need spelled out at this length. The document would benefit enormously from aggressive trimming and moving detailed reference material (tone options, font lists, color palettes, UX patterns) into separate bundle files.
Suggestions
Cut the document by 60-70%: remove repeated warnings about banned fonts/colors, consolidate the 30+ tone options into a separate reference file, and eliminate explanations of basic UX concepts (progressive disclosure, direct manipulation) that Claude already understands.
Move detailed reference material (typography scales, color system architecture, motion implementation checklists, UX patterns) into the referenced bundle files (MOTION-SPEC.md, ACCESSIBILITY.md, etc.) and keep only concise summaries in the main SKILL.md.
Add more executable, copy-paste-ready code examples for common patterns (e.g., a complete page layout with the described aesthetic principles applied, a working scroll-triggered animation, a gradient mesh background) rather than abstract descriptions of what to implement.
Provide the referenced bundle files (ACCESSIBILITY.md, MOTION-SPEC.md, RESPONSIVE-DESIGN.md) to support the progressive disclosure structure, and add a tone-options reference file to declutter the main document.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Extremely verbose at 500+ lines with extensive repetition (e.g., 'NEVER use Inter/Roboto/Space Grotesk' appears 3+ times, the anti-generic-AI aesthetic warning is repeated throughout). Lists of design studios, historical movements, and 30+ tone options are excessive. Much content explains concepts Claude already knows (UX principles like 'progressive disclosure', 'direct manipulation', basic typography rules). The 'Anti-Sameness Protocol' with dice-rolling is filler. | 1 / 3 |
Actionability | Some concrete code examples exist (Button component, typography hierarchy, responsive typography with Tailwind/CSS clamp), but much of the skill is abstract philosophy and vague directives like 'commit boldly' and 'create atmosphere.' The code examples provided are basic and few relative to the document's length. Many sections describe what to do conceptually without executable implementation patterns. | 2 / 3 |
Workflow Clarity | There is a design workflow (Understand → Explore → Implement → Validate) and a design decision checklist, but validation steps are vague ('Use playwright MCP to test visual changes' without concrete commands). The 'ask questions first, then implement' flow is clear but the actual implementation sequence lacks explicit checkpoints. The testing section lists what to check but not how to verify systematically. | 2 / 3 |
Progressive Disclosure | References to ACCESSIBILITY.md, MOTION-SPEC.md, and RESPONSIVE-DESIGN.md are mentioned at the end, but no bundle files are provided to support them. The main document is monolithic with massive inline content (color systems, typography scales, UX patterns, motion specs) that should be split into referenced files. The tone options list alone could be a separate reference file. | 2 / 3 |
Total | 7 / 12 Passed |
Validation
81%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 9 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
skill_md_line_count | SKILL.md is long (989 lines); consider splitting into references/ and linking | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 9 / 11 Passed | |
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Table of Contents
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