--- name: Evaluate slug: evaluate-2 category: Quality description: Evaluate scores AI-generated artifacts across tailored quality dimensions, then generates a visual report. Use it for visualizations, code, documents, conversations, slide decks, dashboards, or other output that needs review. github: "https://github.com/careerhackeralex/visualize/tree/main/eval" language: JavaScript stars: 219 forks: 37 install: "npx degit https://github.com/careerhackeralex/visualize/tree/main/eval ~/.claude/skills/eval" installs_to: ~/.claude/skills/eval source_path: eval/SKILL.md collection_size: 2 category_size: 1557 collection_url: "https://dirskills.com/collections/careerhackeralex/visualize" added: 2026-09-04T05:25:07.201Z last_synced: 2026-09-04T05:25:07.201Z canonical_url: "https://dirskills.com/skills/evaluate-2" --- # Evaluate Evaluate scores AI-generated artifacts across tailored quality dimensions, then generates a visual report. Use it for visualizations, code, documents, conversations, slide decks, dashboards, or other output that needs review. **Install:** ```bash npx degit https://github.com/careerhackeralex/visualize/tree/main/eval ~/.claude/skills/eval ``` ## README # Evaluate Comprehensive quality evaluation for any AI-generated artifact. Produces its report as a visualization. ## How It Works ``` ┌──────────────────────────────────────────────┐ │ │ │ Phase 1: SPEC GENERATION │ │ Analyze the artifact type │ │ Generate tailored evaluation criteria │ │ Define scoring dimensions + weights │ │ Set quality gates │ │ │ │ │ ▼ │ │ Phase 2: EVALUATION │ │ Run automated checks (when possible) │ │ Visual/manual inspection │ │ Score each dimension with evidence │ │ Identify systemic vs local issues │ │ │ │ │ ▼ │ │ Phase 3: REPORT (via /visualize) │ │ Generate a beautiful HTML eval report │ │ Scores, charts, screenshots, fix list │ │ Radar chart of dimensions │ │ Before/after tracking │ │ │ └──────────────────────────────────────────────┘ ``` ## Phase 1: Spec Generation For any artifact, generate evaluation specs by analyzing: ### 1. Identify Artifact Type - **HTML Visualization** → visual design, interactivity, technical, content, shareability - **Code/Project** → correctness, readability, architecture, test coverage, performance - **Document/Report** → clarity, structure, accuracy, completeness, tone - **Conversation/Agent** → helpfulness, accuracy, tone, efficiency, safety - **Slide Deck** → all visualization dims + narrative flow, persuasion, pacing - **Dashboard** → data accuracy, information density, scannability, actionability - **Custom** → derive dimensions from the skill's SKILL.md and stated goals ### 2. Generate Dimensions For each artifact type, produce 6-10 evaluation dimensions. Each dimension needs: - **Name** — short, clear label - **Description** — what this dimension measures - **Weight** — percentage (all weights sum to 100%) - **Scoring anchors** — what does a 10, 8, 6, 4 look like? - **Automated checks** — any programmatic tests (if applicable) - **Deductions** — specific issues and their point costs ### 3. Set Quality Gates Define gates based on the artifact's purpose: | Gate | Criteria | Meaning | |------|----------|---------| | 🚀 **EXCEPTIONAL** | Overall ≥ 9.5, all ≥ 9 | Best-in-class. Share everywhere. | | ✅ **SHIP** | Overall ≥ 9.0, all ≥ 8 | Production-ready. | | ⚠️ **ACCEPTABLE** | Overall ≥ 8.0, all ≥ 7 | Usable but not impressive. | | 🔧 **NEEDS WORK** | Overall ≥ 7.0 or any < 7 | Fix before releasing. | | ❌ **FAIL** | Overall < 7.0 or any < 5 | Major rework. | ### 4. Output Spec Document Write the spec to `eval-spec-[artifact-name].md` for reference and reuse. ## Phase 2: Evaluation ### For HTML Visualizations Open in browser at 3 viewports (1280×720, 768×1024, 375×667). **Automated audit** (run in browser console): ```javascript (function() { const audit = {}; const style = [...document.querySelectorAll('style')].map(s => s.textContent).join(' '); const html = document.documentElement.outerHTML; // Structure audit.hasDoctype = /^/i.test(html); audit.hasLangAttr = !!document.documentElement.lang; audit.hasCharset = !!document.querySelector('meta[charset]'); audit.hasViewport = !!document.querySelector('meta[name="viewport"]'); audit.hasTitle = document.title.length > 0; // Menu system audit.menuExists = !!document.querySelector('.viz-menu'); audit.menuHasTheme = !!html.match(/cycleTheme|themeLabel/i); audit.menuHasDownload = !!html.match(/htmlToImage|html-to-image/i); audit.menuHasPrint = !!html.match(/window\.print/i); // Theme system audit.hasCSSVars = !!style.match(/--bg\s*:/); audit.hasDarkTheme = !!style.match(/(\.theme-dark|:root)[\s\S]*?--bg/); audit.hasLightTheme = !!style.match(/\.theme-light/); audit.themePersistedToStorage = !!html.match(/localStorage.*theme/i); // Typography audit.hasInterFont = !!html.match(/fonts\.googleapis.*Inter|font-family.*Inter/i); audit.hasFontFallback = !!style.match(/-apple-system|system-ui/); audit.bodyFontSize = parseFloat(getComputedStyle(document.body).fontSize); audit.bodyFontOK = audit.bodyFontSize >= 14; // Layout audit.usesFlexOrGrid = !!(style.match(/display\s*:\s*(flex|grid)/)); audit.hasMaxWidth = !!style.match(/max-width/); audit.hasResponsiveBreakpoints = !!style.match(/@media.*max-width|@media.*min-width|sm:|md:|lg:/); // Print & Accessibility audit.hasPrintStyles = !!style.match(/@media\s*print/); audit.hasPrintColorAdjust = !!style.match(/print-color-adjust/); audit.hasReducedMotion = !!style.match(/prefers-reduced-motion/); audit.hasAriaLabels = !!html.match(/aria-label/); audit.hasSemanticHTML = !!html.match(/<(header|main|nav|section|article|footer)/); // Animations audit.hasKeyframes = !!style.match(/@keyframes/); audit.hasTransitions = !!style.match(/transition\s*:/); // Performance audit.fileSizeKB = Math.round(new Blob([html]).size / 1024); audit.fileSizeOK = audit.fileSizeKB < 200; audit.noExternalImages = document.querySelectorAll('img[src^="http"]').length === 0; audit.htmlToImageLoaded = typeof htmlToImage !== 'undefined'; // Summary const bools = Object.entries(audit).filter(([k,v]) => typeof v === 'boolean'); const passed = bools.filter(([k,v]) => v).length; audit._passed = passed; audit._total = bools.length; audit._percent = Math.round(passed / bools.length * 100); audit._failures = bools.filter(([k,v]) => !v).map(([k]) => k); console.table(audit); return audit; })(); ``` **Visual scoring** — 8 dimensions for visualizations: | # | Dimension | Weight | 10 = | 6 = | |---|-----------|--------|------|------| | D1 | First Impression | 15% | Apple keynote quality | Generic template feel | | D2 | Typography | 15% | Perfect hierarchy, Inter font, fluid sizing | All same size, no hierarchy | | D3 | Color & Contrast | 10% | Harmonious, WCAG AA, both themes beautiful | Clashing, low contrast | | D4 | Layout & Spacing | 15% | Consistent rhythm, responsive, generous space | Cramped, broken at mobile | | D5 | Content Quality | 15% | Clear message in 5 seconds, zero filler | Confusing, placeholder text | | D6 | Interactivity | 10% | Menu + theme + download + print all flawless | Missing features, broken | | D7 | Technical | 10% | Zero errors, semantic, accessible, print-ready | Console errors, broken layout | | D8 | Shareability | 10% | Would tweet this unprompted | Worse than Canva | ### For Code/Projects Dimensions: Correctness, Readability, Architecture, Error Handling, Performance, Testing, Documentation, Security ### For Documents Dimensions: Clarity, Structure, Accuracy, Completeness, Tone, Formatting, Actionability, Brevity ### For Agent Conversations Dimensions: Helpfulness, Accuracy, Tone, Efficiency, Safety, Context Awareness, Tool Usage, Follow-through ## Phase 3: Visual Report (via /visualize) After scoring, generate the eval report as a **beautiful HTML dashboard** using the visualize skill: ### Report Structure 1. **Hero** — artifact name, overall score (big number), quality gate badge 2. **Radar Chart** — all dimensions plotted on a radar/spider chart (Chart.js) 3. **Dimension Cards** — each dimension as a card with score, bar, key notes 4. **Automated Audit** — pass/fail checklist with percentages 5. **Screenshots** — key views embedded (if HTML artifact) 6. **Fix List** — prioritized fixes as a kanban-style layout (critical / high / medium / low) 7. **Systemic Issues** — patterns that affect all outputs (flagged for SKILL.md fixes) 8. **History** — if re-evaluating, show before/after score comparison chart ### Report Filename `eval-report-[artifact-name]-[date].html` ### The report itself must score ≥ 9.0 on the visualize eval criteria. This is the ultimate dogfood test — our evaluation tool produces evaluations using our visualization tool. ## The Improvement Loop ``` Generate artifact (any skill) ↓ /evaluate → Spec + Score + Visual Report ↓ Review report → identify fixes ↓ Fix (systemic → SKILL.md, local → artifact) ↓ /evaluate again → compare scores ↓ Ship when gate = SHIP or EXCEPTIONAL ``` **Max 3 loops per artifact.** If it can't reach SHIP in 3 loops, the problem is in the skill — update the skill's instructions, not the artifact. ## Quick Start ``` # Evaluate a visualization /evaluate path/to/visualization.html # Evaluate with custom context /evaluate path/to/code-project --type code # Re-evaluate after fixes (tracks improvement) /evaluate path/to/visualization.html --loop 2 # Generate specs only (no scoring) /evaluate --specs-only --type dashboard ```