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catalan-adobe/ai-fluency-assessment

Assess your AI fluency using Anthropic's 4D framework (Dakan, Feller & Anthropic, 2025). Scans Claude Code sessions, runs LLM-based behavior classification on all messages, asks a self-assessment questionnaire for 6 unobservable behaviors, and generates a visual HTML report with scores and actionable feedback. Use when "assess fluency", "AI fluency", "fluency report", "fluency assessment", "4D framework", or "how AI fluent am I".

75

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94%

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Overview
Quality
Evals
Security
Files

REPORT-SPEC.mdreferences/

Report Specification

Design system, layout, and formatting for the AI Fluency HTML report.

Design System

  • Font: Inter (Google Fonts import) with system fallback
  • Background: #FAFAF9, Surface: #FFFFFF, Border: #E7E5E4
  • Competency colors:
    • Delegation: #2563EB (blue), light: #EFF6FF
    • Description: #7C3AED (purple), light: #F5F3FF
    • Discernment: #0891B2 (cyan), light: #ECFEFF
    • Diligence: #059669 (green), light: #ECFDF5
  • Score colors: 1=#EF4444, 2=#F97316, 3=#EAB308, 4=#22C55E, 5=#10B981

Report Structure

  1. Header: Title, date, overall score (large number with level label)

  2. Overall Score Card: Large score with Novice/Emerging/Developing/Proficient/Expert label. Compute as average of 4 competency scores.

  3. Key Takeaways: Profile summary ("Your Profile: [type]") with two columns — "What You Do Well" (4 strengths with evidence) and "Where You Can Level Up" (4 growth areas with actionable advice). Include a callout box with one concrete habit to try.

  4. 4 Competency Summary Cards: Each shows competency name, color-coded score, progress bar, and sub-competency breakdown. Score = average of sub-competency scores. Sub-competency score = average of behavior scores within it.

  5. Strengths & Growth Areas: Side-by-side cards showing top 3 strengths (highest-scored behaviors) and top 3 growth areas (lowest-scored behaviors with specific recommendations).

  6. Behavior Heatmap: Horizontal bar chart ranking all 18 classified behaviors by LLM match count. Scale bars relative to the highest behavior (highest = 100% width). Show absolute message counts. Color bars by competency color.

  7. Top Projects Breakdown: Horizontal bar chart showing message volume per project (top 10), scaled relative to the busiest project.

  8. Footer: Framework attribution, generation date, classification method

Heuristic Bar Formatting

  • Label: "Detected in" (NOT "Detection rate")
  • Value: "N messages" (NOT "N (X%)")
  • Bar width: Scale relative to the max behavior count
  • Projects: Label as "Strongest in" with just project names (NO percentages)

references

FRAMEWORK.md

REPORT-SPEC.md

SKILL.md

tile.json