AI Fluency Score
The AI Fluency Score (0–100) measures how effectively you work with AI coding agents. It’s a composite metric derived from session patterns, not a simple token count.
What it measures
Section titled “What it measures”The score combines multiple signals:
- Session efficiency — cost per meaningful outcome (commits, files changed)
- Cache utilization — how well you leverage prompt caching
- Session patterns — consistent, focused sessions score higher
- Recovery rate — how quickly errors are resolved
Interpreting your score
Section titled “Interpreting your score”| Range | Level | Description |
|---|---|---|
| 0–39 | Beginner | Learning to work with AI agents effectively |
| 40–59 | Developing | Good fundamentals, room to optimize |
| 60–79 | Proficient | Consistent, effective AI collaboration |
| 80–100 | Expert | Highly optimized AI-first workflow |
Improving your score
Section titled “Improving your score”- Keep sessions focused — one task per session is more efficient than context-switching
- Reuse context — start sessions from the same project to maximize cache hits
- Review tool calls — unnecessary tool calls increase cost without outcomes
Plugin access
Section titled “Plugin access”After installing the plugin, ask Claude Code directly:
"What's my AI Fluency Score?"→ Uses get_fluency_score tool automatically