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Get Started Free →AI DevKit · Review and improve documentation for novice users. Use when users ask to review docs, improve documentation, audit README files, evaluate API docs, review guides, or improve technical writing.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -20% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 53% | 0% |
| case-19 | ✓→✗ | ▼ Worse | -3% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 5% | 0% |
Review documentation as a novice would experience it. Suggest concrete improvements.
| Rationalization | Why It's Wrong | Do Instead | |---|---|---| | "Developers will figure it out" | Novice users won't | Write for the least experienced reader | | "The code example speaks for itself" | Examples without context confuse | Add what it does and when to use it | | "Too much detail clutters the doc" | Missing detail blocks users | Include prerequisites and edge cases |
## [Document Name]
| Aspect | Rating | Notes |
|--------|--------|-------|
| Clarity | X/5 | ... |
| Completeness | X/5 | ... |
| Actionability | X/5 | ... |
| Structure | X/5 | ... |
**Issues:**
1. [High] Description (line X)
2. [Medium] Description (line X)
**Suggested Fixes:**
- Concrete fix with example textOther measured skills in the registry, with their headline benchmark lift.