muse-wonder
muse-wonder has 4 tested configurations. Its highest published overall score is 81.55 at max. See the axis results, time and cost below.
Overall score81.55
muse-wonder · max
- Backend engineering
- 82
- Frontend interaction
- 84
- Knowledge & reasoning
- 90
- Visual aesthetics
- 73
- Maintainability
- 59
- Evaluation time
- 40m 8s
- Reference cost
- $6.78
Complete evaluation · API reference cost
Score breakdown
- Overall
- 81.55
- Evaluation time
- 40m 8s
- Reference cost
- $6.78
Service logic, error handling and verification.
Contracts and boundaries18 / 20
API contracts, input validation and boundary behavior.
Retries and failures19 / 20
Recovery, retry conditions and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection and audit evidence.
Transactions and consistency18 / 20
State transitions, concurrency and consistency.
Caching and regression15 / 20
Invalidation, data updates and regression coverage.
What changes with more effort
Compare scores, cost and time at neighboring tested efforts.
xhigh max
- Overall score
- +4.5 pts 77.05 → 81.55
- Reference cost
- +$1.67 $5.11 → $6.78
- Evaluation time
- +30.5% 30m 45s → 40m 8s
Results by reasoning effort
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Visual aesthetics | Maintainability | Evaluation time | Reference cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| default | 67.30 | 72 | 79 | 60 | 68 | 59 | 9m 50s | $2.49 | |
| high | 74.90 | 76 | 78 | 80 | 68 | 59 | 19m 41s | $3.30 | |
| xhigh | 77.05 | 77 | 85 | 80 | 73 | 57 | 30m 45s | $5.11 | |
| max | 81.55 | 82 | 84 | 90 | 73 | 59 | 40m 8s | $6.78 |
Data snapshot published · 10/13/2026Scoring & cost notes