Model Analysis

MiMo-V2.5

openrouter/xiaomi/mimo-v2.5

56.5

overall score

86.7% visible

86.1% hidden

67.8% intent

Tasks

Passed

Failed

Avg latency

11247ms

Total cost

$0.0534

Cluster Performance

Control Flow3 tasks

85.5

Data Pipelines3 tasks

62.7

State Isolation3 tasks

26.3

Duplication3 tasks

55.2

Modernization3 tasks

52.9

Task	Cluster	Score	Visible	Hidden	Intent	Latency
Inventory Operations by Handler refactor-class-to-functions	State Isolation	0.0	0	0	0	24581ms
Named Conversion Constants refactor-magic-numbers	Modernization	0.0	0	0	0	25368ms
Event Handler Registry refactor-event-handler	State Isolation	35.3	100	91	64	15397ms
Declarative Validation Rules refactor-validation-rules	Duplication	40.8	100	100	58	8402ms
Transaction Aggregation Without Mutable Accumulators refactor-global-state	State Isolation	43.5	100	100	67	6662ms
Student Classification Pipeline refactor-array-manipulation	Data Pipelines	61.8	100	100	75	13371ms
Order Processing Orchestration refactor-god-function	Modernization	62.0	100	100	77	9225ms
Shared Quarter Ranking Logic refactor-duplicate-code	Duplication	62.2	100	100	75	11489ms
Composable Sales Report Generation refactor-report-generator	Duplication	62.7	100	100	75	6560ms
ETL Record Transformation refactor-data-transformer	Data Pipelines	63.2	100	100	75	11256ms
Composable Department Pipeline refactor-promise-chain	Data Pipelines	63.2	100	100	75	5255ms
Operation Map Calculator refactor-calculator	Control Flow	72.6	100	100	85	6007ms
Guard Clauses for Nested Categorization refactor-nested-conditionals	Control Flow	87.4	100	100	91	10710ms
Template Literal Contact Card refactor-string-concat	Modernization	96.6	100	100	100	7454ms
Lookup Table for Status Text refactor-switch-to-map	Control Flow	96.6	100	100	100	6960ms

15tasks · Sorted by score (lowest first) · Intent = structural refactor compliance