Model Analysis

MiniMax M2.7

minimax/MiniMax-M2.7

49.0

overall score

66.7% visible

66.7% hidden

55.8% intent

Tasks

Passed

Failed

Avg latency

49730ms

Total cost

$0.0931

Cluster Performance

Control Flow3 tasks

79.4

Data Pipelines3 tasks

45.0

State Isolation3 tasks

38.7

Duplication3 tasks

20.9

Modernization3 tasks

61.1

Task	Cluster	Score	Visible	Hidden	Intent	Latency
ETL Record Transformation refactor-data-transformer	Data Pipelines	0.0	0	0	0	64821ms
Shared Quarter Ranking Logic refactor-duplicate-code	Duplication	0.0	0	0	0	62860ms
Event Handler Registry refactor-event-handler	State Isolation	0.0	0	0	0	78939ms
Order Processing Orchestration refactor-god-function	Modernization	0.0	0	0	0	78807ms
Declarative Validation Rules refactor-validation-rules	Duplication	0.0	0	0	0	45352ms
Inventory Operations by Handler refactor-class-to-functions	State Isolation	53.9	100	100	73	99938ms
Guard Clauses for Nested Categorization refactor-nested-conditionals	Control Flow	54.8	100	100	73	48940ms
Transaction Aggregation Without Mutable Accumulators refactor-global-state	State Isolation	62.2	100	100	75	21186ms
Composable Sales Report Generation refactor-report-generator	Duplication	62.7	100	100	75	72803ms
Student Classification Pipeline refactor-array-manipulation	Data Pipelines	63.2	100	100	75	33737ms
Composable Department Pipeline refactor-promise-chain	Data Pipelines	71.8	100	100	83	36703ms
Named Conversion Constants refactor-magic-numbers	Modernization	86.6	100	100	92	53071ms
Operation Map Calculator refactor-calculator	Control Flow	86.7	100	100	92	30506ms
Template Literal Contact Card refactor-string-concat	Modernization	96.6	100	100	100	14756ms
Lookup Table for Status Text refactor-switch-to-map	Control Flow	96.6	100	100	100	3533ms

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