Model Analysis

Kimi K2.5

openrouter/moonshotai/kimi-k2.5

46.4

overall score

60.0% visible

59.4% hidden

63.0% intent

Tasks

Passed

Failed

Avg latency

97968ms

Total cost

$0.1544

Cluster Performance

Control Flow3 tasks

79.4

Data Pipelines3 tasks

44.7

State Isolation3 tasks

31.6

Duplication3 tasks

5.9

Modernization3 tasks

70.2

Task	Cluster	Score	Visible	Hidden	Intent	Latency
ETL Record Transformation refactor-data-transformer	Data Pipelines	0.0	0	0	0	23237ms
Shared Quarter Ranking Logic refactor-duplicate-code	Duplication	0.0	0	0	0	57771ms
Declarative Validation Rules refactor-validation-rules	Duplication	0.0	0	0	0	134677ms
Composable Sales Report Generation refactor-report-generator	Duplication	17.6	0	0	58	136390ms
Transaction Aggregation Without Mutable Accumulators refactor-global-state	State Isolation	18.9	0	0	67	136758ms
Order Processing Orchestration refactor-god-function	Modernization	27.5	0	0	77	98490ms
Event Handler Registry refactor-event-handler	State Isolation	35.3	100	91	64	191142ms
Inventory Operations by Handler refactor-class-to-functions	State Isolation	40.6	100	100	64	217571ms
Guard Clauses for Nested Categorization refactor-nested-conditionals	Control Flow	54.8	100	100	73	58180ms
Composable Department Pipeline refactor-promise-chain	Data Pipelines	62.7	100	100	75	83531ms
Student Classification Pipeline refactor-array-manipulation	Data Pipelines	71.4	100	100	83	7692ms
Named Conversion Constants refactor-magic-numbers	Modernization	86.6	100	100	92	55256ms
Operation Map Calculator refactor-calculator	Control Flow	86.7	100	100	92	37603ms
Template Literal Contact Card refactor-string-concat	Modernization	96.6	100	100	100	136351ms
Lookup Table for Status Text refactor-switch-to-map	Control Flow	96.6	100	100	100	94875ms

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