← Back to model rankings
ModelDial · Model results

QoDuck

QoDuck · xhigh, showing maintainability. Results for all tested efforts are available below.

Maintainability55

QoDuck · xhigh

Backend engineering
70
Frontend interaction
80
Knowledge & reasoning
85
Visual aesthetics
64
Maintainability
55
Evaluation time
—
Cost
—

Maintainability · Evaluation time & API cost

Tasks & methodology

Tested configuration

Swipe to see all results →

Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
75.65708085645544m 58s—

Score breakdown

Overall score
75.65
Evaluation time
44m 58s
Cost
N/A

Code readability, organization and the cost of change.

Semantic clarity15 / 20

Naming, explicit responsibilities and readability.

Control-flow organization17 / 20

Execution paths, responsibility boundaries and logical structure.

Locality of changes15 / 20

The scope of rule changes and duplicated maintenance.

State and lifecycle18 / 20

State ownership, cleanup and lifecycle management.

Implementation economy17 / 20

Implementation complexity, useful abstractions and redundancy.

Subscores retain their original scale; the axis score uses a consistent conversion.

Data snapshot published · 11/13/2026Scoring & cost notes