Choose what to get done
Amdahl's law parallel speedup and efficiency
A pure function that, given a parallelizable fraction and processor count, returns Amdahl's-Law speedup, efficiency, and the asymptotic ceiling, graded on hidden numeric cases.
Clean-code smell scorecard for a method
A per-method clean-code smell scorecard: which thresholds each method exceeds (long method, too many arguments, deep nesting, and more), a 0-100 score, and a pass/warn/fail verdict.
Cyclomatic complexity with refactor flags
McCabe cyclomatic complexity per function from its control-flow graph, with a refactor flag for any that exceed your threshold.
Defect density per module with ranked hotspots
Defect density per module against your chosen size unit, the overall density, and a ranking of the most defect-dense modules.
Defect removal efficiency
Defect Removal Efficiency from pre-delivery vs escaped defect counts, with an optional per-phase breakdown.
Deployment pipeline and hosting
The app is deployed and the health endpoint returns 200.
Goal decomposed into an executable task plan
A goal broken into ordered, tool-assigned steps with a resolved, acyclic dependency graph, so an agent (or a team) can execute it without ambiguity.
Input guard against prompt injection
A reusable guard that enforces type, length, and charset per field and rejects inputs smuggling section-break delimiters or fake instruction/role markers, before the LLM sees them.
Maintainability index per module
The Maintainability Index (raw and 0-100 normalized) per module from Halstead volume, cyclomatic complexity, and lines of code, with a maintainability band.
Model router that sends each query to the right LLM
A routing function that dispatches each query to the right model by its type, normalizing case and falling back to a default for any unlisted type.
OpenAPI endpoint reference
A complete, well-formed reference for one endpoint: method, path, parameters (with every path placeholder covered), the required status codes, and a consistent request body.
Orchestration-pattern spec for a multi-agent workload
You get a complete, section-by-section orchestration-pattern spec for one named multi-agent pattern, with every declared agent role scoped and bounded, every published contraindication for that pattern answered in writing, and every pattern claim traced to a cited source.