agentic-usability

Initialize a new agentic-usability benchmark pipeline project. Use when setting up a new SDK benchmark, creating a config.json, or starting a new evaluation project.

Launch an interactive shell inside a microsandbox for debugging. Supports bare mode, executor setup, or judge setup with optional test case scaffolding.

Run the full evaluation pipeline (execute, judge, report) for an SDK usability benchmark. Use when running a complete benchmark end-to-end, resuming an interrupted pipeline, or checking pipeline status.

Execute benchmark test cases in sandboxed environments with AI agents. Spins up microsandbox containers for each test case and extracts solutions.

Export a benchmark pipeline as a zip file for sharing or archiving. Excludes cache and large snapshots.

Generate SDK usability test cases by exploring source code. Use when creating benchmark test suites, generating test cases for an SDK, or when the user wants to create evaluation scenarios.

Analyze benchmark results and identify SDK improvement areas. Use when reviewing evaluation results, finding failure patterns, identifying documentation gaps, or understanding API design issues.

Open the web UI to visually inspect, edit, and run the benchmark pipeline. Use when the user wants a visual interface for their pipeline.

Have an LLM judge compare reference and generated solutions, scoring on API discovery, correctness, completeness, and functional correctness.

Display a terminal scorecard of benchmark results showing pass rates, scores by difficulty, and per-test breakdowns. Use when the user asks about benchmark results, scores, or wants to see how their SDK performed.