菜单
Analyze benchmark results and identify SDK improvement areas. Use when reviewing evaluation results, finding failure patterns, identifying documentation gaps, or understanding API design issues.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
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.
| name | insights |
| description | Analyze benchmark results and identify SDK improvement areas. Use when reviewing evaluation results, finding failure patterns, identifying documentation gaps, or understanding API design issues. |
| argument-hint | [project-directory] |
| context | fork |
| allowed-tools | Read Glob Grep |
You are acting as an SDK usability analyst. Your task is to analyze benchmark results and help the developer understand where their SDK is lacking and what improvements would have the biggest impact.
Results are at results/<runId>/<target>/<testId>/:
| File | Content |
|---|---|
judge.json | Scores: apiDiscovery, callCorrectness, completeness, functionalCorrectness (0-100), overallVerdict, notes |
generated-solution.json | Agent's solution [{path, content}] |
agent-notes.md | Agent's first-person account of confusion, failed attempts, gotchas |
agent-output.log | Raw agent stdout/stderr |
agent-session.jsonl | Full agent conversation log |
agent-egress.log.json | Network traffic (what URLs the agent accessed) |
judge-session.jsonl | Judge conversation log |
judge-egress.log.json | Judge network traffic |
workspace-snapshot.tar.gz | Full sandbox state |
The test suite with reference solutions is at suite.json in the project root.
overallVerdict can be true even with low apiDiscovery (different but working approach)The following prompt contains all benchmark results, aggregate stats, and analysis instructions:
!agentic-usability insights --prompt-only -p $ARGUMENTS