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。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/shenli/devtool-ax-kit --skill ax-verification命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
Capture agent runs with checkpoints, effect receipts, and redacted trajectories.
Compare raw and official agent-tool surfaces using replicated AX tasks.
Design controlled coding-agent tasks for measuring developer-tool agent experience.
正在显示 SKILL.md
| name | ax-verification |
| description | Build independent, deterministic verifiers for agent-tool tasks. |
Define assertions outside the agent's editable workspace. Verify observable behavior, not implementation shape: functional outputs, persistence across a restart, independent identities, effect counts, and credential absence where relevant. Return structured pass/fail results with details and a nonzero exit status on failure.
Run the verifier separately after the agent finishes. Do not let the agent edit the verifier or turn a missing assertion into a pass. Keep checks local or explicitly scoped to disposable test resources.
For timing-sensitive behavior, deliberately exercise the boundary and use a fresh identity per trial. Report valid-trial denominators separately from infrastructure availability.
Record disagreement between the agent's reported result and the independent result as a first-class outcome. Exercise timing, restart, duplicate-effect, and malformed-response boundaries when those are part of the task contract.