pixeltable/pixeltable

聚合PR人工与自动化审查反馈，验证假设并重构设计以消除冗余抽象。通过最小化变更满足需求，避免补丁式修复，保持代码简洁。

npx skills add pixeltable/pixeltable --skill address-the-review -g -y

评估代码变更的潜在影响范围，通过运行真实代码验证安全性，而非仅依赖静态分析。用于审查不确定的 Diff 或预测修改可能引发的连锁故障。

npx skills add pixeltable/pixeltable --skill blast-radius -g -y

用于审查代码变更、PR或Diff，通过验证需求、代码逻辑和保证来评估变更必要性及风险。提供结构化发现、维护建议和问题清单，适用于深入代码审查场景。

npx skills add pixeltable/pixeltable --skill review-the-change -g -y

模拟用户执行产品任务，定位流程断点与错误状态。提供会话、审查、研究等命令，辅助产品经理进行体验走查和决策分析。

npx skills add pixeltable/pixeltable --skill walk-the-job -g -y

Review a Pixeltable pull request, branch or diff the way Marcel Kornacker reviews it. The review asks what the change will cost its future readers: can each class and function be stated as a crisp abstraction, does the change evolve abstractions rather than shoehorn requirements into them, is the code free of the classic smells, and can a reader new to the code follow it. Then ownership, semantics, API shape, failure paths, errors, tests and docs. Produces short inline comments plus a summary, as a draft for him to post. Built from his coding guidelines and about 1,900 of his review comments on pixeltable/pixeltable (2023-09 to 2026-10). Use when Marcel asks for a review of a PR, branch, commit range or local diff in pixeltable or pixeltable-cloud.

npx skills add pixeltable/pixeltable --skill articulate-the-abstraction -g -y

基于第一性原理对PR、设计或代码变更进行深度审查，挑战需求与假设，评估实现正确性，追求行为保留下的简化与架构合理性。

npx skills add pixeltable/pixeltable --skill challenge-the-design -g -y

用于代码审查的 Agent Skill，通过结构化方法评估 PR 或提交的抽象清晰度、命名、测试及文档，生成可发布的评论草稿。

npx skills add pixeltable/pixeltable --skill structure-review -g -y