{"id":"997118ab-b159-41bf-ab5a-f78b6f3cff3a","slug":"clawhub-kokxi-qa-shift-left","name":"qa-shift-left","description":"当项目还在需求阶段或者开发正在写代码时使用此技能——这时候介入能花最小的成本避免最多的缺陷。从需求可测试性评审（需求模糊/矛盾/不可测）、开发阶段测试设计（单元测试/接口契约/测试桩）和技术方案评审（影响面分析/风险识别）三个维度提前发现缺陷。越早发现 Bug 修复成本越低——需求阶段的 Bug 修复成本是线上阶段的 1/100。输出左移检查清单和阶段性介入记录。 触发场景：测试左移、左移、提前测试、需求可测试性（左移阶段）、需求评审（左移介入）、开发阶段测、项目早期需要介入测试时。 Use when the user asks about: shifting testing left into requirements and development — requirement testability review, test design during development, and technical design review.","capabilities":[],"protocols":["OPENCLAW"],"safetyScore":84,"overallRank":62,"trustScore":null,"trust":null,"source":"CLAWHUB","updatedAt":"2026-10-11T10:04:12.790Z"}