Ai Bug Triage

petrkindlmann/qa-skills/skills/ai-bug-triage

作者 petrkindlmannb3bb61bd268bMIT168 个星标收录于 2026年10月9日更新于 2026年10月9日仓库4个月前更新

Hybrid fingerprint + LLM pipeline for bug classification, deduplication, and ticket generation. Normalizes CI logs, creates stable fingerprints, clusters near-duplicates, then uses LLM for severity classification and ticket writing. Includes bug reporting templates and severity/priority matrix. Use when: "bug triage," "classify bugs," "failure analysis," "auto-classify," "CI failures," "bug report," "defect template." Not for: runtime self-healing of one flaky locator — use test-reliability. Not for: designing new tests from production telemetry — use observability-driven-testing. Related: qa-metrics, qa-dashboard, ci-cd-integration, qa-project-context.

仅公开文件列表。将技能安装到工作区后即可查看文件内容。

路径大小类型
references/ci-failure-analysis.md13.4 KBtext/markdown
references/classification-taxonomy.md11.1 KBtext/markdown
references/pipeline-prompts-and-integration.md4.2 KBtext/markdown
SKILL.md20.6 KBtext/markdown

来源与署名

来源:petrkindlmann/qa-skills位于skills/ai-bug-triage提交b3bb61b

许可证: MIT

内容归原作者所有。SourceWeft 从公开仓库中收录这些内容。

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更多来自 petrkindlmann/qa-skills 的技能

Visual Testing

petrkindlmann

指导使用 Playwright 截图以及 Chromatic、Percy、Argos CI 等托管工具进行视觉回归测试。

Software Development1684个月前更新

Unit Testing

petrkindlmann

指导使用 Jest、Vitest 和 pytest 编写有效的单元测试,涵盖测试替身、覆盖率门禁、快照、假定时器和变异测试。

Software Development1684个月前更新

Test Suite Curation

petrkindlmann

Audit a whole regression suite and prune/restructure it with evidence: per-test coverage fingerprinting, AST near-duplicate clustering, CI-history mining for never-failing and flaky tests, prune decision rules (redundant/obsolete/low-value/keep), smoke/core/extended tiering by risk and defect-detection history, and a defensible "what we deleted and why" record. Deletion is destructive — quarantine and human sign-off are mandatory. Use when: "audit the test suite," "prune redundant tests," "find duplicate tests," "which tests can we delete," "restructure into smoke/core/extended," "is this test pulling its weight," "shrink the regression suite." Not for: Judging whether an individual test is WELL-WRITTEN (smells, assertions) — that is ai-qa-review. Healing one flaky test at runtime — that is test-reliability. Bulk selector regeneration after a UI refactor — that is selector-drift-recovery. Related: ai-qa-review, coverage-analysis, test-reliability, risk-based-testing, qa-project-context.

待分类1684个月前更新

Test Strategy

petrkindlmann

Produce a multi-quarter QA strategy document. Covers scope, risk-based prioritization, test levels (unit/integration/E2E), pyramid analysis, entry/exit criteria, quality KPIs, tool selection rationale, CI scaling levers, and timeline planning. Output is an actionable strategy document, not a shelf document. Use when: "test strategy," "QA strategy doc," "testing approach," "QA roadmap," "multi-quarter QA direction." Not for: a single-sprint or single-release plan — use test-planning. Not for: identifying which areas carry the most risk — use risk-based-testing first. Related: risk-based-testing, qa-metrics, release-readiness, test-planning, test-reliability.

待分类1684个月前更新

Test Planning

petrkindlmann

为单个冲刺或发布制定一页式测试计划,涵盖覆盖映射、工作量估算、优先级排序、资源分配与排期。

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Test Migration

petrkindlmann

指导测试套件在不同框架之间增量迁移,例如 Selenium、Cypress 或 Jest 迁移到 Playwright 或 Vitest,并支持并行 CI。

Software Development1684个月前更新