Ai Bug Triage
petrkindlmann/qa-skills/skills/ai-bug-triage作者 petrkindlmannb3bb61bd268bMIT168 個星標收錄於 2026年10月9日更新於 2026年10月9日儲存庫4 個月前更新
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.
- b3bb61bd268b目前提交 b3bb61b發布於 2026年10月9日
來源與署名
來源：petrkindlmann/qa-skills位於skills/ai-bug-triage提交b3bb61b
授權條款： MIT
內容歸原作者所有。SourceWeft 從公開儲存庫中收錄這些內容。
更多來自 petrkindlmann/qa-skills 的技能
Visual Testing
petrkindlmann
指導使用 Playwright 截圖以及 Chromatic、Percy、Argos CI 等託管工具進行視覺回歸測試。
Unit Testing
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指導使用 Jest、Vitest 與 pytest 撰寫有效的單元測試，涵蓋測試替身、覆蓋率門檻、快照、假計時器與突變測試。
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.
Test Strategy
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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.
Test Planning
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為單一衝刺或發佈建立一頁式測試計畫，涵蓋涵蓋映射、工作量估算、優先順序排序、資源分配與排程。
Test Migration
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指導測試套件在不同框架之間增量移轉，例如 Selenium、Cypress 或 Jest 移轉到 Playwright 或 Vitest，並支援平行 CI。
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M5 Onboard
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透過 USB 偵測 M5Stack ESP32 開發板，燒錄 UIFlow 2.0 韌體並安裝 MicroPython 應用程式套件。
Cardputer Buddy
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指導迭代 Cardputer-Adv 的 MicroPython 應用程式套件：新增應用程式、透過 USB 序列埠推送檔案、查看日誌並執行 REPL 指令。
Web Design Guidelines
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依據從遠端來源取得的 Web Interface Guidelines 審查 UI 程式碼，並以 file:line 形式回報問題。
Vercel React Native Skills
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React Native 與 Expo 最佳實務規則，涵蓋清單效能、動畫、導覽、UI 模式、狀態與 monorepo 設定。
Vercel React Best Practices
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Vercel 的 React 與 Next.js 效能指南，以 70 條規則的形式用於撰寫、審查與重構程式碼。