ai-bug-triage SKILL.md skillA
ai-bug-triage from petrkindlmann/qa-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add petrkindlmann/qa-skills/ai-bug-triage@v2.0Pins v2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- petrkindlmann/qa-skills
- Path
skills/ai-bug-triage/SKILL.md- Versions recorded
- 5
- Latest version
- v2.0, committed Jun 10, 2026
- First version recorded
- Mar 30, 2026
- Size
- 21,092 bytes
- Repository stars
- 198
- License
- MIT
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.…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
<objective> A hybrid pipeline for bug classification, deduplication, and ticket generation. Deterministic fingerprinting handles deduplication (what LLMs are bad at); LLM handles explanation, severity assessment, and ticket writing (what LLMs are good at). **Key reframe:** The LLM is best at explaining and routing, not deduplication. Teach agents to DESIGN the pipeline, not BE the pipeline. </objective> --- ## Discovery Questions Check `.agents/qa-project-context.md` first — it carries tech stack, component mapping, and known flaky areas that improve classification accuracy. Use it and skip anything already answered there. Then clarify: 1. **What is the failure source?** - CI pipeline logs (GitHub Actions, GitLab CI, Jenkins, CircleCI) - Test framework output (Playwright, Jest, pytest, Vitest) - Production error monitoring (Sentry, Datadog, Bugsnag) - Manual bug reports from QA or users 2. **What is the ticket destination?** - Jira, Linear, GitHub Issues, Azure DevOps, Shortcut - What fields are required? (component, severity, priority, labels) - What workflows exist? (triage board, auto-assignment rules) 3. **What is the deduplication scope?** …
Read the whole file at its exact version.
How to install
mdr add petrkindlmann/qa-skills/ai-bug-triage@sha256:17b7e094eb8fce17The line at the top of this page pins the label v2.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_sqausc3n2j4ymn3i)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Mar 30, 2026 and Jun 10, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0 latest | 2026-06-10 | 5e772b2 | 21,092 B | A | view · diff |
| v2.0 | 2026-06-10 | bcd1201 | 21,075 B | A | view · diff |
| v1.0 | 2026-05-30 | d9b4edd | 18,055 B | A | view · diff |
| v1.0 | 2026-05-10 | dcdf02c | 20,394 B | A | view · diff |
| v1.0 | 2026-03-30 | 59713a4 | 18,847 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (21092 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
petrkindlmann/qa-skills · 198 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_sqausc3n2j4ymn3i GET https://markdownregistry.com/api/v1/resolve?ref=petrkindlmann/qa-skills/ai-bug-triage GET https://markdownregistry.com/api/v1/blob/17b7e094eb8fce17f8449d1e2a50895395e228ea88951ed55d355a220eca7a61
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.