Quality Engineering Flaky Triage logo

Quality Engineering Flaky Triage

Community
HoangNguyen0403
quality-engineering-flaky-triage

Quarantines an intermittently failing test behind a ticket with an owner and expiry, assigns a root-cause bucket from isolated reruns, and defines when the test leaves quarantine. Use when a test is a QUARANTINE_CANDIDATE or fails without a code change; not for deterministic failures.

Overview

PublisherHoangNguyen0403
Repositoryagent-skills-standard
Skill namequality-engineering-flaky-triage
Stars
573
Forks
166
Bundled files
3
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 3 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by HoangNguyen0403 on GitHub. Read the source before you install it.

Installation

Install the Quality Engineering Flaky Triage AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/HoangNguyen0403/agent-skills-standard/tree/develop/.agents/skills/quality-engineering/quality-engineering-flaky-triage
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/HoangNguyen0403/agent-skills-standard.git /tmp/agent-skills-standard
mkdir -p .claude/skills
cp -r /tmp/agent-skills-standard/.agents/skills/quality-engineering/quality-engineering-flaky-triage .claude/skills/quality-engineering-flaky-triage
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Quality Engineering Flaky Triage in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Quality Engineering Flaky Triage on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Quality Engineering Flaky Triage is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Quality Engineering: Flaky Triage

Priority: P0 (CRITICAL)

Entry

Only a QUARANTINE_CANDIDATE verdict enters triage: the test fails intermittently across isolated reruns with no code change between runs. A deterministic failure is REAL_BUG_DO_NOT_HEAL and goes to dev-fix, never here.

Quarantine Contract

  • Quarantine means the test still runs, its result is reported, and it does not gate merge; it never means test.skip.
  • Every quarantined test carries a ticket with an owner and an expiry of at most 14 days. No ticket, no quarantine.
  • On expiry: fixed and un-quarantined, or expiry extended once with a written reason, or the test is deleted with the coverage gap recorded in the coverage report. Silent expiry is forbidden.
  • Record each entry in flake_quarantine[] as {test, ticket, expiry, bucket} so test-loop carries it in its handoff.

Root-Cause Buckets

ORDER_DEPENDENCE · SHARED_STATE · TIMING · ENVIRONMENT · DATA · PRODUCT_NONDETERMINISM. Assign exactly one from the evidence in Root-Cause Buckets; UNKNOWN is allowed only with the reruns that were tried.

Evidence Required

Run the test alone 10 times sequentially in the foreground. Record pass count, the failing run's artifact, and whether the failure reproduces with a fresh environment. Fewer than 10 isolated runs is not evidence; a pass on plain CI rerun is not evidence.

Un-quarantine

A test leaves quarantine only when the root cause is fixed and it passes 10 consecutive isolated green runs after the fix. Retries, longer timeouts, or a wider matcher are not fixes; they hide the bucket.

Reliability Impact

Each flaky test counts against suite_reliability_pct in quality-engineering-automation-health until its root cause is fixed; quarantine removes its reds from the merge gate, not from the report. State the quarantine count and the oldest expiry next to release_confidence.

Red Flags

"just add retries: 3" · "skip it for now, we'll come back" · "it passes locally" · "extend the expiry again" — each hides a bucket instead of naming it. Stop, run the 10 isolated reruns, assign the bucket.

Anti-Patterns

  • No skip as quarantine: a skipped test reports nothing; quarantine still runs and reports.
  • No ticketless quarantine: a quarantine without owner and expiry is a permanent skip in disguise.
  • No retry as fix: retries: N is not a fix; it raises the pass rate and leaves the bucket unnamed.
  • No un-quarantine on a single green: 10 consecutive isolated green runs after the fix, or it stays.

References

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Quality Engineering Flaky Triage AI skill do?

Quarantines an intermittently failing test behind a ticket with an owner and expiry, assigns a root-cause bucket from isolated reruns, and defines when the test leaves quarantine. Use when a test is a QUARANTINE_CANDIDATE or fails without a code change; not for deterministic failures.

Why use Quality Engineering Flaky Triage on TypingMind?

Because you install it once and use it with any model. Quality Engineering Flaky Triage is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Quality Engineering Flaky Triage in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/HoangNguyen0403/agent-skills-standard/tree/develop/.agents/skills/quality-engineering/quality-engineering-flaky-triage. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Quality Engineering Flaky Triage?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Quality Engineering Flaky Triage?

As many as you like. As long as a model supports skills, you can use Quality Engineering Flaky Triage with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Quality Engineering Flaky Triage AI skill free?

Yes. It is published on GitHub by HoangNguyen0403 under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

View all

Set up your own AI workspace now

Get notified about new features and future giveaways by subscribing to our newsletter 👇