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Type Evals

Synced: 2026-09-03

Flaky Test Analysis

Use this skill when you need to identify intermittent test failure patterns, evidence, candidate causes, and stabilization actions.

When to Use

  • Use this skill when you need to identify intermittent test failure patterns, evidence, candidate causes, and stabilization actions.
  • Use it to review an existing plan, result, or evidence set and produce actionable improvements.
  • Use it when context is incomplete but a bounded first pass is still valuable.

Workflow

  1. Read and follow prompts/flaky-test-analysis.md, including its input contract, execution rules, minimum coverage, and output order.
  2. Add only context that changes the decision: scope, environment, version, constraints, evidence, and success criteria.
  3. Audit the input, then separate confirmed facts, working assumptions, and open questions.
  4. Rank by risk and evidence strength, and produce an artifact that can be executed or reviewed directly.
  5. If information is missing, deliver a bounded first pass and state which conclusions remain unsupported.

Core Constraints

  • do not hide failures with blind retries
  • quarantine needs an owner and exit criteria
  • root-cause claims require reproducible evidence
  • Never invent system behavior, fields, data, metrics, or root causes absent from the evidence.
  • Link important conclusions to evidence; mark unsupported conclusions as hypotheses with a verification method.
  • Explain priority using business impact, likelihood, or detectability.

Common Pitfalls

  • Listing checks without preconditions, expected outcomes, or evidence.
  • Marking everything high priority and avoiding tradeoffs.
  • Substituting tool names or generic theory for domain reasoning.
  • Refusing incomplete input, or pretending incomplete evidence supports certainty.

Install & call

Platform

AI Tool

npm install (recommended)

npx skills add https://github.com/naodeng/awesome-qa-skills/tree/main/skills/en/testing-types/flaky-test-analysis -g -a codex -y

Quick install (one line)

Full script

Call example

@skill flaky-test-analysis
Using the current project context, produce an actionable result following this skill.
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