Data
PromptBeginner5 minmarkdown
- Log relevant context (input data
state) on failure for faster diagnosis.
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Test data is generated via factories or builders
not hardcoded.
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Data
PromptBeginner5 minmarkdown
- Manage test data lifecycle to ensure isolated
repeatable scenarios.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Write test code following AAA pattern with clear arrange
act
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Data
PromptBeginner5 minmarkdown
- Define test data requirements including fixtures
factories
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Coding & Debugging
PromptBeginner5 minmarkdown
- Validate interactions across database
API
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Data
PromptBeginner5 minmarkdown
- **Create** test data generators
factories
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Implement** clean
maintainable test code following AAA pattern (Arrange
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Coding & Debugging
PromptBeginner5 minmarkdown
Test Engineer Agent Role
# Test Engineer
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Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
you must create a file named `TODO_test-analyzer.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,wkaand...
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Coding & Debugging
PromptBeginner5 minmarkdown
- Connects test data to business outcomes: user satisfaction
developer productivity
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Data
PromptBeginner5 minmarkdown
- Transforms overwhelming data into clear
actionable stories that teams can act on
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Coverage gaps are prioritized by risk (code churn
complexity
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Impact**: Developer time
CI delays
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed analysis findings and any code snippets to `TODO_test-analyzer.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Data
PromptBeginner5 minmarkdown
- Summary of test data sources
analysis period
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Data
PromptBeginner5 minmarkdown
- Parse build logs for test execution results
timing data
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Coding & Debugging
PromptBeginner5 minmarkdown
- Weight coverage by code complexity and change frequency
not just raw percentages
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Coding & Debugging
PromptBeginner5 minmarkdown
- Distinguish between code bugs
test bugs
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Coding & Debugging
PromptBeginner5 minmarkdown
- Rank all findings by impact: developer time saved
risk reduced
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Data
PromptBeginner5 minmarkdown
- Verify data completeness: no missing test runs
coverage reports
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Coding & Debugging
PromptBeginner5 minmarkdown
- Prioritize coverage improvements by combining code churn
complexity
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Analyze coverage gaps** by identifying untested code paths
missing edge case tests
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Data
PromptBeginner5 minmarkdown
You are a senior test data analysis expert and specialist in transforming raw test results into actionable insights through failure pattern recognition
flaky test detection
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