Identifies non-deterministic or unreliable tests through static code analysis and test result analysis.
SkillScore92Maintained
Automatic
◆QA & Test Engineering pack
Last verified 9/19/2026
What it changes
Passed 22 of 24 test cases with the skill, and 16 of 24 without it.
Without skill67%
With skill92%
Checks it passed that the model alone missed
specifies duration as a key in each JSON object
specifies test_name as a key in each JSON object
describes why the pattern causes non-determinism
and 7 more in the full report
7 fixed15 passed either way1 still failing1 broke
Pass-rate lift
+25 pp
Tokens
+82%
Agent turns
0%
Response time
-2%
Model gemini-3.6-flashMeasured 9/19/2026v122 of 24 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 7
Prompt
We have collected automated CI execution history across 50 runs in a file named `ci_runs.json`. We need to calculate flakiness metrics using the analysis script included in our repository. What is the exact command-line invocation to analyze this JSON file?
Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and expected outcomes. Use when writing QA test cases, creating test plans, defining acceptance tests, or preparing for feature validation.