Automated README summary
Automatically summarized from the README on 18 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
quick-qa-helper drives a real Android device from one checkable instruction, returning a pass/fail report and a single report image showing every step. It is for coding agents and developers running UI QA.
How it uses Jev
Jev selects the target element from the planner's description using Choice plus a Noul presence check, falling back to a Box question on the screenshot when the UI tree lacks a node. Two averaged Noul phrasings verify the planner's "done" claim, and safe mode runs a Jev check before state-changing taps.
Primitives:choicenoulscore
Technique worth stealing
Pair a fast planner with Jev for element selection and an independent Jev verifier, so completion claims are checked rather than trusted.
Try it
pip install git+https://github.com/ouor/quick-qa-helper, then quickqa "<task>" --app <package>.
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectnot found in the excerpt0.31
- Shows a System One patternFound in material0.93
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersunclear0.58
- Is a runnable toolFound in material0.93
- Top-10 learning shortlist signalnot found in the excerpt0.24
- Is a replica of the modelnot found in the excerpt0.11
- Solves a common problem (0–2)score on a 0–2 scale1.04 / 2
- About JevFound in material0.94
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 18 Oct 2026.