Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A pre-commit hook for developers and agents: it checks whether the commit message matches the staged diff, flags debug leftovers and unmentioned work, and blocks only on a detected credential.
How it uses Jev
One Jev request asks five noul questions about the message and staged diff together: message is filler, contradicts the diff, debug leftovers, unmentioned work, secret shaped. The match answer combines by min, the three findings by max; code owns thresholds and the decision.
Primitives:noul
Technique worth stealing
One Jev call judges five typed questions in isolation against the same state, so code can threshold calibrated probabilities instead of parsing text.
Try it
Add the pre-commit snippet, run pre-commit install --hook-type commit-msg, or pipx install and write a commit-msg hook.
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 projectFound in material0.87
- Shows a System One patternFound in material0.79
- Describes handling uncertaintynot found in the excerpt0.09
- Reports measured numbersnot found in the excerpt0.10
- Is a runnable toolFound in material0.98
- Top-10 learning shortlist signalunclear0.40
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.77 / 2
- About JevFound in material0.98
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 20 Sept 2026.