Automated README summary
Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Jevest is a GitHub Action that reviews pull requests. A read-only agent finds issues, a verifier checks them, and Jev decides what to triage, route and label. For teams wanting calibrated, low-noise PR review.
How it uses Jev
Jev routes each surviving finding to publish or question, triages PR metadata, profiles hunks, and decides the merge gate. It never judges code; it recognizes text. Confidence bands pick the action: auto-publish, ask a human, or fail closed.
Primitives:choicescore
Technique worth stealing
Use Jev as a decision layer around an LLM: it recognizes text, not code, and confidence bands route actions.
Try it
Add .github/workflows/jevest.yml with tincke10/Jevest@v1 and secrets TYPESAFE_API_KEY and CLAUDE_CODE_OAUTH_TOKEN.
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 material0.86
- Shows a System One patternFound in material0.81
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.12
- Is a runnable toolFound in material0.69
- Top-10 learning shortlist signalnot found in the excerpt0.39
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.98 / 2
- About JevFound in material0.97
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 13 Oct 2026.