Automated README summary
Automatically summarized from the README on 28 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Three tools for coding agents: review-router routes pull requests to full or quick review, jev-gate gates agent commands, and layer.py handles route, rank and keep decisions. For developers using AI coding agents.
How it uses Jev
Jev answers typed questions on state: jev-gate asks whether a command is destructive; route picks a model tier; rank orders options; keep decides which context items stay. Results are calibrated probabilities compared against user-configured thresholds.
Primitives:choicescorenoul
Technique worth stealing
Deterministic hard rules run before the model, because the model was least reliable where a hard rule is easiest to write.
Try it
claude plugin marketplace add eugeniughelbur/jev-engineering; or ./jev_gate.py --explain "git push --force origin main"
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 material0.82
- Shows a System One patternFound in material0.69
- Describes handling uncertaintynot found in the excerpt0.09
- Reports measured numbersFound in material0.97
- Is a runnable toolFound in material0.78
- Top-10 learning shortlist signalFound in material0.62
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.87 / 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 28 Sept 2026.