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 Codex Skill and standalone Python CLI that recommends which installed skill to read first for a task, for agents with many overlapping skills. It does not execute or install skills.
How it uses Jev
Jev uses Choice to rank skill descriptions and a separate Noul to judge if the group is useful, keeping up to three candidates per group. After reviewing body snippets, Choice and per-candidate Noul decide the recommendation. Thresholds: fit ≥ 0.80, Choice confidence ≥ 0.65.
Primitives:choicenoul
Technique worth stealing
Two-stage bounded recommendation: coarse Choice ranking plus Noul usefulness gate, then snippet review before final Choice/Noul.
Try it
python3 -I -B scripts/suggest.py suggest --task '...' --mode jev --prompt-key --out results/report.json
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 projectunclear0.59
- Shows a System One patternnot found in the excerpt0.30
- Describes handling uncertaintyunclear0.45
- Reports measured numbersnot found in the excerpt0.11
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.58
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.05 / 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 20 Sept 2026.