Automated README summary
Automatically summarized from the README on 20 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Three stdlib-only Python scripts that use Jev to score every item of a list on written criteria, merge near-duplicates, and recall entries relevant to one sentence, for people who need reproducible judgments over long lists.
How it uses Jev
Jev answers Score axes per item (sorted by weighted combined score), Noul questions for near-duplicate pairs asked in both orders and averaged, and Noul relevance questions for recall. Facts like has_demo become deterministic field penalties rather than Jev questions.
Primitives:scorenoulchoice
Technique worth stealing
One item per request, several questions per state, and pair questions asked in both orders then averaged.
Try it
export TYPESAFE_API_KEY=... then run python3 scripts/jev_rank.py --items examples/ideas/items.json --config examples/ideas/axes.json --out out/rank
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 material0.94
- Shows a System One patternFound in material0.75
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersunclear0.51
- Is a runnable toolunclear0.56
- Top-10 learning shortlist signalunclear0.43
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.26 / 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 Oct 2026.