Automated README summary
Automatically summarized from the README on 1 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Claude Code mod for developers using many skills: it selects at most one skill per prompt, attaches its SKILL.md, and keeps every other skill listed by name so the model can still load it.
How it uses Jev
On each prompt.submit, Jev runs a choice question over all candidate skills (one-line descriptions as criteria, plus a none option) to rank them; if none wins, nothing is suggested. A second request reranks the top candidates, and the winner is attached as a hidden block.
Primitives:choice
Technique worth stealing
Use a choice question with a none option as a gate: if none ranks first, skip the second request entirely.
Try it
/plugin install jev-skill-suggestion --marketplace audichuang/jev-skill-suggestion, then set TYPESAFE_API_KEY.
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-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
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 material0.74
- Shows a System One patternnot found in the excerpt0.17
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.56
- Is a replica of the modelnot found in the excerpt0.19
- Solves a common problem (0–2)score on a 0–2 scale1.11 / 2
- About JevFound in material0.96
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 1 Nov 2026.