Automated README summary
Automatically summarized from the README on 6 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A zsh plugin for shell users that replaces recency-based autosuggestions with Jev-ranked candidates, showing inline ghost text from a pre-warmed cache and a live reranked Ctrl-Space picker.
How it uses Jev
Jev answers next_command (Choice over candidate IDs) and intent_fits (Noul) in one request, plus destructiveness asked separately and cached. Code combines Jev's probability with frecency, prefix, and cwd weights into a final score used for ranking and suppression.
Primitives:choicenoul
Technique worth stealing
Rank candidates before the keystroke: a daemon warms a cache on prompt context changes, so the typing path does no network or fork.
Try it
Clone, install with pip, set TYPESAFE_API_KEY and JEVSUGGEST_BIN, source the plugin, then run jevsuggest doctor.
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 material0.85
- Shows a System One patternunclear0.47
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.38
- Is a runnable toolFound in material0.94
- Top-10 learning shortlist signalnot found in the excerpt0.32
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.18 / 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 6 Oct 2026.