Automated README summary
Automatically summarized from the README on 3 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Wraps Jev, TypeSafe's typed classifier, as the `jev` plugin service for cc-cockpit projects, so other plugins can ask choice, yes/no and score questions instead of generating text.
How it uses Jev
Plugins call `ctx.services.use('jev')` then `jev.ask({ state, questions })` for one request, or `jev.grid(items, questions, { min, skip, workers })` for many items. Answers come back as calibrated probabilities (e.g. `r.answers.fail.noul`), with tokens, cost and timing; caps and usage are tracked app-wide.
Primitives:choicescorenoul
Technique worth stealing
Treat the classifier as a shared service: one typed-question API with app-wide atomic usage counters so parallel grids cannot overshoot caps.
Try it
`npm test` runs the unit tests; use `ccc jev ask` or the Jev panel to try it.
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 material0.67
- Shows a System One patternFound in material0.61
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.03
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.42
- Is a replica of the modelnot found in the excerpt0.02
- Solves a common problem (0–2)score on a 0–2 scale1.15 / 2
- About JevFound in material0.99
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 3 Nov 2026.