Automated README summary
Automatically summarized from the README on 2 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
jevkit is a small self-hosted HTTP server plus stdlib CLIs, agent skills, and a Pi tool that let coding agents ask Jev typed questions about code instead of reading it into their own context.
How it uses Jev
The server exposes /ask (noul/choice/score questions over a state or batch of up to 100 items) and /review (a fixed per-file diff triage rubric: needs_review, risk, category, security_concern, missing_tests). Clients call these endpoints; flagged files are returned with full diffs.
Primitives:choicescorenoul
Technique worth stealing
Route code classification through a self-hosted Jev server so agents get typed probabilities instead of pulling source into context.
Try it
docker build -t jevkit . && docker run -e TYPESAFE_API_KEY=... -p 8787:8787 jevkit
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 material0.84
- Shows a System One patternFound in material0.72
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.98
- Top-10 learning shortlist signalunclear0.53
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.27 / 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 2 Oct 2026.