Automated README summary
Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A toolkit for developers building agent systems: a zero-dependency Python client, a stdlib web dashboard, and ready examples for spam moderation, model routing, trade signals, and agent supervision, plus a script that farms free Jev credits via magic-link accounts.
How it uses Jev
decide() sends a state plus typed questions (noul/choice/score) to the Jev API and returns calibrated probabilities; the client rotates keys from keys.txt on 401/402 and retries 5xx/timeouts. Examples use the answers for moderation actions, model routing, buy/sell/wait, and continue/retry/verify/stop.
Primitives:choicescorenoul
Technique worth stealing
Treat Jev as a decision layer: one state, up to 20 typed questions, calibrated probabilities instead of generated text.
Try it
git clone, cp config.example.json config.json, python auto_register.py reg 5, then python jev_client.py run '...'
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 material0.91
- Shows a System One patternFound in material0.70
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.21
- Is a runnable toolFound in material0.90
- Top-10 learning shortlist signalnot found in the excerpt0.31
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.94 / 2
- About JevFound in material0.97
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 13 Oct 2026.