Automated README summary
Automatically summarized from the README on 28 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
jevmod gives every message a probability for spam, scam, harassment, nsfw, off-topic, self-harm, doxxing, sexual content involving minors, and for rules written in plain English. It is for community owners and developers who want to set their own thresholds and actions.
How it uses Jev
Jev answers yes/no questions about a message and returns probabilities; no text is generated. jevmod asks these questions per category and per plain-English rule, compares each probability to the threshold you set, and turns the result into an action (flag, delete, timeout). Every decision is logged with its numbers.
Primitives:choice
Technique worth stealing
Ask yes/no questions about a message and use the returned probabilities against thresholds you own.
Try it
pip install jevmod; jevmod check "some text"
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 material0.89
- Shows a System One patternFound in material0.80
- Describes handling uncertaintynot found in the excerpt0.17
- Reports measured numbersnot found in the excerpt0.24
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.55
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.98 / 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 28 Sept 2026.