Automated README summary
Automatically summarized from the README on 31 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A FederationLib plugin for PHP that reviews reports, evidence, entities and content scans to combat spam, scams, phishing and malware, acting only when a System One model is confident.
How it uses Jev
Jev makes narrow judgments on structured state: a Choice of NORMAL/SUSPICIOUS/MALICIOUS (asked again reversed), Nouls for scams, phishing, malware and bait, a Choice of incident type, and for blacklisting a Choice of BLACKLIST/DO_NOT_BLACKLIST plus a harm Score. Code gates actions on confidence and agreement.
Primitives:choicescorenoul
Technique worth stealing
Code owns the workflow and computes counts, ages and text signals; the model only makes narrow, confidence-gated judgments on structured state.
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 projectnot found in the excerpt0.36
- Shows a System One patternunclear0.50
- Describes handling uncertaintyunclear0.49
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.95
- Top-10 learning shortlist signalnot found in the excerpt0.16
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.58 / 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 31 Oct 2026.