Automated README summary
Automatically summarized from the README on 14 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An open-source Chrome/Edge extension for Xiaohongshu, Weibo, X and Zhihu. It folds posts by local keyword or blogger matching, and with your own Jev API key labels or folds ads and chosen topics.
How it uses Jev
For each new post, the extension sends its text (title, body, author, tags, reposts, first 15 Xiaohongshu comments) to Jev via the user's own API key. Jev returns probabilities for ad type, selected topics, and AI-generated ratio; the extension uses these to label or fold the content.
Primitives:choicescore
Technique worth stealing
Local keyword filtering runs without any API key; Jev is only called for semantic matching and topic/ad classification, with local caching to avoid repeat calls.
Try it
Download the latest release zip, load the unpacked folder in chrome://extensions, then paste your Jev API key in the popup.
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 projectnot found in the excerpt0.13
- Shows a System One patternnot found in the excerpt0.11
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.99
- Top-10 learning shortlist signalnot found in the excerpt0.26
- Is a replica of the modelnot found in the excerpt0.02
- Solves a common problem (0–2)score on a 0–2 scale1.06 / 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 14 Oct 2026.