Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A graded relevance evaluation over the Agent Skills Hub catalog (33,047 skills, MCP servers, coding-agent tools) with 164 Chinese/English/mixed queries and 9,831 labelled pairs, comparing Jev reranking against lexical, embedding, and fusion baselines.
How it uses Jev
Jev is used as a score reranker over another system's top 30 candidates, one API call per query, and also as one of two judges producing 0–3 relevance labels. The README does not describe how Jev is called in code beyond the OpenRouter /alpha/decisions endpoint.
Primitives:score
Technique worth stealing
Re-score every system under three label sets, including one Jev had no part in, to expose judge circularity.
Try it
python -m jse robustness (no API calls); full tables in results/robustness.md
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 excerpt0.34
- Shows a System One patternnot found in the excerpt0.13
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersunclear0.45
- Is a runnable toolnot found in the excerpt0.11
- Top-10 learning shortlist signalnot found in the excerpt0.25
- Is a replica of the modelnot found in the excerpt0.14
- Solves a common problem (0–2)score on a 0–2 scale1.06 / 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 20 Sept 2026.