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
An MCP stdio server exposing guarded_search, guarded_fetch, and research_report for agents that research the web. It annotates or gates search results and fetched pages, and streams every decision to a local dashboard.
How it uses Jev
One Jev call per search result judges relevance, credibility, and worth-fetching; one call per fetched page judges answered, content class, and steering risk. Scores drive annotate or gate mode, are written to a JSONL ledger, and stream to the dashboard over SSE.
Primitives:choicescorenoul
Technique worth stealing
Judge every research step, not a sample, using atomic observable-signal criteria and a fail-open unscored badge instead of a misleading 0%.
Try it
Run SearXNG with JSON enabled, clone jev-client and jev-scout, npm install, then register the stdio server with Claude Code.
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 material0.94
- Shows a System One patternFound in material0.91
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.20
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.55
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.31 / 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 20 Sept 2026.