Automated README summary
Automatically summarized from the README on 23 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A personal app that automatically collects stock-related news from RSS feeds and Finnhub, then uses Jev to rate relevance and impact and classify as positive/negative/neutral, displaying results on a web timeline for the user's holdings and market topics.
How it uses Jev
For each article–stock link, Jev is asked in one request for relevance and impact (0–10) and positive/negative/neutral. For market topics, it asks whether the news affects the whole market. Articles with both scores above thresholds (default 6·6) appear on the timeline; similar titles within 24h reuse prior evaluations.
Primitives:scorechoice
Technique worth stealing
Batch multiple judgments (relevance, impact, sentiment) into one Jev request per article–stock link, and cache similar-title evaluations to reduce calls.
Try it
Copy .env.example to .env, fill required keys, then run `docker compose up -d --build`.
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 projectFound in material0.95
- Shows a System One patternunclear0.50
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.03
- Is a runnable toolFound in material0.98
- Top-10 learning shortlist signalunclear0.58
- Is a replica of the modelnot found in the excerpt0.02
- Solves a common problem (0–2)score on a 0–2 scale0.92 / 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 23 Oct 2026.