Automated README summary
Automatically summarized from the README on 24 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python CLI that scans any public GitHub repo's open issues and ranks them by how small, clear, and self-contained they are, flagging issues someone already claimed. Aimed at first-time open-source contributors.
How it uses Jev
Each issue is sent to Jev in one request with five parallel questions: scope and clarity and context_needed as Score levels, actionable and claimed as Noul yes/no. Plain code in rank.py turns the answers into a Beginner score, size, and flags.
Primitives:scorenoul
Technique worth stealing
Ask one model several narrow typed questions in parallel per item, then rank with plain deterministic code and tuned thresholds.
Try it
git clone the repo, create a venv, pip install -e ., add TYPESAFE_API_KEY to .env, then run open-source-finder scan owner/name.
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 material0.86
- Shows a System One patternnot found in the excerpt0.07
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.65
- Top-10 learning shortlist signalnot found in the excerpt0.18
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.20 / 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 24 Oct 2026.