Automated README summary
Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Port Cleanup is a native macOS app for developers and operators who need to decide which listening TCP ports are safe to stop. It shows each listener with local evidence and a typed Jev recommendation, but never stops anything automatically.
How it uses Jev
Per process, Port Cleanup sends Jev one finite-choice question: safe to stop, keep, or your decision. Jev returns a typed verdict/reason pair with confidence and the most material missing fact. The app maps this to its own text; kill recommendations require confidence ≥ 0.8 and supported evidence.
Primitives:choice
Technique worth stealing
Local forensic dossier plus typed AI judgment, gated by explicit human confirmation.
Try it
Download the notarized DMG from the latest release, or build locally with python3 scripts/build.py.
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 material0.93
- Shows a System One patternunclear0.44
- Describes handling uncertaintynot found in the excerpt0.09
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.90
- Top-10 learning shortlist signalnot found in the excerpt0.30
- Is a replica of the modelnot found in the excerpt0.10
- Solves a common problem (0–2)score on a 0–2 scale1.36 / 2
- About JevFound in material0.95
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 13 Oct 2026.