What it is
Study which Meta creatives stay up; let hosted Jev label the patterns.
What it does: Captures public Ad Library ads, classifies them with System One Choice questions, and charts longevity clusters in a local browser panel.
Why it belongs in the showcase: Real hosted Jev client with budget gate, cache, and no fabricated OCR.
Caveats: Research tool; Meta may break capture.
Evidence
Public MIT repo, created 2026-10-27, 1 star as of 2026-10-28. inference.py POSTs to https://api.typesafe.ai/v1/systemone with model jev-1.14.0 (or jev-latest), Choice questions per creative for format/hook/angle/offer/proof/objection/CTA plus audience; TYPESAFE_API_KEY required; paid classify capped at US$0.4999 per run with explicit authorization; OCR is local Tesseract only.
Caveats
- Longevity (≥60 days live) is not proof of spend or conversion
- Capture depends on Meta page layout and may mark incomplete without bypassing blocks
- README tested on Windows Python 3.14; other OS not verified
Unofficial case page. Stars / list position observed for heat; do not treat heat as a quality SLA. Review the upstream README before you depend on it.