FINDING #4497 · UNIT ID 1173501902
prod-forge/backend
Prod Forge is an open-source reference that shows how to build and operate a production-ready system: AI-assisted development, quality gates, CI/CD, infrastructure, observability, migrations, and rollback.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
33% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
32.67
ACCEL
-17.50
RETENTION
40.7%
PEAK 2026-08-08 · FORK-RETENTION 0.0% · 98 STARS / WINDOW
Author Audience
AUDIENCE
78
FOLLOWERS
7
OWNER ★
318
Engagement Signals
FORKS
14
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 98 / 98 (DIVERSITY 1.00)
Why This Is A Finding
prod-forge/backend собрал 98 звёзд за окно, тогда как у автора всего 7 подписчиков — эффективная аудитория ≈ 78. Это даёт surprise-индекс 0.28 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 48% OF 8676 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8676 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 48%
VELOCITY32.675.67+27.00ABOVE 91%
RETENTION40.7%33.3%+7.4 PPABOVE 55%
FORKS14339-325ABOVE 8%
SURPRISE0.280.00+0.27ABOVE 98%