FINDING #475 · UNIT ID 1092687660
marcusquinn/aidevops
Vibe-Coding is easy. DevOps is hard. OpenCode & Git token-efficient AI agent automation for your app, business, and personal development. Opinionated tools, services, CLI & API stack for speed, security, and 24/7 results. Open-source first. SOTA everything. Try on your repos for money-making magic.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
12% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
5.29
ACCEL
+2.46
RETENTION
86.7%
PEAK 2026-07-13 · FORK-RETENTION 0.0% · 37 STARS / WINDOW
Author Audience
AUDIENCE
173
FOLLOWERS
139
OWNER ★
339
Engagement Signals
FORKS
51
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 37 / 37 (DIVERSITY 1.00)
Why This Is A Finding
marcusquinn/aidevops собрал 37 звёзд за окно, тогда как у автора всего 139 подписчиков — эффективная аудитория ≈ 173. Это даёт surprise-индекс 0.0248 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 58% OF 1120 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1120 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.01+0.00ABOVE 58%
VELOCITY5.2913.86-8.57ABOVE 21%
RETENTION86.7%36.8%+49.9 PPABOVE 97%
FORKS5150+1ABOVE 50%
SURPRISE0.020.04-0.02ABOVE 37%