FINDING #2364 · UNIT ID 1250957639
withkynam/vibecode-pro-max-kit
Your AI forgets. This remembers. Spec-driven coding harness for vibecoders, product owners, CEOs and real builders — self-improving context memory, 15 agents, 33 skills working with /goal, agent-team, & workflow on autopilot loops with 0 need for human gate. Kills context rot, ships features, not spaghetti. Claude Code & Codex. Any stack
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
2% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.71
ACCEL
-0.36
RETENTION
35.0%
PEAK 2026-07-11 · FORK-RETENTION 0.0% · 19 STARS / WINDOW
Author Audience
AUDIENCE
153
FOLLOWERS
48
OWNER ★
1,054
Engagement Signals
FORKS
219
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 19 / 19 (DIVERSITY 1.00)
Why This Is A Finding
withkynam/vibecode-pro-max-kit собрал 19 звёзд за окно, тогда как у автора всего 48 подписчиков — эффективная аудитория ≈ 153. Это даёт surprise-индекс 0.014 (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 66% OF 6892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 66%
VELOCITY2.714.14-1.43ABOVE 34%
RETENTION35.0%40.6%-5.6 PPABOVE 41%
FORKS21989+130ABOVE 72%
SURPRISE0.010.01+0.00ABOVE 57%