FINDING #3183 · UNIT ID 1207844328
Lifecycle-Innovations-Limited/claude-ops
Business operating system for Claude Code — 57 skills, 21 agents, smart daemon. Unified inbox (WhatsApp/Email/Slack/Telegram), autonomous PR merge, full-AWS monitoring, revenue (Stripe+RevenueCat), e-commerce (Shopify), marketing (Klaviyo/Meta/GA4), voice (Bland/ElevenLabs), APM (Datadog/NewRelic/OTEL), YOLO mode.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
60% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
101.33
ACCEL
-38.00
RETENTION
57.8%
PEAK 2026-09-22 · FORK-RETENTION 44.4% · 304 STARS / WINDOW
Author Audience
AUDIENCE
115
FOLLOWERS
7
OWNER ★
506
Engagement Signals
FORKS
58
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 304 / 304 (DIVERSITY 1.00)
Why This Is A Finding
Lifecycle-Innovations-Limited/claude-ops собрал 304 звёзд за окно, тогда как у автора всего 7 подписчиков — эффективная аудитория ≈ 115. Это даёт surprise-индекс 0.65 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 44.4% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 67% OF 9535 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9535 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 67%
VELOCITY101.335.67+95.67ABOVE 97%
RETENTION57.8%44.1%+13.7 PPABOVE 64%
FORKS58324-266ABOVE 22%
SURPRISE0.650.00+0.65ABOVE 100%