FINDING #3315 · UNIT ID 1181765719
paullarionov/claude-certified-architect
This repository contains study materials for the **Claude Certified Architect — Foundations** certification.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
68% 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
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
29.17
ACCEL
+0.19
RETENTION
21.2%
PEAK 2026-07-08 · FORK-RETENTION 0.0% · 2,625 STARS / WINDOW
Author Audience
AUDIENCE
388
FOLLOWERS
0
OWNER ★
3,883
Engagement Signals
FORKS
896
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,625 / 2,625 (DIVERSITY 1.00)
Why This Is A Finding
paullarionov/claude-certified-architect собрал 2,625 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 388. Это даёт surprise-индекс 0.0681 (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 48% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 48%
VELOCITY29.173.99+25.17ABOVE 93%
RETENTION21.2%17.1%+4.1 PPABOVE 59%
FORKS89690+807ABOVE 93%
SURPRISE0.070.01+0.06ABOVE 98%