FINDING #3233 · 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)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
21.35
ACCEL
+0.22
RETENTION
21.2%
PEAK 2026-07-08 · FORK-RETENTION 0.0% · 3,843 STARS / WINDOW
Author Audience
AUDIENCE
388
FOLLOWERS
0
OWNER ★
3,883
Engagement Signals
FORKS
896
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 3,843 / 3,843 (DIVERSITY 1.00)
Why This Is A Finding
paullarionov/claude-certified-architect собрал 3,843 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 388. Это даёт surprise-индекс 0.0498 (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 46% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 46%
VELOCITY21.353.29+18.06ABOVE 93%
RETENTION21.2%11.3%+9.9 PPABOVE 74%
FORKS89699+797ABOVE 93%
SURPRISE0.050.01+0.04ABOVE 100%