FINDING #3391 · UNIT ID 1321943369
LeaningLearner/codexbot
CodexBot lifecycle notifications through QQ
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
10% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S9 · CREATED JUST BEFORE WINDOW, STARS INVISIBLE IN ARCHIVE
Growth Telemetry
VELOCITY /D
11.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-08-08 · FORK-RETENTION 0.0% · 11 STARS / WINDOW
Author Audience
AUDIENCE
12
FOLLOWERS
1
OWNER ★
112
Engagement Signals
FORKS
1
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 11 / 11 (DIVERSITY 1.00)
Why This Is A Finding
LeaningLearner/codexbot собрал 11 звёзд за окно, тогда как у автора всего 1 подписчиков — эффективная аудитория ≈ 12. Это даёт surprise-индекс 0.21 (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 35% OF 5205 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5205 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 35%
VELOCITY11.009.00+2.00ABOVE 55%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS1469-468ABOVE 1%
SURPRISE0.210.01+0.21ABOVE 96%