FINDING #4769 · UNIT ID 228824550
coding-kitties/investing-algorithm-framework
Framework for quantitative trading. Complete framework for development, backtesting, and deploying automated trading algorithms and trading bots.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
55% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
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
4.29
ACCEL
+0.03
RETENTION
6.8%
PEAK 2026-04-19 · FORK-RETENTION 0.0% · 772 STARS / WINDOW
Author Audience
AUDIENCE
424
FOLLOWERS
65
OWNER ★
1,470
Engagement Signals
FORKS
204
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 772 / 772 (DIVERSITY 1.00)
Why This Is A Finding
coding-kitties/investing-algorithm-framework собрал 772 звёзд за окно, тогда как у автора всего 65 подписчиков — эффективная аудитория ≈ 424. Это даёт surprise-индекс 0.00924 (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 20% 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 20%
VELOCITY4.293.29+0.99ABOVE 60%
RETENTION6.8%11.3%-4.5 PPABOVE 32%
FORKS20499+105ABOVE 70%
SURPRISE0.010.01-0.00ABOVE 47%