FINDING #8000 · UNIT ID 826048982
codellm-devkit/python-sdk
The official Python SDK for Codellm-Devkit
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
72% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
2.47
ACCEL
+0.35
RETENTION
24.9%
PEAK 2026-08-15 · FORK-RETENTION 9.0% · 74 STARS / WINDOW
Author Audience
AUDIENCE
158
FOLLOWERS
67
OWNER ★
120
Engagement Signals
FORKS
80
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 74 / 74 (DIVERSITY 1.00)
Why This Is A Finding
codellm-devkit/python-sdk собрал 74 звёзд за окно, тогда как у автора всего 67 подписчиков — эффективная аудитория ≈ 158. Это даёт surprise-индекс 0.0125 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 9.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 17% OF 9594 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9594 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 17%
VELOCITY2.473.57-1.10ABOVE 32%
RETENTION24.9%23.8%+1.1 PPABOVE 52%
FORKS80144-64ABOVE 36%
SURPRISE0.010.01+0.01ABOVE 65%