FINDING #479 · UNIT ID 1287804060
aipoch/open-science
AIPOCH Open-Science is an open-source, local-first, model-agnostic AI research workbench for macOS, Windows, and Linux, with scientific agents, Python/R notebooks, data connectors, and reproducible provenance.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
5% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S9 · CREATED JUST BEFORE WINDOW, STARS INVISIBLE IN ARCHIVE
S11 · ONE ACCOUNT GENERATES MOST OF THE "COMMUNITY" ACTIVITY
Growth Telemetry
VELOCITY /D
2.26
ACCEL
+0.12
RETENTION
6.8%
PEAK 2026-09-06 · FORK-RETENTION 28.6% · 203 STARS / WINDOW
Author Audience
AUDIENCE
1,342
FOLLOWERS
75
OWNER ★
5,961
Engagement Signals
FORKS
265
ISSUE AUTH
6
PR AUTH
59
UNIQUE STARGAZERS 203 / 203 (DIVERSITY 1.00)
Why This Is A Finding
aipoch/open-science собрал 203 звёзд за окно, тогда как у автора всего 75 подписчиков — эффективная аудитория ≈ 1,342. Это даёт surprise-индекс 0.00163 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 28.6% и 65 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 15% OF 563 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 563 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY2.262.77-0.51ABOVE 35%
RETENTION6.8%22.5%-15.7 PPABOVE 23%
FORKS2651,997-1,732ABOVE 23%
SURPRISE0.000.00+0.00ABOVE 69%