FINDING #559 · UNIT ID 1287804060
aipoch/open-science
The open-source AI research workbench for scientific research and agent workflows. Local-first, model-agnostic desktop app with extensible skills, MCP tools and connectors, Python/R execution and traceable artifacts for reproducible research on macOS, Windows and Linux.
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
2.88
ACCEL
+0.04
RETENTION
2.5%
PEAK 2026-09-06 · FORK-RETENTION 44.4% · 259 STARS / WINDOW
Author Audience
AUDIENCE
1,673
FOLLOWERS
87
OWNER ★
7,495
Engagement Signals
FORKS
514
ISSUE AUTH
13
PR AUTH
117
UNIQUE STARGAZERS 259 / 259 (DIVERSITY 1.00)
Why This Is A Finding
aipoch/open-science собрал 259 звёзд за окно, тогда как у автора всего 87 подписчиков — эффективная аудитория ≈ 1,673. Это даёт surprise-индекс 0.00168 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 44.4% и 130 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 15% OF 657 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 657 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY2.882.80+0.08ABOVE 51%
RETENTION2.5%7.9%-5.3 PPABOVE 15%
FORKS5141,914-1,400ABOVE 25%
SURPRISE0.000.00+0.00ABOVE 70%