FINDING #4300 · UNIT ID 1149547557
tsingyuai/scientify
Automatic and end-to-end scientific research workflow enabled by OpenClaw. Produces state-of-the-art level research results.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
85% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
12.91
ACCEL
+0.23
RETENTION
53.1%
PEAK 2026-07-09 · FORK-RETENTION 0.0% · 1,162 STARS / WINDOW
Author Audience
AUDIENCE
482
FOLLOWERS
106
OWNER ★
1,348
Engagement Signals
FORKS
122
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,162 / 1,162 (DIVERSITY 1.00)
Why This Is A Finding
tsingyuai/scientify собрал 1,162 звёзд за окно, тогда как у автора всего 106 подписчиков — эффективная аудитория ≈ 482. Это даёт surprise-индекс 0.0248 (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 33% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 33%
VELOCITY12.913.99+8.92ABOVE 83%
RETENTION53.1%17.1%+36.0 PPABOVE 97%
FORKS12290+33ABOVE 58%
SURPRISE0.020.01+0.01ABOVE 72%