Given-Dream/sciencedirect-live-session-fetcher — GitHub trend

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FINDING #2641 · UNIT ID 1194981627

Given-Dream/sciencedirect-live-session-fetcher

Reusable scripts and a Codex skill for serial ScienceDirect PDF fetching through a live authorized Edge session.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0292

ENGAGEMENT0.20

FRESHNESS1.00

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

8% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

1.86

ACCEL

+0.32

RETENTION

62.5%

PEAK 2026-08-28 · FORK-RETENTION 0.0% · 13 STARS / WINDOW

Author Audience

AUDIENCE

FOLLOWERS

OWNER ★

185

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 13 / 13 (DIVERSITY 1.00)

Why This Is A Finding

Given-Dream/sciencedirect-live-session-fetcher собрал 13 звёзд за окно, тогда как у автора всего 5 подписчиков — эффективная аудитория ≈ 24. Это даёт surprise-индекс 0.0292 (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 73% OF 9755 FINDINGS

#01wang2122/sprix-sage-router[ PYTHON ]0.81 #07MddIdd/mdd-sim-gateway[ PYTHON ]0.43 #10zeenie-ai/OpenCompany[ PYTHON ]0.39 #15HRuiCcc/music-geshizhuanhuan[ PYTHON ]0.32 #16litaolemo/xtquant_big_convert[ PYTHON ]0.32

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.00ABOVE 73%

VELOCITY1.863.71-1.86ABOVE 17%

RETENTION62.5%37.5%+25.0 PPABOVE 85%

FORKS1190-79ABOVE 14%

SURPRISE0.030.01+0.02ABOVE 77%