Imbad0202/academic-research-skills-codex — GitHub trend

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FINDING #3222 · UNIT ID 1220899692

Imbad0202/academic-research-skills-codex

Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0102

ENGAGEMENT0.25

FRESHNESS1.64

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

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

20% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

63.67

ACCEL

-0.46

RETENTION

50.5%

PEAK 2026-07-31 · FORK-RETENTION 90.4% · 1,910 STARS / WINDOW

Author Audience

AUDIENCE

6,226

FOLLOWERS

824

OWNER ★

54,018

Engagement Signals

FORKS

440

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 1,910 / 1,910 (DIVERSITY 1.00)

Why This Is A Finding

Imbad0202/academic-research-skills-codex собрал 1,910 звёзд за окно, тогда как у автора всего 824 подписчиков — эффективная аудитория ≈ 6,226. Это даёт surprise-индекс 0.0102 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 90.4% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 66% OF 9595 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 9595 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.00ABOVE 66%

VELOCITY63.673.67+60.00ABOVE 97%

RETENTION50.5%24.6%+25.9 PPABOVE 92%

FORKS440115+325ABOVE 81%

SURPRISE0.010.01+0.00ABOVE 55%