FINDING #4196 · UNIT ID 1201921493
chtc66/academic-skills
Academic workflow skills for paper reading, survey writing, experiment summarization, rebuttal drafting, and weekly lab updates.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
73% 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
S10 · S10
Growth Telemetry
VELOCITY /D
2.54
ACCEL
-0.03
RETENTION
21.3%
PEAK 2026-05-08 · FORK-RETENTION 0.0% · 229 STARS / WINDOW
Author Audience
AUDIENCE
49
FOLLOWERS
17
OWNER ★
316
Engagement Signals
FORKS
24
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 229 / 229 (DIVERSITY 1.00)
Why This Is A Finding
chtc66/academic-skills собрал 229 звёзд за окно, тогда как у автора всего 17 подписчиков — эффективная аудитория ≈ 49. Это даёт surprise-индекс 0.0287 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 34% 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 34%
VELOCITY2.543.99-1.45ABOVE 30%
RETENTION21.3%17.1%+4.1 PPABOVE 59%
FORKS2490-65ABOVE 15%
SURPRISE0.030.01+0.02ABOVE 77%