FINDING #4221 · UNIT ID 961295208
openags/paper-search-mcp
MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
75% 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
9.02
ACCEL
+0.06
RETENTION
27.1%
PEAK 2026-04-17 · FORK-RETENTION 0.0% · 1,624 STARS / WINDOW
Author Audience
AUDIENCE
527
FOLLOWERS
31
OWNER ★
2,323
Engagement Signals
FORKS
209
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,624 / 1,624 (DIVERSITY 1.00)
Why This Is A Finding
openags/paper-search-mcp собрал 1,624 звёзд за окно, тогда как у автора всего 31 подписчиков — эффективная аудитория ≈ 527. Это даёт surprise-индекс 0.0159 (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 29% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 29%
VELOCITY9.023.29+5.73ABOVE 80%
RETENTION27.1%11.3%+15.8 PPABOVE 83%
FORKS20999+110ABOVE 71%
SURPRISE0.020.01+0.01ABOVE 64%