FINDING #5109 · UNIT ID 1176053228
Silung/scholar-search-mcp
An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
80% 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
1.94
ACCEL
-0.04
RETENTION
9.1%
PEAK 2026-05-06 · FORK-RETENTION 0.0% · 175 STARS / WINDOW
Author Audience
AUDIENCE
32
FOLLOWERS
9
OWNER ★
228
Engagement Signals
FORKS
4
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 175 / 175 (DIVERSITY 1.00)
Why This Is A Finding
Silung/scholar-search-mcp собрал 175 звёзд за окно, тогда как у автора всего 9 подписчиков — эффективная аудитория ≈ 32. Это даёт surprise-индекс 0.0271 (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 20% 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 20%
VELOCITY1.943.99-2.05ABOVE 16%
RETENTION9.1%17.1%-8.1 PPABOVE 27%
FORKS490-85ABOVE 2%
SURPRISE0.030.01+0.01ABOVE 75%