FINDING #2965 · UNIT ID 960665821
microsoft/mcp-for-beginners
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.78
ACCEL
-0.04
RETENTION
2.8%
PEAK 2026-03-06 · FORK-RETENTION 48.2% · 500 STARS / WINDOW
Author Audience
AUDIENCE
3,712,626
FOLLOWERS
125,101
OWNER ★
2,680,005
Engagement Signals
FORKS
5,467
ISSUE AUTH
4
PR AUTH
70
UNIQUE STARGAZERS 500 / 500 (DIVERSITY 1.00)
Why This Is A Finding
microsoft/mcp-for-beginners собрал 500 звёзд за окно, тогда как у автора всего 125,101 подписчиков — эффективная аудитория ≈ 3,712,626. Это даёт surprise-индекс <0.000001 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 48.2% и 74 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 1% OF 2987 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 2987 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 1%
VELOCITY2.782.84-0.07ABOVE 49%
RETENTION2.8%6.8%-4.0 PPABOVE 20%
FORKS5,4671,065+4,402ABOVE 85%
SURPRISE0.000.00-0.00ABOVE 0%