FINDING #1676 · 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)
2% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.03
ACCEL
-0.05
RETENTION
2.2%
PEAK 2026-03-06 · FORK-RETENTION 75.9% · 366 STARS / WINDOW
Author Audience
AUDIENCE
3,821,445
FOLLOWERS
128,628
OWNER ★
2,754,002
Engagement Signals
FORKS
5,565
ISSUE AUTH
1
PR AUTH
41
UNIQUE STARGAZERS 366 / 366 (DIVERSITY 1.00)
Why This Is A Finding
microsoft/mcp-for-beginners собрал 366 звёзд за окно, тогда как у автора всего 128,628 подписчиков — эффективная аудитория ≈ 3,821,445. Это даёт surprise-индекс <0.000001 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 75.9% и 42 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 1% OF 1696 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1696 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 1%
VELOCITY2.032.82-0.79ABOVE 29%
RETENTION2.2%4.8%-2.6 PPABOVE 18%
FORKS5,5651,584+3,982ABOVE 81%
SURPRISE0.000.00-0.00ABOVE 0%