FINDING #9168 · 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)
0% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
9.67
ACCEL
-4.00
RETENTION
61.5%
PEAK 2026-08-26 · FORK-RETENTION 38.5% · 29 STARS / WINDOW
Author Audience
AUDIENCE
3,819,936
FOLLOWERS
128,628
OWNER ★
2,754,002
Engagement Signals
FORKS
5,565
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 29 / 29 (DIVERSITY 1.00)
Why This Is A Finding
microsoft/mcp-for-beginners собрал 29 звёзд за окно, тогда как у автора всего 128,628 подписчиков — эффективная аудитория ≈ 3,819,936. Это даёт surprise-индекс 0.00000253 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 38.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 4% OF 9558 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 4%
VELOCITY9.675.67+4.00ABOVE 69%
RETENTION61.5%42.9%+18.7 PPABOVE 69%
FORKS5,565333+5,232ABOVE 94%
SURPRISE0.000.00-0.00ABOVE 1%