FINDING #4098 · UNIT ID 1012480482
coleam00/context-engineering-intro
Context engineering is the new vibe coding - it's the way to actually make AI coding assistants work. Claude Code is the best for this so that's what this repo is centered around, but you can apply this strategy with any AI coding assistant!
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
10.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
13,581
FOLLOWERS
7,218
OWNER ★
63,628
Engagement Signals
FORKS
2,729
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
coleam00/context-engineering-intro собрал 10 звёзд за окно, тогда как у автора всего 7,218 подписчиков — эффективная аудитория ≈ 13,581. Это даёт surprise-индекс 0.000734 (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 32% OF 6024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 32%
VELOCITY10.009.00+1.00ABOVE 52%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS2,729495+2,234ABOVE 82%
SURPRISE0.000.00-0.00ABOVE 18%