FINDING #3722 · UNIT ID 1205367502
stevesolun/ctx
Not an Amazon-style catalog or marketplace. ctx is a recommendation layer: bring your org tools or use the shipped graph to load the right skills, agents, MCPs, and harnesses only for the current dev window, cutting token bills and local compute waste: 79,958-node LLM-wiki graph, 68,494 skills, 467 agents, 10,790 MCPs, 207 harnesses.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
96% 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
5.92
ACCEL
-0.16
RETENTION
9.6%
PEAK 2026-04-18 · FORK-RETENTION 0.0% · 533 STARS / WINDOW
Author Audience
AUDIENCE
99
FOLLOWERS
39
OWNER ★
595
Engagement Signals
FORKS
67
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 533 / 533 (DIVERSITY 1.00)
Why This Is A Finding
stevesolun/ctx собрал 533 звёзд за окно, тогда как у автора всего 39 подписчиков — эффективная аудитория ≈ 99. Это даёт surprise-индекс 0.0428 (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 42% 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 42%
VELOCITY5.923.99+1.93ABOVE 64%
RETENTION9.6%17.1%-7.5 PPABOVE 29%
FORKS6790-22ABOVE 41%
SURPRISE0.040.01+0.03ABOVE 90%