FINDING #435 · UNIT ID 1076571787
huytieu/COG-second-brain
Self-evolving second brain with 33 AI skills, 10 agents, and people CRM. Closed-loop harness: a V-model verification lifecycle where the worker never grades its own homework. Plus paired anti-slop design skills for marketing and product UI. Works with Claude Code, Cursor, Kiro, Gemini CLI, Codex.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
28% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
10.60
ACCEL
+0.91
RETENTION
43.5%
PEAK 2026-08-26 · FORK-RETENTION 15.2% · 318 STARS / WINDOW
Author Audience
AUDIENCE
156
FOLLOWERS
40
OWNER ★
1,159
Engagement Signals
FORKS
131
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 318 / 318 (DIVERSITY 1.00)
Why This Is A Finding
huytieu/COG-second-brain собрал 318 звёзд за окно, тогда как у автора всего 40 подписчиков — эффективная аудитория ≈ 156. Это даёт surprise-индекс 0.0541 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 15.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 95% OF 9595 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9595 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.030.00+0.03ABOVE 95%
VELOCITY10.603.67+6.93ABOVE 81%
RETENTION43.5%24.6%+18.9 PPABOVE 84%
FORKS131115+16ABOVE 53%
SURPRISE0.050.01+0.05ABOVE 92%