FINDING #4923 · UNIT ID 1182885915
shawnpang/startup-founder-skills
AI agent skills for tech startup founders — fundraising, sales, product, recruiting, engineering, legal, ops, and growth. Works with Claude Code, Cursor, Codex, and any Agent Skills-compatible tool.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
44% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · S10
Growth Telemetry
VELOCITY /D
3.90
ACCEL
-0.27
RETENTION
2.7%
PEAK 2026-06-27 · FORK-RETENTION 0.0% · 117 STARS / WINDOW
Author Audience
AUDIENCE
54
FOLLOWERS
27
OWNER ★
266
Engagement Signals
FORKS
37
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 117 / 117 (DIVERSITY 1.00)
Why This Is A Finding
shawnpang/startup-founder-skills собрал 117 звёзд за окно, тогда как у автора всего 27 подписчиков — эффективная аудитория ≈ 54. Это даёт surprise-индекс 0.0417 (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 22% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 22%
VELOCITY3.904.23-0.33ABOVE 47%
RETENTION2.7%29.4%-26.7 PPABOVE 5%
FORKS3792-55ABOVE 27%
SURPRISE0.040.01+0.03ABOVE 84%