FINDING #6153 · UNIT ID 1137485434
softaworks/agent-toolkit
A curated collection of skills for AI coding agents. Skills are packaged instructions and scripts that extend agent capabilities across development, documentation, planning, and professional workflows.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
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
4.57
ACCEL
+0.46
RETENTION
66.7%
PEAK 2026-07-13 · FORK-RETENTION 0.0% · 32 STARS / WINDOW
Author Audience
AUDIENCE
518
FOLLOWERS
37
OWNER ★
2,222
Engagement Signals
FORKS
210
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 32 / 32 (DIVERSITY 1.00)
Why This Is A Finding
softaworks/agent-toolkit собрал 32 звёзд за окно, тогда как у автора всего 37 подписчиков — эффективная аудитория ≈ 518. Это даёт surprise-индекс 0.00819 (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 11% OF 6892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY4.574.14+0.43ABOVE 53%
RETENTION66.7%40.6%+26.0 PPABOVE 82%
FORKS21089+121ABOVE 71%
SURPRISE0.010.01-0.00ABOVE 42%