FINDING #4478 · 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
7.00
ACCEL
-2.50
RETENTION
66.7%
PEAK 2026-07-13 · FORK-RETENTION 0.0% · 21 STARS / WINDOW
Author Audience
AUDIENCE
518
FOLLOWERS
37
OWNER ★
2,222
Engagement Signals
FORKS
210
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 21 / 21 (DIVERSITY 1.00)
Why This Is A Finding
softaworks/agent-toolkit собрал 21 звёзд за окно, тогда как у автора всего 37 подписчиков — эффективная аудитория ≈ 518. Это даёт surprise-индекс 0.0125 (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 11% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY7.006.67+0.33ABOVE 51%
RETENTION66.7%46.5%+20.2 PPABOVE 71%
FORKS210116+94ABOVE 65%
SURPRISE0.010.01-0.00ABOVE 47%