FINDING #8567 · 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 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
3.57
ACCEL
-0.32
RETENTION
0.0%
PEAK 2026-08-29 · FORK-RETENTION 0.0% · 25 STARS / WINDOW
Author Audience
AUDIENCE
567
FOLLOWERS
40
OWNER ★
2,437
Engagement Signals
FORKS
224
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 25 / 25 (DIVERSITY 1.00)
Why This Is A Finding
softaworks/agent-toolkit собрал 25 звёзд за окно, тогда как у автора всего 40 подписчиков — эффективная аудитория ≈ 567. Это даёт surprise-индекс 0.00588 (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 12% OF 9755 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 12%
VELOCITY3.573.71-0.14ABOVE 48%
RETENTION0.0%37.5%-37.5 PPABOVE 0%
FORKS22490+134ABOVE 71%
SURPRISE0.010.01-0.00ABOVE 39%