FINDING #8618 · 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)
5% 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
4.00
ACCEL
+0.04
RETENTION
40.0%
PEAK 2026-08-20 · FORK-RETENTION 55.6% · 120 STARS / WINDOW
Author Audience
AUDIENCE
567
FOLLOWERS
40
OWNER ★
2,436
Engagement Signals
FORKS
224
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 120 / 120 (DIVERSITY 1.00)
Why This Is A Finding
softaworks/agent-toolkit собрал 120 звёзд за окно, тогда как у автора всего 40 подписчиков — эффективная аудитория ≈ 567. Это даёт surprise-индекс 0.00659 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 55.6% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 10% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 10%
VELOCITY4.003.63+0.37ABOVE 54%
RETENTION40.0%24.8%+15.2 PPABOVE 78%
FORKS224120+104ABOVE 65%
SURPRISE0.010.01-0.00ABOVE 45%