FINDING #3863 · 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)
100% 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
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
12.18
ACCEL
-0.10
RETENTION
15.1%
PEAK 2026-01-23 · FORK-RETENTION 0.0% · 2,193 STARS / WINDOW
Author Audience
AUDIENCE
518
FOLLOWERS
37
OWNER ★
2,222
Engagement Signals
FORKS
210
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,193 / 2,193 (DIVERSITY 1.00)
Why This Is A Finding
softaworks/agent-toolkit собрал 2,193 звёзд за окно, тогда как у автора всего 37 подписчиков — эффективная аудитория ≈ 518. Это даёт surprise-индекс 0.0218 (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 35% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 35%
VELOCITY12.183.29+8.89ABOVE 86%
RETENTION15.1%11.3%+3.8 PPABOVE 61%
FORKS21099+111ABOVE 71%
SURPRISE0.020.01+0.01ABOVE 79%