FINDING #4453 · UNIT ID 1406569451
HeyCubit/effortless
Mods for Claude Code. effortless picks the reasoning effort for every prompt and shows the cache countdown. textless (desktop app) shows art, quotes and chess instead of the wall of text while Claude works.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
64% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
21.43
ACCEL
-3.18
RETENTION
49.1%
PEAK 2026-10-11 · FORK-RETENTION 70.6% · 150 STARS / WINDOW
Author Audience
AUDIENCE
47
FOLLOWERS
0
OWNER ★
234
Engagement Signals
FORKS
25
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 150 / 150 (DIVERSITY 1.00)
Why This Is A Finding
HeyCubit/effortless собрал 150 звёзд за окно, тогда как у организации 0 подписчиков и репутация только из собственных звёзд — эффективная аудитория ≈ 47. Это даёт surprise-индекс 0.25 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 70.6% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 54% OF 9651 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9651 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 54%
VELOCITY21.433.14+18.29ABOVE 92%
RETENTION49.1%16.7%+32.5 PPABOVE 82%
FORKS25277-252ABOVE 14%
SURPRISE0.250.00+0.24ABOVE 99%