FINDING #5185 · UNIT ID 1107676388
junhoyeo/tokscale
🛰️ A CLI tool for tracking token usage from OpenCode, Claude Code, 🦞OpenClaw, Pi, Codex, Gemini, Cursor, AmpCode, Factory Droid, Kimi, and more! • 🏅Global Leaderboard + 2D/3D Contributions Graph
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
58% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
28.57
ACCEL
-0.12
RETENTION
32.1%
PEAK 2026-07-10 · FORK-RETENTION 0.0% · 2,571 STARS / WINDOW
Author Audience
AUDIENCE
2,475
FOLLOWERS
1,599
OWNER ★
8,760
Engagement Signals
FORKS
436
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,571 / 2,571 (DIVERSITY 1.00)
Why This Is A Finding
junhoyeo/tokscale собрал 2,571 звёзд за окно, тогда как у автора всего 1,599 подписчиков — эффективная аудитория ≈ 2,475. Это даёт surprise-индекс 0.0114 (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 19% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 19%
VELOCITY28.573.99+24.57ABOVE 92%
RETENTION32.1%17.1%+15.0 PPABOVE 80%
FORKS43690+347ABOVE 85%
SURPRISE0.010.01-0.00ABOVE 48%