FINDING #4746 · 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)
92% 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
22.75
ACCEL
+0.11
RETENTION
32.1%
PEAK 2026-07-10 · FORK-RETENTION 0.0% · 4,095 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 4,095 / 4,095 (DIVERSITY 1.00)
Why This Is A Finding
junhoyeo/tokscale собрал 4,095 звёзд за окно, тогда как у автора всего 1,599 подписчиков — эффективная аудитория ≈ 2,475. Это даёт surprise-индекс 0.00905 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 20% 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 20%
VELOCITY22.753.29+19.46ABOVE 93%
RETENTION32.1%11.3%+20.8 PPABOVE 89%
FORKS43699+337ABOVE 86%
SURPRISE0.010.01-0.00ABOVE 47%