Sangrak Choi's avatar

Sangrak Choi

@kargnas

  • All-time rank#50
  • Joined Feb 2026
  • Updated 10/30/2026, 4:18:48 PM
GitHub
All-time tokens
393.7B
All-time cost
$308.35K
Active days (1y)
330
All submissions
639

Contributions

Daily contribution density across the latest 12 months.

330 active days
Oct 31, 2025 – Oct 31, 2026
Highest activity: Oct 21, 2026: 7,398,813,682 tokens. 0 active days used tokens with no recorded cost.
LowHigh
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Day breakdown

Saturday, October 31, 2026

Total tokens
160.7M
Cost
$103.20
Messages
654

Token categories

Input
5.3M
Output
313.5K
Cache read
154.1M
Cache write
784.3K
Reasoning
134.0K

Clients and models

Codex CLI
109.0M · $78.28
gpt-6-astra$54.334.9M tokens · Input 1.0M · Output 13.9K · Cache read 3.8M · Reasoning 8.2K · 23 messages
gpt-6.1-sol$23.00103.5M tokens · Input 3.1M · Output 232.2K · Cache read 100.0M · Reasoning 125.8K · 554 messages
gpt-6-sol$0.95639.9K tokens · Input 456.1K · Output 318 · Cache read 183.6K · 4 messages
Claude Code
51.7M · $24.92
claude-opus-5-5$17.4751.0M tokens · Input 158 · Output 58.6K · Cache read 50.1M · Cache write 784.3K · 73 messages
claude-fable-5-1$7.46711.5K tokens · Input 702.9K · Output 8.6K

Usage over time

Model activity for the latest 12 months, grouped by provider.

Range total tokens
391.6B
30d average tokens usage by model and provider30d average tokens usage by model and provider from Oct 31, 2025 to Oct 31, 2026. Raw range total: 391.6B.
Oct 31, 2025Oct 31, 2026
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  • claude-opus-5-5
  • gpt-5.6-sol
  • gpt-5.5
  • claude-opus-4-8
  • claude-fable-5
  • gpt-6-astra
  • +122 more

Usage details

Scope is shown for each fact.

Favorite model (1y)
gpt-5.6-sol
Sessions (all-time)
71,700
Models (latest)
280
Providers (latest)
codexclaudehermesopencodeompopenclawasidegrokkirosenpizcodedevin-clikimigeminipicopilotamp
MCP servers (latest)
mcp-pandocmemorynotion-company-opggplaywrightsequential-thinkingslack

Token mix

Distribution across input, output, cache, and reasoning tokens.

Input
13.6B3.4%
Output
1.5B0.4%
Cache read
371.2B94.3%
Cache write
7.3B1.8%
Reasoning
234.5M0.1%

Devices · all-time

Usage by device
DeviceTokensCostActive days
Unnamed deviceLast submitted 215.8B$171.82K367
Unnamed deviceLast submitted 6.6B$5.13K69
Unnamed deviceLast submitted 117.2B$87.10K214
Unnamed deviceLast submitted 54.1B$44.31K135
Legacy submissionsLast submitted 0$0.000