Sangrak Choi's avatar

Sangrak Choi

@kargnas

  • Last month rank (UTC)#58
  • Joined Feb 2026
  • Updated 10/30/2026, 5:34:40 PM
GitHub
Last month tokens
61.8B
Last month cost
$51.80K
Active days (Last month)
30
All submissions
641

Contributions

Daily contribution density for last month (UTC).

30 active days
Sep 1, 2026 – Sep 30, 2026
Highest activity: Sep 28, 2026: 4,764,500,170 tokens. 0 active days used tokens with no recorded cost.
LowHigh
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Day breakdown

Wednesday, September 30, 2026

Total tokens
4.7B
Cost
$3.06K
Messages
18,111

Token categories

Input
64.2M
Output
11.4M
Cache read
4.6B
Cache write
53.8M
Reasoning
1.5M

Clients and models

Codex CLI
1.8B · $1.68K
gpt-6-astra$1.46K1.0B tokens · Input 18.2M · Output 1.3M · Cache read 1.0B · Reasoning 608.6K · 5,468 messages
gpt-6-sol$144.14386.8M tokens · Input 10.2M · Output 460.1K · Cache read 376.0M · Reasoning 184.7K · 1,832 messages
gpt-6.1-sol$47.00225.0M tokens · Input 7.0M · Output 404.7K · Cache read 217.2M · Reasoning 406.2K · 1,050 messages
gpt-5.6-sol$23.9421.6M tokens · Input 1.3M · Output 39.5K · Cache read 20.2M · Reasoning 61.8K · 154 messages
gpt-6-luna$1.48118.7M tokens · Input 1.7M · Output 145.2K · Cache read 116.8M · Reasoning 106.3K · 670 messages
openai/gpt-daybreak-blue-latest$0.56518.5K tokens · Input 79.0K · Output 2.5K · Cache read 436.0K · Reasoning 1.1K · 12 messages
gpt-daybreak-blue-latest$0.0513.1K tokens · Input 13.1K · Output 5 · 1 message
Claude Code
2.7B · $1.22K
claude-opus-5-5$995.882.6B tokens · Input 27.1K · Output 6.5M · Cache read 2.5B · Cache write 45.8M · 7,246 messages
claude-fable-5-1$192.1788.2M tokens · Input 9.4M · Output 695.3K · Cache read 75.8M · Cache write 2.2M · 206 messages
claude-sonnet-5-5$21.1047.7M tokens · Input 370 · Output 558.8K · Cache read 44.8M · Cache write 2.4M · 180 messages
claude-openai/gpt-6-1-sol$6.199.4M tokens · Input 2.6M · Output 29.4K · Cache read 6.8M · 52 messages
claude-hohoai/hohoai/chinese-fable-5-1-agp$5.81752.4K tokens · Input 557.5K · Output 3.7K · Cache read 191.3K · 4 messages
claude-haiku-4-5$0.831.5M tokens · Input 100 · Output 28.1K · Cache read 1.2M · Cache write 285.2K · 10 messages
claude-devin/cognition/swe-2$0.0030.8M tokens · Input 6.9M · Output 88.8K · Cache read 23.8M · 245 messages
Hermes Agent
110.8M · $124.15
openai/gpt-6-astra$60.1812.0M tokens · Input 2.1M · Output 11.7K · Cache read 9.9M · Reasoning 8.7K
anthropic/claude-opus-5-5$49.4585.6M tokens · Input 562 · Output 937.5K · Cache read 81.8M · Cache write 2.9M · 371 messages
anthropic/claude-fable-5-1$11.866.9M tokens · Input 70 · Output 125.2K · Cache read 6.5M · Cache write 318.5K
hohoai/hohoai/claude-fable-5-1$2.39235.2K tokens · Input 234.2K · Output 994
openai/gpt-6-luna$0.144.6M tokens · Input 586.7K · Output 5.5K · Cache read 4.0M · Reasoning 7.1K · 87 messages
openai/gpt-6-sol$0.1363.4K tokens · Input 63.2K · Output 31 · Reasoning 144 · 2 messages
gpt-6-luna$0.0013.1K tokens · Input 10.1K · Output 2.7K · Reasoning 305
x-ai/grok-4.7$0.001.4M tokens · Input 468.1K · Output 1.6K · Cache read 935.2K · Reasoning 156
Aside
50.3M · $32.41
grok-4.6$26.5932.1M tokens · Input 1.6M · Output 33.1K · Cache read 30.5M · Reasoning 30.0K · 265 messages
gpt-6.1-sol$3.3312.5M tokens · Input 619.6K · Output 27.9K · Cache read 11.8M · Reasoning 62.8K · 130 messages
grok-composer-2.5-fast$1.662.9M tokens · Input 413.9K · Output 18.9K · Cache read 2.4M · Reasoning 6.0K · 65 messages
gpt-6-sol$0.842.8M tokens · Input 101.1K · Output 5.7K · Cache read 2.6M · Reasoning 4.8K · 61 messages

Usage over time

Model activity for last month (UTC), grouped by provider.

Range total tokens
61.8B
7d average tokens usage by model and provider7d average tokens usage by model and provider from Sep 1, 2026 to Sep 30, 2026. Raw range total: 61.8B.
Sep 1, 2026Sep 30, 2026
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  • claude-opus-5-5
  • gpt-6-astra
  • gpt-5.6-luna
  • gpt-5.6-sol
  • glm-5.3-flash
  • gpt-6-sol
  • +109 more

Usage details

Scope is shown for each fact.

Favorite model (Last month)
gpt-6-astra
Selected range
Last month (UTC)
Models (Last month)
84
Providers (Last month)
codexclaudehermesompzcodecopilotasidegeminiopencodegrokdevin-cli

Token mix

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

Input
1.8B2.9%
Output
186.1M0.3%
Cache read
59.1B95.6%
Cache write
681.2M1.1%
Reasoning
30.7M0.0%

Devices · all-time

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