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Claude Opus 4.8

Observed through

Tokscale Model Report

Claude Opus 4.8 model details and observed coding usage from Tokscale.

Official details Browse models

Reality Snapshot

Observed tokens

910.5B-61.7%

over 30 days

Estimated tracked spend

$850K

Invoices may differ

Active developers

549-209

this month

30-day momentum

-61.7%

Compared with the prior 30-day window

Most-used client

Claude Code87%

of observed tokens

Observed Usage

Tokens observedDaily active developers
Observed coding tokens over 30 daysDaily observed usage from Jul 12 through Aug 10, with active developer activity for context.100B80B60B40B20B05004003002001000Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
Claude Code
87%0%
Gajae-Code
3%0%
OpenCode
3%0%
OpenClaw
3%0%
Pi
2%0%
Senpi
<1%0%
Synthetic
<1%0%
Hermes Agent
<1%0%

Token composition

Share of observed tokens

94%cache read
Cache read854B94%
Input51.7B5.7%
Output4.8B<1%
Reasoning18.4K0%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

defaultclaude-opus-4-8906.4B$847.4K$0.9399.56%
Bedrock EUeu.anthropic.claude-opus-4-81.1B$1.2K$1.020.12%
Bedrockanthropic.claude-opus-4-8884.9M$694.2$0.780.1%
router via clauderouter_client:claude/claude-opus-4-8854.8M$0$0.000.09%
Claude Codecc-claude-opus-4-8732.7M$565.7$0.770.08%
thinking-highclaude-opus-4-8-thinking-high323.6M$335.2$1.030.04%
via mvxmvx/claude-opus-4-859.5M$71.9$1.200.01%
via anthropicanthropic/claude-opus-4-826.2M$30.3$1.150%
via xrxr/claude-opus-4-88M$39.9$5.000%
via anthropic, fastanthropic/claude-opus-4-8-fast4.3M$16$3.700%
via bebalbebal/claude-opus-4-8531.4K$2.7$5.050%
router via unknownrouter_client:unknown/claude-opus-4-846.8K$0$0.000%
via sekaisekai/claude-opus-4-826.9K$0.2$6.380%
fastclaude-opus-4-8-fast0$0$0.000%
Bedrock USus.anthropic.claude-opus-4-80$0$0.000%

Token Economics

Estimated spend profile

Claude Code$687K80.83%
Gajae-Code$25.5K3%
OpenCode$30.9K3.63%
OpenClaw$80.2K9.44%
Pi$20.7K2.43%
Senpi$3.9K0.46%
Synthetic$0.000%
Hermes Agent$1.4K0.16%

Observed cost signals

Estimated spend per 1M tracked tokens$0.93
Cache-read share93.8%
Estimated cache savingsNot available
Typical workloadcontext-heavy

Estimated tracked spend calculated from Tokscale model and provider pricing data. Actual invoices may differ.

Model Momentum

-61.7%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: Claude Code

80B53.3B26.7B0Jul 12Jul 27Aug 10

Official Model Details

ProviderAnthropic

Tokscale Insight

Claude Opus 4.8 recorded 910.5B coding tokens across 549 developers during the latest 30-day Tokscale window.

Observed confidenceHigh