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Codex Auto Review

Observed through

Tokscale Model Report

Codex Auto Review model details and observed coding usage from Tokscale.

Browse models

Reality Snapshot

Observed tokens

53.4B+201.6%

over 30 days

Estimated tracked spend

$2.2K

Invoices may differ

Active developers

297+60

this month

30-day momentum

+201.6%

Compared with the prior 30-day window

Most-used client

Codex CLI100%

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.5B4B3B2B1B01251007550250Jul 12Jul 15Jul 18Jul 21Jul 24Jul 27Jul 29Aug 1Aug 4Aug 7Aug 10

How developers use it

Usage by coding client

Sharevs 30 days
Codex CLI
100%0%
Pi
<1%0%
Jcode
<1%0%

Token composition

Share of observed tokens

91%cache read
Cache read48.7B91%
Input4.6B8.6%
Output51.4M<1%
Reasoning18.8M<1%
Cache-heavy workloadMost observed tokens reuse cached context across requests.

Observed Variants

defaultcodex-auto-review53.4B$2.2K$0.0499.99%
router via codexrouter_client:codex/codex-auto-review4.5M$0$0.000.01%

Token Economics

Estimated spend profile

Codex CLI$2.2K99.62%
Pi$3.990.18%
Jcode$4.450.2%
Gajae-Code$0.000%
Synthetic$0.000%
Grok Build$0.000%
OpenCode$0.000%

Observed cost signals

Estimated spend per 1M tracked tokens$0.04
Cache-read share91.2%
Estimated cache savingsNot available
Typical workloadcontext-heavy

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

Model Momentum

+201.6%30-day growthRank: Observed model

Compared with the prior non-overlapping window

Fastest-growing client: Codex CLI

6B4B2B0Jul 12Jul 27Aug 10

Official Model Details

ProviderOpenAI

Tokscale Insight

Codex Auto Review recorded 53.4B coding tokens across 297 developers during the latest 30-day Tokscale window.

Observed confidenceHigh