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Codex CLI vs Claude Code: OpenAI vs Anthropic Terminal Coding Agents

A comprehensive comparison between OpenAI's Codex CLI and Anthropic's Claude Code. Discover how these two AI giants' terminal-based coding agents stack up against each other.

12 min readNovaKit Team

Codex CLI vs Claude Code: OpenAI vs Anthropic Terminal Coding Agents

The two leading AI labs have both released terminal-based coding agents: Codex CLI from OpenAI, built in Rust and powered by GPT-5-Codex, versus Claude Code from Anthropic, featuring checkpoint rollback and native Claude model integration. This comprehensive comparison helps you choose between these industry-defining tools.

Overview

Codex CLI

Codex CLI is OpenAI's open-source coding agent that runs locally from your terminal. Built in Rust for speed and efficiency, it can read, change, and run code on your machine with a full-screen terminal UI for real-time collaboration.

Key Highlights:

  • Open source (built in Rust)
  • GPT-5-Codex optimized for software engineering
  • Full-screen terminal UI with real-time collaboration
  • Session management with local transcripts
  • Cloud integration for remote tasks
  • Agent Skills system with SKILL.md files
  • Included with ChatGPT Plus/Pro/Business/Enterprise

Claude Code

Claude Code is Anthropic's official agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster through natural language commands. It features checkpoint rollback and native Claude model integration.

Key Highlights:

  • Official Anthropic product
  • Claude Opus 4.5 with thinking mode by default
  • Checkpoint system with instant rewind (Esc Esc)
  • Native VS Code and JetBrains extensions
  • Subagents for parallel development workflows
  • Background tasks for long-running processes
  • Claude Code on the web for GitHub-connected sessions

Terminal-Bench Performance

Both tools have been benchmarked on Terminal-Bench:

AgentModelScore
Claude CodeOpus43.2%
Codex CLIGPT-542.8%

Analysis: The scores are remarkably close, with Claude Code holding a slight edge. However, third-party agents like Droid CLI have achieved higher scores with both underlying models, suggesting agent architecture can be as important as the model itself.

Technical Architecture

AspectCodex CLIClaude Code
DeveloperOpenAIAnthropic
LanguageRustTypeScript/Node.js
LicenseOpen SourceProprietary
RuntimeNative binaryNode.js
PlatformmacOS, Linux, WindowsmacOS, Linux
Source CodeAvailable (GitHub)Closed
PricingChatGPT subscriptionClaude subscription

Analysis: Codex CLI's open-source Rust implementation offers transparency and native performance. Claude Code's Node.js architecture integrates well with the npm ecosystem but keeps implementation details private.

AI Model Support

FeatureCodex CLIClaude Code
Primary ModelGPT-5-CodexClaude Opus 4.5
Alternative ModelsGPT-5Claude Sonnet 4
Model SwitchingYes (/model)Yes (--model flag)
Reasoning LevelsAdjustableThinking mode (default on)
Other ProvidersNoNo
Model OptimizationGPT-5-Codex tuned for codingClaude-specific

Analysis: Both tools are locked to their respective model families. Codex CLI offers GPT-5-Codex specifically optimized for agentic software engineering. Claude Code ships with Opus 4.5's thinking mode enabled by default for enhanced reasoning.

Pricing and Access

Codex CLI

PlanDetails
ChatGPT Plus$20/month, includes Codex
ChatGPT ProHigher limits
ChatGPT BusinessTeam features
ChatGPT EnterpriseCustom enterprise plans

Claude Code

PlanDetails
Claude Pro$20/month, includes Claude Code
Claude MaxHigher limits for power users
APIPay-per-token via Anthropic API
EnterpriseClaude for Work custom plans

Analysis: Both tools are included with their respective $20/month consumer subscriptions, making them directly price-competitive. Enterprise options are available from both providers.

Terminal User Interface

FeatureCodex CLIClaude Code
FrameworkCustom (Rust)Ink (React for CLI)
UI StyleFull-screen TUIInline responses
Plan PreviewShows plan before changesCheckpoint-based
Approval FlowInline approve/rejectTool approval prompts
ScreenshotsCan receive screenshotsCan receive screenshots
Code SnippetsDirect paste supportDirect paste support

Analysis: Codex CLI emphasizes a full-screen collaborative experience where you watch and approve Codex's plan in real-time. Claude Code provides checkpoint-based iteration with instant rollback capabilities.

Session and State Management

Codex CLI

Session Features:

  • Local transcript storage
  • Resume previous sessions with codex resume
  • Maintains repository state and instructions
  • Cloud task integration
# Resume a previous session
codex resume

# List previous sessions
codex sessions

Claude Code

Checkpoint System:

  • Automatic checkpoints before each change
  • Instant rewind with Esc Esc or /rewind
  • Choose to restore code, conversation, or both
  • Local session persistence with compaction
# Rewind to previous checkpoint
/rewind

# Or press Esc twice for instant rewind

Analysis: Claude Code's checkpoint system is more sophisticated for iterative development, allowing granular rollback of both code and conversation. Codex CLI focuses on session continuity with cloud integration for remote tasks.

Approval and Security Modes

Codex CLI Approval Modes

ModeCapabilities
Read-onlyExplicit approvals for all actions
AutoFull workspace access, approvals outside workspace
Full AccessRead anywhere, run commands with network

Claude Code Modes

ModeDescription
InteractiveFull tool access with approval prompts
Headless (-p)Programmatic CI/CD integration
Agent ModeCustom agent configurations
BackgroundLong-running non-blocking processes

Analysis: Codex CLI's three-tier approval system provides clear security boundaries. Claude Code's approach is more flexible with custom agent configurations and background task support.

Skills and Extensions

Codex CLI Agent Skills

SKILL.md System:

  • Skills defined in Markdown files
  • Include scripts, resources, and assets
  • Available in CLI and IDE extensions
  • Captures specific capabilities
# SKILL.md example
name: database-migration
description: Handles database schema migrations
tools:
  - shell
  - file_write

Claude Code Custom Agents

Agent Configuration:

  • Custom system prompts
  • Tool restrictions per agent
  • Model selection per agent
  • Via --agent CLI flag
# Use custom agent
claude --agent code-reviewer -p "Review changes"

Analysis: Both support extensibility but differently. Codex CLI's SKILL.md is asset-focused, bundling instructions with resources. Claude Code's agent system focuses on configuring behavior and permissions.

Cloud and Web Integration

Codex CLI

Cloud Features:

  • Interact with cloud tasks from terminal
  • codex cloud exec for remote task submission
  • Apply diffs from cloud tasks locally
  • Sync between local and cloud workflows

Claude Code

Web Features:

  • Claude Code on the web (GitHub-connected)
  • Start sessions without terminal
  • Claude in Chrome (beta) for browser control
  • Session continuity between web and CLI

Analysis: Codex CLI's cloud integration focuses on compute offloading. Claude Code's web presence emphasizes accessibility with GitHub-connected sessions and browser automation.

MCP (Model Context Protocol) Support

FeatureCodex CLIClaude Code
MCP SupportYesYes
Transport: StdioYesYes
Transport: HTTPYes (streaming)Yes
Configuration~/.codex/config.tomlConfig files
Server Managementcodex mcp commandsManual
Run as MCP ServerYesNot documented

Analysis: Both support MCP for extending functionality. Codex CLI can uniquely run as an MCP server itself, allowing other agents to consume its capabilities.

Code Review

Codex CLI

Built-in code review feature:

# Get code reviewed before commit
codex review
  • Separate Codex agent reviews your code
  • Pre-commit and pre-push integration

Claude Code

  • Manual code review via prompts
  • Custom code-reviewer agents configurable
  • No dedicated built-in review command

Analysis: Codex CLI has a first-class code review feature built-in. Claude Code requires configuring custom agents or manual prompting for review workflows.

CI/CD Integration

Codex CLI

# Non-interactive execution for CI
codex exec "Fix the failing tests"

# Short form
codex e "Run linting and fix issues"

Features:

  • Designed for scripted/CI runs
  • Non-interactive completion
  • Structured output support

Claude Code

# Headless mode for CI
claude -p "Fix the failing tests"

# With specific agent
claude --agent ci-fixer -p "Fix build errors"

Features:

  • Headless mode with -p flag
  • Built-in tools and system prompt
  • JSON output format option

Analysis: Both support CI/CD integration with non-interactive modes. Codex CLI's exec command and Claude Code's -p flag serve similar purposes for automation pipelines.

IDE Integration

IDECodex CLIClaude Code
VS CodeExtension availableNative extension
CursorVia VS CodeVia VS Code
JetBrainsExtension availableNative extension
Skills/AgentsShared with CLIShared with CLI

Analysis: Both provide comprehensive IDE integration with extensions for major editors. Skills and agent configurations work across CLI and IDE in both tools.

Unique Features

Codex CLI Exclusive

  1. Open Source - Full source code available on GitHub
  2. Rust Performance - Native binary speed and efficiency
  3. GPT-5-Codex - Model specifically optimized for coding agents
  4. Cloud Tasks - Remote task execution and diff application
  5. Run as MCP Server - Other agents can consume Codex
  6. Built-in Code Review - Dedicated review command
  7. SKILL.md System - Asset-bundled skill definitions
  8. Screenshot Input - Direct screenshot analysis in composer

Claude Code Exclusive

  1. Checkpoint System - Instant rewind with Esc Esc
  2. Thinking Mode - Opus 4.5 extended reasoning by default
  3. Subagents - Parallel development workflows
  4. Background Tasks - Non-blocking long-running processes
  5. Claude in Chrome - Browser control (beta)
  6. Claude Code on Web - GitHub-connected sessions
  7. Analytics API - Organizational usage metrics
  8. Conversation Rollback - Restore both code and conversation

Use Case Recommendations

Choose Codex CLI If You:

  • Prefer open-source tools you can inspect
  • Are already a ChatGPT Plus/Pro subscriber
  • Want GPT-5-Codex optimized for software engineering
  • Need cloud task execution for heavy workloads
  • Want built-in code review before commits
  • Need to run the agent as an MCP server
  • Prefer Rust's native performance
  • Want screenshot input in your workflows

Choose Claude Code If You:

  • Want checkpoint-based instant rollback
  • Prefer thinking mode for complex reasoning
  • Need parallel development with subagents
  • Want browser automation via Claude in Chrome
  • Need GitHub-connected web sessions
  • Are already a Claude Pro/Max subscriber
  • Need Analytics API for organizational metrics
  • Want background task support

Head-to-Head Comparison

CategoryWinnerReason
Open SourceCodex CLIFull source on GitHub
Benchmark ScoreClaude Code43.2% vs 42.8% (marginal)
Checkpoint/RollbackClaude CodeInstant rewind with Esc Esc
PerformanceCodex CLIRust native binary
Code ReviewCodex CLIBuilt-in review command
Cloud IntegrationCodex CLICloud task execution
Thinking/ReasoningClaude CodeOpus 4.5 thinking mode
SubagentsClaude CodeParallel workflow support
Web AccessClaude CodeGitHub-connected sessions
MCP FlexibilityCodex CLICan run as MCP server
IDE IntegrationTieBoth have native extensions
PriceTieBoth $20/month consumer tier

Migration Considerations

From Codex CLI to Claude Code

  1. Skills need conversion to Claude agent format
  2. Cloud tasks not available in Claude Code
  3. Note: Code review requires manual setup
  4. Benefit: Checkpoint system for iteration
  5. Benefit: Thinking mode for complex tasks
  6. Benefit: Subagent parallel workflows

From Claude Code to Codex CLI

  1. Agents need conversion to SKILL.md format
  2. Checkpoint system not available
  3. Note: Subagents not available
  4. Benefit: Open source transparency
  5. Benefit: Cloud task offloading
  6. Benefit: Built-in code review

Conclusion

Codex CLI and Claude Code represent the terminal coding agents from the two leading AI labs:

Codex CLI excels in transparency and extensibility. Its open-source Rust codebase, GPT-5-Codex optimization, and cloud task integration make it ideal for developers who value inspectable code, native performance, and the ability to offload heavy tasks to the cloud. The built-in code review and MCP server capabilities add unique workflow options.

Claude Code excels in iterative development and advanced reasoning. The checkpoint system with instant rollback, Opus 4.5's thinking mode, and subagent parallel workflows provide a sophisticated development experience. Features like Claude in Chrome and web-based sessions expand its utility beyond the terminal.

Both tools are priced identically at the consumer tier ($20/month), so the choice comes down to:

  • Open source and cloud tasks? → Codex CLI
  • Checkpoints and advanced reasoning? → Claude Code
  • Already using ChatGPT? → Codex CLI
  • Already using Claude? → Claude Code

Both represent excellent choices for AI-assisted terminal development, each optimized around their respective model families' strengths.


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Codex CLI vs Claude Code: OpenAI vs Anthropic Terminal Coding Agents | NovaKit Blog | NovaKit