Comparison of three leading code agents: Claude Code, Gemini CLI, and Codex CLI

Publié le 2 July 2025 à 09h42
modifié le 2 July 2025 à 09h42

Code agents radically influence developer productivity, transforming their approach to work. *Claude Code, Gemini CLI, and Codex CLI* emerge as flagship solutions in this dynamic ecosystem. Each offers distinct features, addressing varied needs of development professionals. *Optimizing low-value tasks* becomes essential to improve operational efficiency. *Informed decision-making* relies on a rigorous comparative analysis of these innovative tools. Unmatched performance defines the competition, enhancing their relevance for complex projects.

Feature Comparison

Code agents like Claude Code, Codex CLI, and Gemini CLI present various specificities in their functionalities. Each of them offers similar capabilities in code generation, modification, refactoring, automated debugging, as well as unit test support. Git integration and project planning are also common to these tools. However, notable differences emerge in advanced aspects.

Gemini CLI surpasses its competitors with an expanded set of features. For example, it offers advanced capabilities like image generation and PDF document support, two options absent in Claude Code. Additionally, Gemini also excels in interpreting screenshots and diagrams, making the tool more versatile in development environments. The sandboxing, which isolates the agent, is also present in Gemini CLI and Codex CLI, unlike Claude Code.

Model Capabilities

The engine models of the three code agents show distinct performance. Claude 4 Opus, the model of Claude Code, effectively manages 200,000 tokens. However, this agent lacks adaptability when analyzing large codebases. Gemini 2.5 Pro shines with an expanded capacity of one million tokens, providing a significant asset for large-scale projects.

Codex CLI, with its Codex-mini model, provides balanced performance but is limited to 192,000 tokens. Benchmarks reveal that Claude 4 Opus excels in software engineering, while Gemini 2.5 Pro stands out in code generation. Codex-mini brushes against perfection with solid scores across all established criteria.

Pricing Comparison

Pricing approaches vary widely among these agents. Claude Code adopts a subscription model: Claude Pro at $20 per month, Claude Max at $100, and finally, Claude Max Max at $200. Even though the latter allows for nearly unlimited usage, its costs can become prohibitive for certain companies.

In contrast, Codex CLI offers a consumption-based model. It is charged at $1.50 per million tokens in input and $6 in output. This flexibility may appeal to developers looking to manage their expenses. On the other hand, Gemini CLI stands out by being entirely free. The limit of 60 requests per minute, capped at 1000 per day, represents a significant competitive advantage.

Choosing an Agent Based on Needs

For developers working with large codebases, Gemini CLI appears to be the optimal choice. Its context window of one million tokens and free access make it an affordable solution for code analysis. Claude Code, on the other hand, remains suited for teams requiring reliability and autonomy, particularly for debugging. Its excellence in orchestrating workflows positions it favorably despite the limitation of 200,000 tokens.

Codex CLI, although technically sound, presents disadvantages related to its pricing model. Costs can quickly escalate, hindering its adoption. Nevertheless, its technical flexibility regarding model choices remains attractive for developers seeking to maximize their efficiency.

User FAQ on the Comparison of the Three Code Agents: Claude Code, Gemini CLI, and Codex CLI

What is the main difference between Claude Code, Gemini CLI, and Codex CLI in terms of features?
While all three agents offer common features such as code generation and automated debugging, Gemini CLI stands out for its multimodality, supporting advanced capabilities like image generation and PDF document support.

Which code agent is the best in terms of price and accessibility?
Gemini CLI is completely free and allows up to 60 requests per minute, making it the best choice for those seeking exceptional value for money.

How does the context size compare between Claude Code, Gemini CLI, and Codex CLI?
Gemini CLI has a context size of 1,000,000 tokens, while Claude Code and Codex CLI are limited to 200,000 tokens, which can lead to challenges when handling large-scale projects.

Which agent is best for complex software engineering tasks?
Claude Code excels in software engineering and complex debugging tasks, being very effective at orchestrating development workflows.

Is it possible to configure autonomy modes in Codex CLI?
Yes, Codex CLI offers configurable autonomy modes, allowing users to set the desired level of automatic intervention.

What is the benchmark performance of each agent on code generation?
Claude 4 Opus performs well in rapid editing and software engineering, Gemini 2.5 Pro shows excellent generation capacity, while Codex-mini offers a good balance in both benchmarks.

Are all three agents available on all platforms?
Claude Code is not natively supported on Windows and requires WSL, unlike Gemini CLI and Codex CLI which are more accessible on different platforms.

How does pricing compare between Claude Code, Gemini CLI, and Codex CLI?
Claude Code uses a premium subscription with usage limits, Codex CLI operates on a consumption model paying per million tokens, while Gemini CLI is entirely free.

Which code agent is recommended for developers working on large codebases?
Gemini CLI is recommended for developers on large codebases due to its superior context capacity and free access, allowing for rapid analysis and modification.

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