An in-depth comparison of Claude Code and Windsurf across output quality, autonomy, reliability, speed, value, and ease of use. Vote for your favorite.
Either way, you pay for the model calls. A median coding-agent day on our gateway is 95 requests and 8.6 million tokens. The table prices every step at one model’s rate.
Claude Code runs on Standard Compute, where each step goes to the cheapest model that can do it: routine steps go to efficient open models, hard ones to frontier models such as Claude Fable 5.1 or GPT-6 Astra.
| Model | Typical day | Busy day |
|---|---|---|
| Claude Opus 5.5 | $7.34 | $59.10 |
| Claude Sonnet 5.5 | $3.67 | $29.55 |
| GPT-6 Luna | $0.23 | $2.43 |
Fixed monthly plans from $19. Eligible new accounts can try $0.25 of compute first, no card. Trial terms
Pick a winner in each category. You can change your vote anytime.
Choose Claude Code if you are developers who want the strongest end-to-end coding agent, in the terminal or IDE. Choose Windsurf if you are developers who want an affordable AI editor with agentic capabilities.
In our editorial scoring, Claude Code leads in 4 of six categories (output quality, autonomy, reliability and value), while Windsurf leads in 1 (speed). On price, Claude Code runs included with claude pro/max / api and is proprietary; Windsurf runs free / $20 pro / $200 max (as devin desktop) and is proprietary.
What it costs to run Claude Code
Best API for Claude Code →
4 options compared, with prices and limits
Standard Compute sends each step to the cheapest model that can do it, on providers we vet for price, uptime and speed. Plans start at $19 a month, and eligible new accounts can try $0.25 of compute with no card. Choose your agent below to connect.
See the trial and activation steps →
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Claude Code is Anthropic's agentic coding tool. It searches and understands your codebase, plans multi-step changes, edits files, runs tests and shell commands, and works through git workflows including commits and pull requests. Widely regarded as the quality benchmark among terminal coding agents, it's extensible through MCP servers, hooks, and subagents, and also ships as IDE extensions and a desktop app.
Windsurf began as Codeium's AI-first code editor, known for its Cascade agent. Cognition (the company behind Devin) bought it in 2025, and since June 2026 it ships as Devin Desktop, "the next generation of Windsurf": an agent command center with a built-in VS Code-style IDE; windsurf.com now redirects there. Plans are shared with Devin: Free, Pro at $20 a month and Max at $200, each with a usage allowance that refreshes daily and weekly, and extra usage billed at API prices.
Claude Code runs on Standard Compute