May 14, 20263 min readSetupGPT-5.1 CodexWindsurf

How to use GPT-5.1 Codex in Windsurf

Windsurf is a fast, agentic IDE — but its built-in model menu does not always expose the exact model you want, and provider quotas can box you in. The good news: Windsurf speaks the OpenAI-compatible protocol, so you can point it at GPT-5.1 Codex (and a dozen other models) through a single gateway. This guide shows you how.

Why route Windsurf through a gateway

GPT-5.1 Codex is tuned for code: long-horizon refactors, multi-file edits, and agentic tool use. Instead of juggling separate provider accounts, you can reach it through AnyModel, one OpenAI-compatible endpoint where a single API key unlocks GPT, Claude, Gemini, DeepSeek, GLM, Kimi, Qwen, and Grok. Switching models means changing one string — the model id — and nothing else.

That matters in Windsurf specifically. Once the endpoint is configured, you can A/B a tricky bug fix across GPT-5.1 Codex and, say, Claude or DeepSeek without re-authenticating. If you are unsure which to use, the model comparison page lays out the trade-offs.

Step 1: Get an API key

Create an account and grab a key. You start with 1,000,000 free tokens — no credit card — and reach a total of 6,000,000 if you link Telegram. After that it is pay-per-token: no subscription, no minimums.

You can register here and copy your key from the dashboard.

Step 2: Configure Windsurf

Windsurf does not use AnyModel's one-line installer (that shortcut is reserved for codex, claude, opencode, and hermes). Instead, use Windsurf's manual OpenAI-compatible provider settings:

  1. Open Windsurf → Settings → Cascade / Model Providers.
  2. Add a custom OpenAI-compatible provider.
  3. Set the fields:
Field Value
Base URL https://anymodel.org/v1
API Key your AnyModel key
Model gpt-5.1-codex
  1. Save, then select the new model in Cascade's model picker.

That is the whole setup. Because the base URL ends in /v1, Windsurf appends the standard /chat/completions path automatically.

Step 3: Verify it works

Before trusting the IDE, confirm the endpoint and key respond. Run this from a terminal — it is the same protocol Windsurf uses under the hood:

curl https://anymodel.org/v1/chat/completions \
  -H "Authorization: Bearer $ANYMODEL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.1-codex",
    "messages": [{"role": "user", "content": "Write a Python one-liner to reverse a string."}]
  }'

A clean JSON response with a choices array means your key and base URL are correct. If you get a 401, re-check the key; a 404 usually means a stray path was added after /v1.

Using GPT-5.1 Codex effectively in Cascade

A few habits get the most out of it:

  • Let it read context. Codex models reason better with the relevant files open or referenced. Use Cascade's @-mentions to pin files rather than pasting snippets.
  • Be explicit about scope. "Refactor auth.ts to use the new token helper, keep the public API identical" beats "clean up auth."
  • Switch models per task. Keep GPT-5.1 Codex for heavy code generation, then flip the model id to a cheaper option for quick edits or commit messages. No re-config needed.
  • Watch your tokens. Large repos burn context fast. The dashboard shows usage so you can pace your free allowance.

A note on privacy

By default, requests pass through AnyModel and on to the model provider. If you do not want prompts and responses retained on our side, enable Ghost Mode — opt-in, zero-retention keys where we keep only a token counter. To be clear, the model provider still receives your prompt, so this is not "100% privacy" — it removes our copy, not theirs. For proprietary code, that distinction is worth understanding before you send a whole repo.

Wrapping up

Pointing Windsurf at GPT-5.1 Codex takes three things: a base URL, a key, and a model id. From there you have one account that reaches every major model, with model-switching reduced to editing a single field. For more setup walkthroughs across other editors, browse the blog.

Ready to try it? Create your free account, claim your starter tokens, and have GPT-5.1 Codex running in Windsurf in under five minutes.

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