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Best LLM for Windsurf

Windsurf meters agent work as credits, and different models draw different credit amounts per action — so the best model is the one that finishes your task in the fewest credits at the quality you need.

Models Windsurf supports

Windsurf's Cascade agent runs on a choice of frontier models (GPT, Claude, Gemini); each agent action consumes credits from your monthly pool, with heavier models costing more credits.

Best value pick

GLM-5.3-Flash

Z.ai (Zhipu AI) · Coding Arena 1607 · about $23.75/month at 100,000 calls. The top-ranked Kimi K3 costs $1,200.00/month — you save $1,176.25/month with GLM-5.3-Flash.

1GLM-5.3-Flash1607$23.75Z.ai (Zhipu AI)
2Qwen3.8 27B1593$29.50Alibaba
3DeepSeek V4 Flash1580$52.50DeepSeek
4Hunyuan Hy31513$70.00Tencent
5GPT-5.6 Luna1519$90.00OpenAI
6GPT-5.6 Luna (India) (Bedrock)Est.1519$99.00AWS Bedrock
7MiniMax-M31487$105.00MiniMax
8DeepSeek V4 Pro1581$108.75DeepSeek
9Gemini 3.6 Flash1537$300.00Google
10Gemini 3.7 Flash1587$300.00Google
11Gemini 3.8 Flash1568$300.00Google
12Kimi K2.61509$342.50Moonshot AI

Intelligence scores are community Arena ratings from LMArena / arena.ai, used under CC BY 4.0. Snapshot last refreshed 18 September 2026. Scores are a relative signal, not an absolute measure of capability. A Measured score was voted on directly; an Estimated score is inherited from an identical base model (a regional/creator-prefixed hosting duplicate). See our methodology.

Why picking isn’t obvious

Because Cascade charges credits per action, an expensive model that needs fewer retries can sometimes beat a cheap one that loops — but for most edits the cheaper coding-strong model wins outright. We rank the supported models by coding Arena score and cost so you can match model to task and stretch the credit pool.

FAQ

What is the best value LLM for windsurf?

GLM-5.3-Flash is the cheapest model that still clears our quality bar for this task, at about $23.75/month for 100,000 calls (1,500 in / 500 out). It scores 1607 on the Coding Arena.

Is the most expensive model worth it for this?

Kimi K3 tops the Coding Arena but costs about $1,200.00/month here — roughly $1,176.25/month more than GLM-5.3-Flash for 72 extra Arena points. For most workloads that gap is not worth the premium.

How do credits relate to the model I choose in Windsurf?

Each agent action spends credits, and premium models spend more per action. A capable mid-tier model lets the same monthly pool cover far more edits; reserve the top model for tasks where its reliability avoids costly retries.

Which model is best for Windsurf's Cascade agent?

The strongest coding-Arena models with solid tool use are the safest for long agent runs, but for routine work a cheaper model is usually enough. The ranking below shows the value trade-off.

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