OKF Agent Memory vs Devin Desktop (formerly Windsurf)
Last reviewed:
The definitive head-to-head comparison for Vibe Coders.
OKF Agent Memory
Devin Desktop (formerly Windsurf)
Quick Comparison
| Feature |  Devin Desktop (formerly Windsurf) | |
|---|---|---|
| Agentic / Autonomous Mode | ||
| Code Autocomplete | ||
| Chat / Prompt-Based Coding | ||
| Multi-file Editing | ||
| AI Models | , | GPT-5.4, Gemini 3.1 Pro, Claude Sonnet 4.6, SWE-1.5 (proprietary) |
Scroll down for in-depth category breakdowns ↓
Quick Verdict
Devin Desktop (formerly Windsurf) wins 3 of 4 categories
OKF Agent Memory vs Devin Desktop (formerly Windsurf): find out which platform fits your Vibe Coding workflow with a deep dive into AI capabilities, pricing, integrations, and real developer experience. This head-to-head overview highlights what makes each tool unique so you can make the right choice for your next build.
The Winner
Devin Desktop (formerly Windsurf) is the Vibe Coding Champion
Trusted by teams using Devin Desktop (formerly Windsurf)
AI & Coding Features
| Feature | Devin Desktop (formerly Windsurf) | |
|---|---|---|
| Agentic / Autonomous Mode | ||
| Code Autocomplete | ★ | |
| Chat / Prompt-Based Coding | ★ | |
| Multi-file Editing | ★ | |
| AI Models | , | GPT-5.4, Gemini 3.1 Pro, Claude Sonnet 4.6, SWE-1.5 (proprietary) |
| Image / Design to Code | ★ |
OKF Agent Memory is built around memory lives in the repository as plain files, so it diffs and reverts like code, while Devin Desktop (formerly Windsurf) focuses on devin desktop (formerly windsurf) by cognition, rebranded june 2, 2026. Devin Desktop (formerly Windsurf) uses GPT-5.4, Gemini 3.1 Pro, Claude Sonnet 4.6, SWE-1.5 (proprietary). The key question is whether you need agentic capabilities that autonomously handle multi-step tasks, or inline completions that keep you in flow as you type. Review the table above to see which AI features each tool actually offers.
Devin Desktop (formerly Windsurf)Platform & Access
| Feature | Devin Desktop (formerly Windsurf) | |
|---|---|---|
| Platform Type | , | AI-first desktop IDE (VS Code fork) |
| Runs in Browser | ||
| Built-in Deployment | ||
| Git Integration | ★ | |
| Open Source | ★ |
OKF Agent Memory and Devin Desktop (formerly Windsurf) take different approaches to where and how you code. Whether a tool runs in your browser or requires a local install matters for getting started quickly. Built-in deployment means you can go from prompt to live app without switching tools. Consider what fits your workflow, some builders prefer everything in the browser, while others want the power of a local IDE.
Devin Desktop (formerly Windsurf)Pricing & Cost
| Feature | Devin Desktop (formerly Windsurf) | |
|---|---|---|
| Free Plan Available | ||
| Starting Price | Free, MIT licensed. Licence read from the repository on 2026-09-09. No paid tier. | $20/month (Pro) |
| Token / Credit Based | ||
| Can Buy More Credits | ★ | |
| Has Daily / Usage Limits |
OKF Agent Memory is priced at free, mit licensed. licence read from the repository on 2026-09-09. no paid tier., with a free entry point. Devin Desktop (formerly Windsurf) is priced at free / pro $20/mo / max $200/mo, with a free entry point. Devin Desktop (formerly Windsurf) uses a credit-based system, so costs scale with usage. Pay attention to daily limits, some tools throttle usage even on paid plans during heavy coding sessions. Check whether you can buy additional credits if you hit the ceiling mid-project.
Devin Desktop (formerly Windsurf)Experience & Reviews
| Feature | Devin Desktop (formerly Windsurf) | |
|---|---|---|
| Beginner Friendly | ★ | |
| Target Audience | , | Developers wanting a polished AI-first IDE experience |
OKF Agent Memory is aimed at experienced developers who are comfortable with code. Devin Desktop (formerly Windsurf) is accessible to beginners and non-developers looking to build with AI. The real test is how quickly you can go from idea to working app, setup time, documentation quality, and how intuitive the AI interaction feels all factor into the experience.
Devin Desktop (formerly Windsurf)Feature data verified monthly. Some entries use automated inference. Report inaccuracy
Which Should You Choose?
Use these decision criteria to find the right tool for your workflow.
Choose OKF Agent Memory if…
- ✓You work on repository-scoped memory projects
- ✓You work on no vector database projects
- ✓You need memory lives in the repository as plain files, so it diffs and reverts like code
- ✓You need implements google's okf v0.2 specification rather than a bespoke format
- ✓You need progressive disclosure: the agent loads the slice it needs, not the whole store
Choose Devin Desktop (formerly Windsurf) if…
- ✓You want fast AI-powered code completions and agentic edits without being locked to a single IDE
- ✓You use JetBrains, Vim, Xcode, or another IDE and need AI that works consistently across 40+ editors
- ✓You work on large codebases and need rapid context retrieval via Fast Context and SWE-grep
- ✓You want visual code navigation (Codemaps) alongside AI-driven multi-step editing
- ✓You want comparable agentic depth to Cursor at a lower monthly price point
Why these tools are being compared
Both OKF Agent Memory and Devin Desktop (formerly Windsurf) compete for builders who want fast, AI-assisted creation without losing control of their stack. OKF Agent Memory is built around memory lives in the repository as plain files, so it diffs and reverts like code, while Devin Desktop (formerly Windsurf) is designed for devin desktop (formerly windsurf) by cognition, rebranded june 2, 2026. This matchup helps clarify which strengths matter most for your next launch.
Feature and pricing takeaways
On pricing, OKF Agent Memory offers free, mit licensed. licence read from the repository on 2026-09-09. no paid tier., whereas Devin Desktop (formerly Windsurf) lists free / pro $20/mo / max $200/mo. Feature-wise, OKF Agent Memory stands out for memory lives in the repository as plain files, so it diffs and reverts like code and implements google's okf v0.2 specification rather than a bespoke format, while Devin Desktop (formerly Windsurf) delivers devin desktop (formerly windsurf) by cognition, rebranded june 2, 2026 and agent command center: orchestrate devin cloud agents from the editor. If you care about AI speed and responsiveness, compare the feature breakdown below to see which tool keeps your flow steady.
Who should choose each tool
Choose OKF Agent Memory if you need Repository-scoped memory and want a stack centered on agent-infra. Pick Devin Desktop (formerly Windsurf) when you value Multi-IDE Teams and prefer a tool that matches ide-agents. Check the feature comparison above to see which tool fits your workflow best.
Interface Comparison
Devin Desktop (formerly Windsurf)
Side-by-side interface comparison
At a Glance
| Detail | OKF Agent Memory | Devin Desktop (formerly Windsurf) |
|---|---|---|
| Pricing | Free, MIT licensed. Licence read from the repository on 2026-09-09. No paid tier. | Free / Pro $20/mo / Max $200/mo |
| Trusted Rating | N/A | 4.2/5 (G2) |
| Category | agent-infra | ide-agents |
| Best For | Repository-scoped memory | Multi-IDE Teams |
| Key Strength | Memory lives in the repository as plain files, so it diffs and reverts like code | Devin Desktop (formerly Windsurf) by Cognition, rebranded June 2, 2026 |
FAQs: OKF Agent Memory vs Devin Desktop (formerly Windsurf)
- What is the main difference between OKF Agent Memory and Devin Desktop (formerly Windsurf)?
- OKF Agent Memory focuses on memory lives in the repository as plain files, so it diffs and reverts like code while Devin Desktop (formerly Windsurf) highlights devin desktop (formerly windsurf) by cognition, rebranded june 2, 2026. Both target vibe coding workflows, but their onboarding, AI depth, and pricing models feel different.
- Which tool is better for speed and flow?
- Both OKF Agent Memory and Devin Desktop (formerly Windsurf) aim for smooth iteration. Check the feature comparison above to see which matches your workflow, factors like setup time, AI responsiveness, and integration depth matter most.
- How do OKF Agent Memory and Devin Desktop (formerly Windsurf) compare on pricing?
- OKF Agent Memory lists free, mit licensed. licence read from the repository on 2026-09-09. no paid tier., whereas Devin Desktop (formerly Windsurf) offers free / pro $20/mo / max $200/mo. Consider which aligns with your budget and whether you need free tiers, seat-based plans, or bundled AI features.
- Who should choose OKF Agent Memory vs Devin Desktop (formerly Windsurf)?
- OKF Agent Memory fits teams that value Repository-scoped memory, while Devin Desktop (formerly Windsurf) suits those prioritizing Multi-IDE Teams. If you need category-specific guardrails, start with the tool that matches your daily workflows.
- Is OKF Agent Memory or Devin Desktop (formerly Windsurf) better overall?
- "Better" depends on your specific workflow. Review the head-to-head feature comparisons above to identify which tool aligns with your priorities, pricing, integrations, and AI capabilities all factor in.
- Does OKF Agent Memory have a free plan?
- Yes, OKF Agent Memory offers a free entry point: Free, MIT licensed. Licence read from the repository on 2026-09-09. No paid tier.. This makes it easy to trial before committing to a paid plan.
- Can I use Devin Desktop (formerly Windsurf) for free?
- Yes, Devin Desktop (formerly Windsurf) has a free tier available: Free / Pro $20/mo / Max $200/mo. You can start without a credit card and upgrade when ready.
OKF Agent Memory and Devin Desktop (formerly Windsurf) differ most on price, model access, and how much of the workflow each one owns. The feature table and FAQs above carry the detail. Both have a free tier or a trial, so the fastest way to decide is to run the same small task through each and compare what you get back.
Looking for more options?
Explore comprehensive alternative guides for both tools to find the perfect fit for your needs
OKF Agent Memory Alternatives
Compare OKF Agent Memory with other agent-infra tools and find the best alternative for your workflow
Devin Desktop (formerly Windsurf) Alternatives
Compare Devin Desktop (formerly Windsurf) with other ide-agents tools and find the best alternative for your workflow
Ready to make your choice?
Try both tools for free and discover which one fits your vibe coding workflow
OKF Agent Memory
OKF Agent Memory - Git-Native Memory For Coding Agents
Devin Desktop (formerly Windsurf)
Devin Desktop: Agentic AI Editor by Cognition (Formerly Windsurf)