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Stoat vs Cursor, Claude Code and Devin Desktop

Stoat is small next to these tools, and some things (a custom-trained autocomplete model, cloud agents that run while you sleep) need money and infrastructure that a small open project doesn't have. What Stoat can offer is different: free and open, any model including local ones, predictable cost, and the safest way to let an agent touch your code. Here is how they compare, as honestly as we can.

Checked in September 2026. Prices and features change often; follow the sources at the bottom for the current details. Windsurf was renamed Devin Desktop by Cognition on June 2, 2026.

What developers struggle with, and Stoat's answer

66%

say their biggest frustration is AI output that is "almost right, but not quite".

45%

say debugging AI-generated code takes more time.

46%

actively distrust the accuracy of AI tools; only 3% highly trust it.

Stack Overflow Developer Survey 2025.

ProblemWhat Stoat does about it
"Almost right" codeVerify loop: after the agent edits, it runs your build and tests automatically. If they fail, the agent sees the output and fixes it before it hands back. The review bar shows the result: "✓ Build passed · 12/12 tests passed".
Low trustYou Keep or Undo every change (undo never overwrites your later edits). Commands wait for approval, run without a shell from an allow-list, secrets are redacted, and there's an audit log. The source is open, so you can read exactly what it does.
Surprise billsNo subscription: you pay your model provider directly. Cost is shown on every reply, and a budget per task stops the agent before it spends more than you allowed.
Lock-inAny provider with your own key: Claude, GPT, Gemini, DeepSeek, Mistral, Grok, OpenRouter, Azure, any OpenAI-compatible API. Switch model per message.
PrivacyNo account, no telemetry, no Stoat server. Run fully local with Ollama or LM Studio, including offline autocomplete on a normal laptop.

Side by side

StoatCursorClaude CodeDevin Desktop (Windsurf)
FormVS Code extension (also Cursor, Windsurf, VSCodium)Own editor (VS Code fork)Terminal CLI + IDE extensionsOwn editor (VS Code fork)
PriceFree; you pay your provider per use (or nothing, locally)Free tier; $20 Pro, $60 Pro+, $200 Ultra per month; usage beyond the plan billed extraClaude Pro $20, Max $100–$200 per month (shared 5-hour and weekly limits), or APIFree tier; $20 Pro, $200 Max per month, with quotas
ModelsAny provider, your keyTheir selection of frontier models + own modelsClaudeOwn models + others
Local / offline✓ Ollama, LM Studio, any local server✗Unofficial workarounds✗
Open source✓ MIT✗✗✗
Account / telemetryNoneAccount requiredAccount requiredAccount required
Tab autocomplete✓ ghost text from your model, or offline with a small local model✓ best in class (next-edit prediction)✗✓
MCP servers✓ presets + import from Cursor / Claude / VS Code✓✓✓
Web search / fetch✓ fetch with local-network protection; search via Brave, Tavily or SearXNG✓✓✓
Checks its own work✓ Automatic build + tests after every change; failures fixed; result in the reviewAgent can run tests when it decides toAgent can run tests; hooks can automateAgent can run tests when it decides to
Reviewing changesKeep / Undo per edit, per file or all; exact undoReview and checkpointsPermission prompts, diffsReview and approvals
Cost controlCost per reply + budget per taskPlan credits, spend limitsPlan limitsPlan quotas
Background / parallel agents✗✓✓ subagents✓ local and cloud agents
Safety modelWorkspace-only files, no shell, allow-listed commands, secret redaction, audit logApprovals, checkpointsPermission prompts, hooksApprovals
Codebase understandingCode map + optional semantic searchIndexingReads on demandIndexing, Codemaps
Quality measuredPublic eval gate: 26 real tasks, 3 runs eachInternalInternalInternal

Where the big tools are ahead

Choose Stoat if…

Small agent. Takes on the big ones. Free and open source.

Sources

Something here out of date or wrong? Open an issue and we'll fix it.