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OktoLabs (Okto Pulse, Nexus, Neuron) ×

Devin Desktop (formerly Windsurf) ×

OktoLabs (Okto Pulse, Nexus, Neuron) ×
Devin Desktop (formerly Windsurf) ×

Comparator · Coding

OktoLabs (Okto Pulse, Nexus, Neuron)Free tiervsDevin Desktop (formerly Windsurf)$20/mo (Pro)

Starting pricefree · $20/mo

Free tieryes · yes

Plans documented1 · 5

Platforms2 · 1

Comparison of OktoLabs (Okto Pulse, Nexus, Neuron), Devin Desktop (formerly Windsurf)
	OktoLabs (Okto Pulse, Nexus, Neuron) Visit website for OktoLabs (Okto Pulse, Nexus, Neuron) (opens in a new tab)	Devin Desktop (formerly Windsurf) Visit website for Devin Desktop (formerly Windsurf) (opens in a new tab)
Category	Coding	Coding
Main use cases	Turning feature requests into specs, acceptance criteria and agent-ready tasks Coordinating several coding agents with explicit handoffs and ownership Keeping architecture decisions queryable across agent sessions Recording validation evidence so 'done' is traceable to requirements Adding an independent review agent to an AI build workflow	Agentic multi-file code changes Autocompleting code Refactoring existing projects Team development with shared admin Enterprise-controlled deployments
Best for	Engineering teams building with multiple AI coding agents, Developers wanting traceable specs and evidence for agent work, Teams that need shared, cited project memory for agents	Professional developers, Engineering teams, Developers wanting an AI-first IDE
Platforms	Desktop, API	Desktop
Pricing model	—	Freemium
Pricing	See official pricing US prices not confirmed	Free $0; Pro $20/mo; Max $200/mo; Teams $80/mo + $40/mo per full seat; Enterprise contact sales. Prices shown per month; billing period not stated. Checked Sep 29, 2026. Official pricing ↗
Key features	Spec-driven and test-driven workflow (ideation → refinement → spec → sprint → cards) Local MCP endpoint for Claude Code, Cursor, Cline and other MCP agents REST API and CLI documented in the docs site Agent coordination bus with claims, handoffs and approvals (Nexus) Knowledge graph memory with answers citing source notes (Neuron) Embedded local-first graph database for Python (Okto Grafx)	Agent Command Center (Spaces, Kanban, multi-agent) Full IDE with autocomplete and debugging Tab completions and inline edits SWE-2 model Cloud agents (Devin Cloud) on paid plans JetBrains plugin and Devin CLI
Pros	Free to run locally, no account required Open source, published on PyPI and GitHub Works with existing agents through MCP Docker install and full API reference available	Free plan with unlimited Tab completions Downloads for macOS, Windows and Linux Plans and settings migrate from Windsurf automatically Pro at $20/month
Limitations	Requires local installation (pip / Docker) and Python tooling No hosted or web version offered Early-stage software (Pulse at v0.2.6) No pricing or support plans published	Free plan has light agent quota and limited models Max plan costs $200/month Team plan has $80 base plus $40 per seat Requires desktop install (macOS 10.15 unsupported)
Ratings	Editorial Not yet reviewed Users No user reviews yet	Editorial Not yet reviewed Users No user reviews yet
Review status	Listed Verified Oct 1, 2026	Listed Verified Oct 1, 2026