NeuralInversevsWindsurf (Devin Desktop)
Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.
NeuralInverse
Neural Inverse · AI-native IDE
#206OSS
Panel
5.55 spec wins
- Reliability
- 5.0
- Usefulness
- 5.3
- Cost
- 6.3
- Longevity
- 5.2
“It runs MISRA and CERT-C checks over generated firmware, which is one way to find out how a language model feels about rules.”
Windsurf (Devin Desktop)
Cognition · AI-native IDE
#146MCP
Panel
5.25 spec wins
- Reliability
- 5.7
- Usefulness
- 5.8
- Cost
- 4.8
- Longevity
- 4.3
“Bought in July 2025, renamed in June 2026; the editor is stable, the name is not.”
Spec by spec
| Spec | NeuralInverse | Windsurf (Devin Desktop) |
|---|---|---|
| Architecture | ||
| Category | AI-native IDE | AI-native IDE |
| Runs | local, cloud | local, cloud |
| Platforms | macos, linux, windows, web | macos, linux, windows |
| Context window | not documented | not documented |
| Protocols | ||
| MCP client | No | Yes |
| MCP server | No | No |
| Capabilities | ||
| Runs terminal commands | No | Yes |
| Multi-file edits | Yes | Yes |
| Git operations | No | Yes |
| Browser control | No | YesPreviews open in a built-in browser pane next to the agent, and selected elements plus captured console errors are sent back to it as context; Cascade itself only adds web search. |
| Sandboxed execution | No | YesThe Devin Local agent, the shared Devin CLI harness inside Devin Desktop, supports OS-level sandboxing with filesystem isolation and network filtering (docs.devin.ai/desktop/devin-local). |
| Multi-agent orchestration | YesPower Mode runs concurrent sub-agents. | Yes |
| Headless / CI mode | No | NoDevin Desktop is an IDE with no documented non-interactive or CI run mode; scripted runs belong to the separate Devin CLI and cloud API. |
| Models | ||
| Backbone | Llama 3.3 70B, DeepSeek R1, DeepSeek V3, DeepSeek V4, Mistral Large 3, Kimi K2.6 | SWE-1.7, Claude, GPT, Gemini, Grok, DeepSeek, Kimi, GLM |
| Bring your own model | Yes | NoModels are Cognition-hosted only — no custom API key, gateway, Bedrock, Vertex or Azure deployment option is documented for Devin Desktop. |
| Local models | YesTwenty providers are supported across cloud, local and gateway deployments, with API keys kept on the machine. | No |
| Cost | ||
| Pricing model | mixed | mixed |
| Starts at | $0/mo | $20/mo |
| Free tier | Yes | Yes |
| Bring your own key | Yes | No |
| Openness | ||
| Open source | Yes | No |
| License | Apache-2.0 | proprietary |
| GitHub stars | 244 | n/a |
Which one would each critic pick
| Critic | NeuralInverse | Windsurf (Devin Desktop) | Pick |
|---|---|---|---|
| El Juez | — | — | not enough reviews |
| El Amigo | 5.8 | 6.3 | Windsurf (Devin Desktop) — A good IDE that has been sold once and renamed once inside a year; use it if you are a Devin shop, and do not build a year of habits on the name. |
| El Crítico | 5.0 | 5.5 | Windsurf (Devin Desktop) — Two owners and two names since 2025, no BYOK, no CI mode, and sandboxing that belongs to the borrowed Devin Local harness rather than Cascade; the product is fine and the ground under it is not. |
| El Profesor | 5.8 | 5.3 | NeuralInverse — The published figures are inventory counts rather than measurements: 357 microcontroller variants, more than thirty source languages, twenty providers, with no stated criterion for coverage. |
| La Inversora | 5.0 | 5.3 | Windsurf (Devin Desktop) — The cautionary tale got its epilogue: Cognition bought the asset and folded it into the Devin brand, and the roadmap now belongs to Devin. |
| La Jefa | 4.8 | 5.3 | Windsurf (Devin Desktop) — Teams at $80 plus $40 a seat under a name that changed in June; the security questionnaire has to be redone under the new vendor. |
| El Hacker | 6.5 | 3.5 | NeuralInverse — The open repository is Apache-2.0, twenty providers span cloud, local and gateway deployments with the keys staying on my machine, and there is no MCP client anywhere in it. |
Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.