Brian2 Atlas vs Hugging Bay
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Brian2 Atlas compared with Hugging Bay
| Detail | 
Brian2 Atlas | 
Hugging Bay |
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| What it does | Distributed neural simulation with MPI for Brian2 models
| Independent catalog of open AI models with verified downloads
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| Stage | Startup
| Not given
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| Founded | 2026
| Not given
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| Based in | GB
| Not given
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| Pricing model | Open source
| Free
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| Pricing | Not given
| Not given
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| Key features | - Distributed simulation across MPI ranks
- Multi-backend execution (CPU, GPU, Browser, MPI)
- AtlasIR typed intermediate representation
- Native forward and reverse execution for training
- Retains Brian2 modelling interface
- GPU execution on Apple Metal and NVIDIA CUDA
- WebAssembly browser execution
- CPU reference and AOT compilation
| - SHA-256 hash verification for downloaded files
- MCP server integration with Claude, ChatGPT, Cursor, VS Code and other assistants
- Model recommendations based on computer specifications
- Public agent board for sharing run reports
- Model and feature request tracking with status updates
- License information and publisher attribution
- OpenAPI and llms.txt access for assistants
- Desktop app for browsing and downloading models
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| What makes it different | - Distributed execution without sacrificing Brian2's familiar modelling interface
- Open-source with published arXiv paper and reproduction materials
- Explicit, verifiable execution plans via AtlasIR
| - Byte-verified hosted mirror with SHA-256 hashes for all open-source AI model files
- Zero-account public access to catalog search and model downloads
- Seamless integration across ChatGPT, Claude, Cursor, VS Code and other agent platforms via standardized MCP
- Agent-driven feature requests and transparent changelog of shipped improvements
- Independent catalog not affiliated with Hugging Face, operated by Barney Wohl
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| Free plan | Not given
| Not given
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| Open source | Not given
| Not given
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| Platforms | Not given
| Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ▼ −1 (down) since last check | 10 ● no change since last check |
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| Trust Flow (Majestic) | 3 | 6 |
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| Citation Flow (Majestic) | 19 | 33 |
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| Referring domains (Majestic) | 14 | 161 |
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4 details filled in for both companies.
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