Hugging Bay vs ModelBrain RAG
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Hugging Bay compared with ModelBrain RAG
| Detail | 
Hugging Bay | 
ModelBrain RAG |
|---|
| What it does | Independent catalog of open AI models with verified downloads
| An HTTP document search API for your apps
|
|---|
| Stage | Not given
| Not given
|
|---|
| Founded | Not given
| Not given
|
|---|
| Based in | Not given
| US
|
|---|
| Pricing model | Free
| Open source
|
|---|
| Pricing | Not given
| Not given
|
|---|
| Key features | - 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
| - Search passages that match a query with scores and file references
- Manage collections and add or remove documents over HTTP or web interface
- Share vaults and partitions for search-only access
- API keys with read, write or admin access levels
- Web interface for search and administration
- User account management with three access levels
- Full-text and vector search indexes
- Runs locally on 127.0.0.1 with no outgoing connections
- SHA-256 hashed API keys and scrypt hashed passwords
- Limit lists restrict collections and vaults per user or API key
|
|---|
| What makes it different | - 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
| - Runs entirely locally on your computer with no outgoing connections
- Free and open source with MIT license
- Does not write answers or contain a language model
- Shared vaults and partitions are search-only and cannot be modified
- Integrates with any language model of your choice
|
|---|
| Free plan | Not given
| Not given
|
|---|
| Open source | Not given
| Not given
|
|---|
| Platforms | Not given
| Not given
|
|---|
| Public API | Not given
| Not given
|
|---|
| Community votes | 0 | 0 |
|---|
| DR (Domain Rating by Ahrefs) | 10 ● no change since last check | 1 ● no change since last check |
|---|
| Trust Flow (Majestic) | 6 | 3 |
|---|
| Citation Flow (Majestic) | 33 | 27 |
|---|
| Referring domains (Majestic) | 161 | 17 |
|---|
4 details filled in for both companies.
More alternatives to Hugging Bay More alternatives to ModelBrain RAG