Cogni 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.
Cogni compared with Hugging Bay
| Detail | C
Cogni | 
Hugging Bay |
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| What it does | Memory that reasons
| Independent catalog of open AI models with verified downloads
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| Stage | Not given
| Not given
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| Founded | Not given
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| Based in | US
| Not given
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| Pricing model | Freemium
| Free
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| Pricing | Free plan at $0 USD; Pro plan at $5 USD per month.
| Not given
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| Key features | - Entity-graph spreading activation for cross-vocabulary retrieval
- Works with any LLM model
- No LLM or GPU in retrieval path
- Point-in-time and windowed recall
- Timestamped memories
- Fixed recall cost as memory grows
| - 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 | - Reaches answers across unrelated documents that share no keywords, where vector search scores zero
- Deterministic retrieval with no model in the path, so results never vary between queries
- Constant per-query cost regardless of memory size, even at 32,000 words
- No infrastructure to run—no vector database, cluster, or GPU needed
- Works with any model, so small local models gain the most from better retrieval
| - 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) | 4 ● no change since last check | 10 ● no change since last check |
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| Trust Flow (Majestic) | 2 | 6 |
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| Citation Flow (Majestic) | 21 | 33 |
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| Referring domains (Majestic) | 34 | 161 |
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4 details filled in for both companies.
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