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fractal 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.

fractal compared with Hugging Bay
Detail fractalHugging Bay logo Hugging Bay
What it doesLong-term memory for AI agents that organizes itself and corrects itself Independent catalog of open AI models with verified downloads
StageMVP Not given
FoundedNot given Not given
Based inSE Not given
Pricing modelFree Free
PricingPersonal: Free during early access. Unlimited memories, all agents with separate memories, no card required. Enterprise: On request, set up by the team for departmental organization with cross-department sharing and direct support. Not given
Key features
  • Self-correcting memory that updates when facts change
  • Historical memory queries with time-based retrieval
  • Automatic topic organization and hierarchy
  • Separate memory for each agent with controlled sharing
  • Multi-agent support via MCP, REST API, or LangGraph
  • AES-256 encryption at rest and in backups
  • OAuth 2.1 authentication and API key management
  • Data export and deletion capabilities
  • 37 MCP tools with automated verification on every code change
  • 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
What makes it different
  • Understands what changed, when it was true, and where it belongs - beyond vector database similarity
  • Never contradicts itself by automatically replacing outdated facts
  • Fully GDPR aligned with built-in privacy by design
  • Two-minute integration with Claude, ChatGPT, Cursor and any MCP client
  • Data stays in Europe on AWS eu-north-1 and never used for model training
  • 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
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check10 no change since last check
Trust Flow (Majestic)06
Citation Flow (Majestic)033
Referring domains (Majestic)0161

4 details filled in for both companies.

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