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BrainDog 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.

BrainDog compared with Hugging Bay
DetailBrainDog logo BrainDogHugging Bay logo Hugging Bay
What it doesA workspace for projects, decisions and money that every agent reads and updates Independent catalog of open AI models with verified downloads
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFree Free
PricingNot given Not given
Key features
  • Connect coding agents via MCP protocol (Claude Code, Cursor and others)
  • Centralized project tracking with decisions and money
  • Audit trail with every change signed and undoable
  • Approval controls for money, deletions and key access
  • Learning system that reduces approval requests after 10 similar actions
  • Team collaboration with email invitations and role-based access
  • Built-in Slash assistant with 20 questions per month on free plan
  • 1,000 automation runs per month on free plan
  • Full data export available anytime
  • Sealed backups every night with secure key storage
  • 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
  • Works with any agent that speaks MCP protocol, not vendor-locked to one tool
  • Integrates work tracking and financial management in one place agents automatically read
  • Full audit trail and undo capability for every change
  • Learns from agent behavior to reduce approval overhead over time
  • Free tier includes all features with no credit card required
  • 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)12 +12 (up) 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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