Memory Mesh captures decisions, insights, and solutions from any source—emails, meetings, documents, or AI conversations—then organizes them automatically with AI-powered search. Stop losing critical knowledge when team members leave or projects end.
Starts as your AI assistant, evolves into your team's most valuable knowledge expert
Perfect for growing teams and small businesses
Every growing team faces the same challenge: critical decisions get buried in email threads, new hires ask the same questions repeatedly, and valuable insights walk out the door when someone leaves. Teams waste hours daily searching for information they know exists somewhere.
Transform scattered knowledge into organized team intelligence. Memory Mesh captures insights from any source, organizes them automatically with AI, and makes them instantly discoverable by your entire team. The more knowledge you add, the smarter it becomes—evolving from a helpful assistant into your team's most trusted knowledge expert.
Fragment types are the foundation of Memory Mesh organization. Start with our proven defaults, then create custom types that match how your team actually thinks and works. Perfect organization without over-organizing.
Why fragment types matter: Unlike folders or tags, fragment types create semantic organization that evolves with your team's knowledge patterns. Marketing teams might add "Campaign Brief" and "Post-Mortem" types. Dev teams might create "Architecture Decision" and "Deployment Guide" types. The system adapts to you, not the other way around.
Every team is different. Add custom fragment types that reflect your specific workflows, industries, and knowledge patterns. Examples from real teams:
Turn scattered knowledge into organized team intelligence in three simple steps. From chaos to competitive advantage in minutes.
Everything your team needs to capture, organize, and share knowledge effectively
Connect AI assistants and developer IDEs directly to workspaces through our Model Context Protocol server and REST API
Semantic search using AI embeddings finds relevant knowledge even with different terminology
Visual exploration of knowledge relationships and connections between memory fragments
Role-based permissions, member management, and real-time collaboration features
Secure authentication system for AI assistants with workspace-scoped permissions
Live synchronization across team members using Flowcore Pathways event streaming
Connect Memory Mesh to your existing workflow through our REST API or Model Context Protocol
Seamlessly integrate with n8n, Make.com, Zapier, Microsoft Power Automate, and Mac Shortcuts to automatically capture and organize team knowledge from your existing workflows.
Connect modern AI chatbots and developer IDEs through our Model Context Protocol server. Perfect for AI assistants that need access to your team's knowledge base.
Ready to integrate? Check out our comprehensive API documentation
View API DocumentationSee how growing businesses use Memory Mesh to turn knowledge chaos into competitive advantage
TechStart scales from 5 to 15 remote employees
GrowthCorp manages 20+ clients across multiple projects
Workspace owners pay for storage and knowledge creation (generation tokens used for creating and editing fragments). Individual users pay for their own knowledge searching (embedding tokens used for finding information) when they exceed their free tier limits. Invite unlimited team members to collaborate.
Free — no credit card required
Usage beyond included limits: Hard limits apply - no overages
20 API requests/min included
per user per month
Usage beyond included limits:
$0.50/GiB storage
$0.00030/1K knowledge creation tokens
$0.03000/1K knowledge search tokens
60 API requests/min included
per user per month
Usage beyond included limits:
$0.40/GiB storage
$0.00020/1K knowledge creation tokens
$0.02200/1K knowledge search tokens
300 API requests/min included
Negotiated pricing
Usage beyond included limits: Volume discounts and custom overage rates negotiated
Custom API rate limits
Everything you need to know about Memory Mesh pricing
Workspace owners pay for storage and knowledge creation tokens. Individual users pay for their own knowledge search tokens when they exceed free tier limits. You get 5 owned workspaces and 1 GB free. Upgrade to Starter ($20/user/month) or Pro ($100/user/month) for higher limits.
Being invited to workspaces doesn't affect workspace storage or creation costs - only the owner pays for those. However, you pay for your own knowledge search tokens when you exceed your free tier limits, regardless of workspace ownership.
Storage and knowledge creation tokens accumulate across your organization. If you have 1 Pro user + 5 Starter users + 4 Free users, you get 158M creation tokens total (100M + 50M + 8M). Storage works the same way. However, knowledge search tokens are individual per user. This makes it cost-effective for mixed teams.
Free: Community support. Starter & Pro: Email support. Enterprise: Dedicated Priority Support with custom SLA.
Knowledge creation tokens power creating fragments, editing content, AI summarization, and keeping your memory mesh up-to-date. Knowledge search tokens power finding information, semantic search, and getting knowledge out of your memory mesh. Think of creation as "putting knowledge in" and search as "getting knowledge out."
The main differences are storage limits (1GB/5GB/80GB), knowledge creation token limits (2M/10M/60M), knowledge search token limits (1M/3M/15M), and support levels (Community/Email/Priority).
Stop losing critical decisions in email threads. Build a knowledge engine that grows with your team and accelerates every new hire.
• Free for solo founders • Invite unlimited team members • Storage scales with your success