Memory Mesh
API Docs
🔄 Break the Repetition Cycle

Stop Solving the Same Problems Twice

Transform your team's AI conversations into shared knowledge. Memory Mesh captures insights from AI assistants and makes them instantly available to your entire team.

Works seamlessly with your existing AI tools

Claude
ChatGPT
GitHub Copilot
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The Hidden Problem

Your AI assistant solves complex problems every day, but that knowledge disappears the moment the conversation ends. Your teammates start from scratch, solving the same problems again.

AI solutions vanish after conversations
Team members repeat the same research
Knowledge stays trapped in individual workflows

Workspace-Based Knowledge

Create team workspaces where AI insights become shared knowledge. Organize everything from quick solutions to comprehensive guides in one collaborative platform.

AI assistants can save insights directly to team workspaces
Semantic search finds relevant knowledge instantly
Team collaboration with roles and permissions

Four Types of Team Knowledge

Organize your team's insights with purpose-built memory fragment types designed for different kinds of knowledge sharing.

Knowledge
General information, documentation, and explanations about topics and concepts.
Recipe
Step-by-step guides, tutorials, and procedures for accomplishing specific tasks.
Solution
Fixes for specific problems, error resolutions, and troubleshooting guidance.
Template
Reusable code patterns, project templates, and standardized approaches.

How Memory Mesh Works

Connect your AI assistants to team workspaces and turn every conversation into shared knowledge.

Create Team Workspaces
Set up collaborative workspaces for your team with role-based permissions and organized knowledge management.
Connect AI Assistants
Use our MCP server to connect AI assistants like Claude and ChatGPT directly to your team workspaces.
Search & Share Knowledge
AI-powered semantic search finds relevant knowledge instantly, while the knowledge graph reveals hidden connections.

Complete Team Knowledge Platform

Everything your team needs to capture, organize, and share knowledge effectively

MCP Server Integration

Connect AI assistants directly to workspaces through our Model Context Protocol server

Vector-Powered Search

Semantic search using AI embeddings finds relevant knowledge even with different terminology

Knowledge Graph

Visual exploration of knowledge relationships and connections between memory fragments

Team Collaboration

Role-based permissions, member management, and real-time collaboration features

Personal Access Tokens

Secure authentication system for AI assistants with workspace-scoped permissions

Real-Time Updates

Live synchronization across team members using Flowcore Pathways event streaming

See It In Action

Real scenarios where Memory Mesh transforms team productivity

Database Migration Issue

Alex's AI assistant solves a complex migration problem

AI Creates Solution: Memory fragment saved to team workspace with detailed steps
Team Access: Available to all workspace members immediately
AI Searches: Sarah's AI finds the solution next day for similar issue

Project Template Creation

Team develops a new API integration pattern

Template Fragment: AI saves reusable code patterns to workspace
Knowledge Graph: Connected to related authentication patterns
Team Benefit: Template reused across multiple projects

Owner-Centric Pricing

Only pay for workspaces you own, never for workspaces you're invited to. Start with 5 owned workspaces and 5 GB free forever.

Free
Perfect for individuals and small teams getting started
5 GB

Free storage forever

Up to 5 owned workspaces
Up to 5 members per workspace
5 GB storage across owned workspaces
10,000 AI tokens per week
Unlimited invited workspace access
MCP Server integration
AI-powered search
Knowledge graph visualization
Community support
Pay as you grow
Usage-Based
Only pay for storage beyond 5 GB. Scale seamlessly with your team.
$0.09

/GB/month beyond 5 GB

+ $0.000024 per 1K tokens

Everything in Free
Unlimited owned workspaces
Unlimited members per workspace
Pay for total storage across owned workspaces
Unlimited AI tokens (pay per use)
$0.000024 per 1,000 tokens
Advanced analytics
Direct email support
Example: 25 GB storage + 100K tokens = $2.25/month
Pay for ALL storage once exceeding 5 GB + AI tokens at $0.000024 per 1K
Enterprise
For large organizations with custom requirements and dedicated support
Custom

Negotiated pricing

Everything in Usage-Based
Volume pricing discounts
Unlimited owned workspaces
Unlimited members per workspace
Unlimited AI tokens included
Connect your own Flowcore data core
Dedicated Slack support
Custom SLA guarantees

Frequently Asked Questions

Everything you need to know about Memory Mesh owner-centric pricing

How does owner-centric billing work?

You only pay for workspaces you own, never for workspaces you're invited to. Get 5 owned workspaces and 5 GB free forever. Beyond 5 GB across owned workspaces, pay $0.09 per GB per month for ALL storage.

What about workspaces I'm invited to?

Being invited to workspaces never affects your bill! You can be invited to unlimited workspaces at no cost. Only workspace owners pay for storage and limits.

Can I switch to Enterprise pricing?

Yes, contact our sales team for volume discounts and custom pricing. Enterprise includes dedicated Slack support and SLA guarantees.

What support do I get at each level?

Free: Community support. Usage-based: Direct email support. Enterprise: Dedicated Slack channel with custom SLA.

How do AI tokens work and what do they cost?

AI tokens power semantic search for finding relevant knowledge. Free tier includes 10,000 tokens per week. Usage-based pays $0.000024 per 1,000 tokens with no limits.

When are AI tokens used?

Tokens are consumed when creating embeddings for memory fragments and search queries. Roughly 1 token per 4 characters of text (typical fragment uses ~500-2000 tokens).

Ready to Transform Team Knowledge?

Stop losing valuable insights from AI conversations. Build a shared knowledge base that grows with every problem solved.

• Start with 5 GB free forever • Pay only for what you use • Works with existing AI tools

Team WorkspacesAI IntegrationSemantic Search