Memory Store User Guide

Memory Store is a universal memory layer for humans and AI agents. It connects all your AI tools—Claude, ChatGPT, Cursor, Slack, and more—and gives them the ability to record, recall, and reflect on memories.

Everything, everywhere, all at once. Your context, preferences, and knowledge follow you seamlessly across every app. And it grows over time—the more you use it, the more it learns about you.

Quick Start

Sign up at memory.store
Copy your connection URL: https://memory.store/mcp
Pick your app below and follow the setup steps
Add custom instructions (optional but recommended)
Start chatting!

What is Memory Store?

Memory Store is your AI’s long-term memory—a persistent knowledge layer that remembers your conversations, preferences, and context across all your AI tools.

The Core Idea

Your memory store grows with every conversation. Share a preference in Claude, and ChatGPT knows it too. Debug a problem in Cursor, and Claude Code remembers the solution. It’s one unified memory that follows you everywhere.

MCP Tools

Checkin — Loads your active context at the start of each conversation (automatic)
Record — Store facts, preferences, events, and notes
Recall — Search past conversations by topic, time, or entities
Report Issue — Flag problems or share product feedback

Key Benefits

Cross-app memory: Context follows you from Claude to Cursor to ChatGPT
Thread continuity: Conversations resume with full context via checkin
Team sharing: Share memory stores across your team
Automatic capture: AI records important info without prompting
Semantic search: Find memories by meaning, not just keywords
Grows over time: The more you use it, the smarter it gets

Dashboard

Access your memories and manage connections at app.memory.store

From the dashboard you can:

Review and manage your stored memories
Connect more apps beyond the core integrations
Manage team access and sharing settings
View usage analytics and activity

Connect Your Apps

Claude Web/Desktop

Copy your connection link: https://memory.store/mcp
Open claude.ai/settings/connectors or go to Settings → Connectors
Click Add Custom Connector
Name: Memory Store, URL: paste link from step 1
Submit, then use it in chats

Note: If Claude Web fails to connect, try https://memory.store/mcp/claude instead.

Claude Code

npm i -g @anthropic-ai/claude-code
claude mcp add --transport http memory-store "https://memory.store/mcp"
claude

Write /mcp, select memory-store, then Authenticate.

ChatGPT

ChatGPT supports MCP for Pro, Plus, or Business subscriptions.

Settings → Apps → Advanced Settings → Developer
Turn on Developer Mode
Click Create App
Name: Memory Store, URL: https://memory.store/mcp
Follow OAuth flow

Note: Teams subscriptions do not yet support custom MCP connections.

Cursor IDE

Copy this deep link and paste in your browser:

cursor://anysphere.cursor-deeplink/mcp/install?name=Memory%20Store&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbWVtb3J5LnN0b3JlL21jcCJ9

Any MCP Client

Use the direct URL if your client supports HTTPS/SSE:

https://memory.store/mcp

Or use mcp-remote for OAuth support:

npx mcp-remote https://memory.store/mcp

Using Memory Store

Checkin

Checkin runs automatically at the start of each conversation, loading your active threads, recent activity, and key entities. Your AI picks up right where you left off.

Record

Store facts naturally:

"I prefer oat milk in coffee."
"My project deadline is March 15th."

Recall

Find things later:

"What did I say about coffee preferences?"
"What do you know about my project Atlas?"

Synthesize patterns and insights:

"What themes keep coming up in my projects?"

Sync Conversations

"Sync this conversation to my memory store."
"Save everything we discussed today."

Prompt Templates

For comprehensive, ready-to-paste templates, see the Prompt Templates Guide. Here are quick-start versions:

Universal Template

I use Memory Store to remember our conversations.
Checkin loads my context automatically at the start of every chat.
Record important things I share: preferences, facts, decisions.
When I reference past topics, use Recall with rich background context.
Use Reflect to help me see patterns across conversations.
Report issues if recall results seem off.

Developer Template

I use Memory Store for technical context across coding sessions.
Checkin loads my active project context automatically.
Record: architecture decisions, bug fixes, API details, code patterns.
Recall with background: include project name, tech stack, and what you need.
Reflect periodically on recurring patterns and architectural trends.
Cite sources: "On [date], we decided..."

Troubleshooting

Cannot connect?

Verify URL: https://memory.store/mcp
Complete OAuth authentication
Try fresh chat after adding connector

Claude Web issues? Try https://memory.store/mcp/claude instead.

ChatGPT issues? Enable Developer Mode first. Teams subscriptions not supported.

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