
Connect Mem AI Knowledge Workspace to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Turn your scattered notes into an organized, searchable brain.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 12 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 12 available through Mem.ai.
- 01
Delete mem
This capability permanently removes a specific mem document. Note that this action cannot be undone via the API.
- 02
Get collection
This capability retrieves the metadata for a specific Collection.
- 03
List collections
This capability pulls a list of all your explicitly defined thematic Collections.
- 04
List collection mems
This capability returns every mem contained within a specific Collection.
05-08
4 capabilities in this set.
Part of 12 available through Mem.ai.
- 05
Add mem to collection
This capability attaches a specific mem to a designated Collection.
- 06
Create collection
This capability sets up a new logical grouping to organize your notes.
- 07
Create mem
This capability creates a new Markdown note that is immediately indexed for semantic search.
- 08
Update mem
This capability modifies the text of an existing mem. It is best to run get_mem first to avoid overwriting data.
09-12
4 capabilities in this set.
Part of 12 available through Mem.ai.
- 09
Get mem
This capability fetches the full text and metadata for a specific mem using its ID.
- 10
List mems
This capability retrieves the IDs and raw content for all mems in your workspace.
- 11
Search mems
This capability performs a semantic search across your entire indexed knowledge base.
- 12
Mem it
This capability triggers a quick capture block for links, snippets, or raw thoughts.
Real work
What teams actually run
Meeting Documentation
Your agent takes standup notes and automatically files them into the correct project collection.
Research Synthesis
You ask your agent to find all mentions of a specific concept across your entire history of notes.
Project Organization
Your agent creates new thematic collections and moves relevant notes into them as you work.
Quick Idea Logging
You use the quick capture capability to dump a thought or a link into your workspace via your AI chat.
Automate a task
Put Mem.ai to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
Mem.ai works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Mem.ai to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
943ms average. Fast in production.
Mem.ai is checked daily against the live service.
- Fastest day
- 779ms
- Slowest day
- 1208ms
- 14-day trend
- Slowing+6%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 12 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Mem.ai, so you can see the experience inside your AI.
It does not authenticate your account with Mem.ai. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Mem.ai Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_iSJtoT7sEVWTWssTHTzTEMJDToxkEDep4lm94sqs/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Mem.ai capabilities are ready to use.
{
"mcpServers": {
"mem-ai-knowledge-workspace-mcp": {
"url": "https://edge.vinkius.com/vk_preview_iSJtoT7sEVWTWssTHTzTEMJDToxkEDep4lm94sqs/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Mem.ai in Claude and other AIs
Who it's for
Built for the work Mem.ai owners hand off.
This is built for anyone who manages large volumes of information and wants to interact with that data using an AI agent.
- 01
Knowledge Workers
They use the agent to organize research and meeting notes through conversation.
- 02
Project Teams
They sync documentation and manage shared knowledge collections via their AI client.
- 03
Researchers
They use semantic search to find connections across massive personal knowledge bases.
FAQ
Questions Mem.ai owners ask.
- 01
How do I connect my Mem.ai account?
You subscribe to the MCP on Vinkius and enter your Mem.ai API Key. Once connected, it is ready to use in any compatible client.
- 02
Can I recover a deleted note?
No. Deleting a mem via the API is permanent and cannot be recovered.
- 03
What makes the search different from a normal search?
This MCP uses semantic search, which means your agent looks for the meaning and context of your query rather than just looking for exact word matches.
- 04
Does this work with Claude?
Yes. This MCP works with Claude, Cursor, Windsurf, VS Code, and any other MCP-compatible client.
- 05
Can I organize my notes into folders?
You can use the capability to create Collections and add specific mems to them to keep your workspace organized.
- 06
How is Mem's AI search different from regular keyword search?
Mem uses semantic similarity. When your agent uses the search_mems capability, it identifies notes based on the meaning of your query. This means you can find relevant context even if you don't remember the exact words used in the original note.
- 07
Can I organize my notes into folders using my agent?
In Mem, folders are called 'Collections'. Use the create_collection and add_mem_to_collection capabilities. Your agent can establish thematic groups and link specific mems to them structurally, maintaining an organized workspace through conversation.
- 08
What is the 'Mem It' capability used for?
The mem_it capability is a quick capture shortcut. Your agent can use it to instantly log raw thoughts, URLs, or snippets into your workspace with automated formatting, perfect for high-speed idea tracking during your workflow.
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