How to Use the Mem AI (Knowledge Workspace) MCP in Windsurf

Q: Can Windsurf search through my Mem AI (Knowledge Workspace) notes?

Yes. Windsurf uses searchmems to query your entire knowledge base. It brings the information you need directly into your chat session.

Q: How do I add a new note to Mem AI (Knowledge Workspace) from Windsurf?

Just tell Cascade to save a thought. It triggers createmem to upload your text to your workspace immediately.

Q: What happens if I delete a note via the MCP Server?

The deletemem tool removes the document permanently from your workspace. There is no undo, so verify the ID before running it.

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Connect Mem AI (Knowledge Workspace) MCP to Windsurf

Create your Vinkius account to connect Mem AI (Knowledge Workspace) to Windsurf and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup Mem AI (Knowledge Workspace) with Windsurf

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Autonomous knowledge capture in Windsurf

Cascade uses `create_mem` to turn your scratchpad thoughts into indexed notes the second they hit the editor. You stop worrying about where to save snippets and just keep coding. The agent handles the heavy lifting, ensuring every thought is searchable. It links ideas without you needing to manage folders or tags manually.

Semantic context retrieval

Windsurf executes `search_mems` to pull relevant technical specs directly into your current session. It finds the exact documentation you need based on meaning, not just keyword matches. This MCP Server provides the context while Cascade writes the implementation. You get accurate, project-specific data without switching windows or digging through browser tabs.

Dynamic collection management

Organize your workspace using `create_collection` and `add_mem_to_collection` directly from the chat interface. Cascade keeps your project knowledge grouped by feature or sprint. You maintain a clean, structured brain for your project. When the architecture changes, the agent updates your collections to reflect the new reality.

Setup guide

Set up Mem AI (Knowledge Workspace) MCP in Windsurf

Prerequisites

Windsurf IDE installed (macOS, Windows, or Linux)
Active Vinkius subscription with a valid endpoint token

1

Open MCP configuration

Click the Cascade assistant icon in the sidebar, then click the hammer icon (🔨) at the top of the panel. Select "Configure" to open ~/.codeium/windsurf/mcp_config.json.
2

Add the Mem AI (Knowledge Workspace) MCP

Paste the JSON snippet shown on the right into the mcpServers object. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Refresh MCPs

Go back to the hammer icon (🔨) in Cascade and click "Refresh". Windsurf will detect the new server. No full restart is needed — the connection is hot-reloaded.
4

Verify in Cascade

Start a new Cascade conversation and ask something like "Show my Mem AI (Knowledge Workspace) payment history." If connected, Cascade will call the Mem AI (Knowledge Workspace) tools directly. You will see a green dot next to the server name in the MCP panel.

mcp_config.json

{
  "mcpServers": {
    "mem-ai-knowledge-workspace-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Mem.ai. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Mem AI (Knowledge Workspace) MCP in Windsurf

Yes. Windsurf uses `search_mems` to query your entire knowledge base. It brings the information you need directly into your chat session.

Just tell Cascade to save a thought. It triggers `create_mem` to upload your text to your workspace immediately.

It does. You can ask the agent to add specific notes into existing folders using `add_mem_to_collection` without leaving your code.

The `delete_mem` tool removes the document permanently from your workspace. There is no undo, so verify the ID before running it.

Your notes remain within your account. The server only transmits the specific data you request via the API, ensuring your proprietary information stays isolated from other users.

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