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How to Use the ClickHouse (Vector Search) MCP in Cursor

Inject live database context into Cursor by connecting your vector store directly to your editor.

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Connect ClickHouse (Vector Search) MCP to Cursor

Create your Vinkius account to connect ClickHouse (Vector Search) to Cursor 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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Direct SQL execution for Cursor agents

The `execute_sql` tool lets your agent run queries against your production or staging instances. It writes the results straight into your context window. Your code gets accurate data back, not static stubs. This allows the AI to write functional queries based on your actual schema.

Run vector similarity searches in Cursor

Trigger `vector_search` to pull relevant vectors into your current coding session. The agent sees the distance traces and uses them to refine your logic. It handles the mathematical heavy lifting. You just define the search criteria and let the agent retrieve the matches.

Verify table schemas inside Cursor

Use `describe_table` to get the exact property list for any table. This keeps your code in sync with your database schema. Avoid errors by checking `list_tables` first. It ensures the agent is looking at the right data source before executing any operations.

Setup guide

Set up ClickHouse (Vector Search) MCP in Cursor

Prerequisites

  • Cursor installed (macOS, Windows, or Linux)
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Open MCP Settings

    Go to Cursor Settings → MCP or open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and search for "MCP: Add Server".

  2. 2

    Add the ClickHouse (Vector Search) MCP

    Cursor will create or open .cursor/mcp.json in your project root. Paste the JSON snippet on the right. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.

  3. 3

    Enable Agent mode

    Open Composer (Cmd+I / Ctrl+I) and switch to Agent mode using the dropdown at the top. MCP tools are only available in Agent mode.

  4. 4

    Verify the connection

    Ask Cursor something like "List my recent ClickHouse (Vector Search) transactions." If the MCP tools are loaded correctly, Cursor will call the ClickHouse (Vector Search) tools automatically. You can also check Settings → MCP for a green status indicator.

.cursor/mcp.json
{
  "mcpServers": {
    "clickhouse-vector-search-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by ClickHouse. 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 ClickHouse (Vector Search) MCP in Cursor

Enable Agent mode in the chat sidebar and ask the AI to search your vectors. It will invoke the search tool and bring the results into the context of your current file.
Yes, the SQL tool allows for DDL and DML operations. You can ask the AI to modify your database structure, and it will execute the commands against your connected instance.
It is designed specifically for Agent mode. The tools map perfectly to the agent's ability to read and act on live database information.
List your databases or tables by calling the relevant tools in the chat. The output gives the agent a clear map of your ClickHouse environment.
All connections are scoped to your specific project configuration. The server acts as a direct bridge, ensuring that your raw data remains within your local environment's security boundary.

Start using the ClickHouse (Vector Search) MCP today

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