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Showing content from https://github.com/singlestore-labs/mcp-server-singlestore below:

singlestore-labs/mcp-server-singlestore: MCP server for interacting with SingleStore Management API and services

Model Context Protocol (MCP) is a standardized protocol designed to manage context between large language models (LLMs) and external systems. This repository provides an installer and an MCP Server for Singlestore, enabling seamless integration.

With MCP, you can use Claude Desktop, Claude Code, Cursor, or any compatible MCP client to interact with SingleStore using natural language, making it easier to perform complex operations effortlessly.

💡 Pro Tip: Not sure what the MCP server can do? Just call the /help prompt in your chat!

First, install the SingleStore MCP server with your client.

Standard config works in most of the tools:

{
  "mcpServers": {
    "singlestore-mcp-server": {
      "command": "uvx",
      "args": [
        "singlestore-mcp-server",
        "start"
      ]
    }
  }
}

No API keys, tokens, or environment variables required! The server automatically handles authentication via browser OAuth when started.

Claude Desktop

Automatic setup:

uvx singlestore-mcp-server init --client=claude-desktop

Manual setup: Follow the MCP install guide, use the standard config above.

Claude Code

Automatic setup:

uvx singlestore-mcp-server init --client=claude-code

This will automatically run the Claude CLI command for you.

Manual setup:

claude mcp add singlestore-mcp-server uvx singlestore-mcp-server start
Cursor

Automatic setup:

uvx singlestore-mcp-server init --client=cursor

Manual setup: Go to Cursor Settings -> MCP -> Add new MCP Server. Name to your liking, use command type with the command uvx singlestore-mcp-server start. You can also verify config or add command line arguments via clicking Edit.

VS Code

Automatic setup:

uvx singlestore-mcp-server init --client=vscode

Manual setup: Follow the MCP install guide, use the standard config above. You can also install using the VS Code CLI:

code --add-mcp '{"name":"singlestore-mcp-server","command":"uvx","args":["singlestore-mcp-server","start"]}'

After installation, the SingleStore MCP server will be available for use with your GitHub Copilot agent in VS Code.

Windsurf

Automatic setup:

uvx singlestore-mcp-server init --client=windsurf

Manual setup: Follow Windsurf MCP documentation. Use the standard config above.

Gemini CLI

Automatic setup:

uvx singlestore-mcp-server init --client=gemini

Manual setup: Follow the MCP install guide, use the standard config above.

LM Studio

Automatic setup:

uvx singlestore-mcp-server init --client=lm-studio

Manual setup: Go to Program in the right sidebar -> Install -> Edit mcp.json. Use the standard config above.

Goose

Manual setup only: Go to Advanced settings -> Extensions -> Add custom extension. Name to your liking, use type STDIO, and set the command to uvx singlestore-mcp-server start. Click "Add Extension".

Qodo Gen

Manual setup only: Open Qodo Gen chat panel in VSCode or IntelliJ → Connect more tools → + Add new MCP → Paste the standard config above.

Click Save.

NOTE: An API key is required when using Docker because the OAuth flow isn't supported for servers running in Docker containers.

{
  "mcpServers": {
    "singlestore-mcp-server": {
      "command": "docker",
      "args": [
        "run", "-i", "--rm", "--init", "--pull=always",
        "-e", "MCP_API_KEY=your_api_key_here",
        "singlestore/mcp-server-singlestore"
      ]
    }
  }
}

You can build the Docker image yourself:

docker build -t singlestore/mcp-server-singlestore .

For better security, we recommend using Docker Desktop to configure the SingleStore MCP server—see this blog post for details on Docker's new MCP Catalog.

The server implements the following tools:

Note: Organization management tools (choose_organization and set_organization) are only available when the API key environment variable is not set, allowing for interactive organization selection during OAuth authentication.

  1. Clone the repository:
git clone https://github.com/singlestore-labs/mcp-server-singlestore.git
cd mcp-server-singlestore
  1. Install dependencies:
  1. Set up pre-commit hooks (optional but recommended):
uv run pre-commit install
# Quick quality checks (fast feedback)
./scripts/check.sh

# Run tests independently
./scripts/test.sh

# Comprehensive validation (before PRs)
./scripts/check-all.sh

# Create and publish releases
./scripts/release.sh
# Run test suite with coverage
./scripts/test.sh

# Or use pytest directly
uv run pytest
uv run pytest --cov=src --cov-report=html

We use Ruff for both linting and formatting:

# Format code
uv run ruff format src/ tests/

# Lint code
uv run ruff check src/ tests/

# Lint and fix issues automatically
uv run ruff check --fix src/ tests/

Releases are managed through git tags and automated PyPI publication:

  1. Create release: ./scripts/release.sh (interactive tool)
  2. Automatic publication: Triggered by pushing version tags
  3. No manual PyPI uploads - fully automated pipeline

See scripts/dev-workflow.md for detailed workflow documentation.


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