What is the key difference between Data Quality Gate and One Shot Ui?

Data Quality Gate belongs to the Developer Tools category with local stdio execution, while One Shot Ui belongs to the Developer Tools category with local stdio execution.

How do I install Data Quality Gate or One Shot Ui in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Data Quality Gate and One Shot Ui free or paid?

Data Quality Gate operates under a Free / Open Source model (No auth required). One Shot Ui operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Data Quality Gate lists 0 tools with 0 views and 0 GitHub stars. One Shot Ui lists 0 tools with 0 views and 4 GitHub stars.

Can I use both Data Quality Gate and One Shot Ui together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

Data Quality Gate vs One Shot Ui

In-depth architectural comparison of the Data Quality Gate and One Shot Ui MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Data Quality Gate

Developer Tools · Local stdio

Quality: 37/100 (Fair) | Auth: No auth required

One Shot Ui

Developer Tools · Local stdio

Quality: 43/100 (Fair) | Auth: No auth required

Verdict Summary: Choose Data Quality Gate if you need specialized Developer Tools tools running via a local process. Choose One Shot Ui if your workspace requires Developer Tools integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Data Quality Gate when:

You need dedicated capabilities in the Developer Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Data Quality Gate Details

Choose One Shot Ui when:

You need dedicated capabilities in the Developer Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore One Shot Ui Details

Feature & Specification Comparison

Specification	D Data Quality Gate Developer Tools	One Shot Ui Developer Tools
Summary	No-LLM deterministic dataset-quality verdict and score for AI agents. Free MCP tool.	Deterministic UI extraction and screenshot diffing for AI coding agents.
Category & Scope	Developer Tools	Developer Tools
Quality signal

Tools & Capabilities Breakdown

Data Quality Gate Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

One Shot Ui Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Data Quality Gate Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "data-quality-gate": {
      "command": "npx",
      "args": [
        "-y",
        "data-quality-gate"
      ]
    }
  }
}

One Shot Ui Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "one-shot-ui": {
      "command": "npx",
      "args": [
        "-y",
        "one-shot-ui",
        "mcp"
      ]
    }
  }
}

Frequently Asked Questions

Data Quality Gate is categorized under Developer Tools and uses a local stdio subprocess. In contrast, One Shot Ui belongs to Developer Tools using local stdio subprocess. Select Data Quality Gate when you need capabilities focused on developer tools and One Shot Ui when you require tools for developer tools.

More alternatives to Data Quality Gate More alternatives to One Shot Ui Developer Tools category hub