What is the key difference between Ref Tools Ref Tools Mcp and Thunder Compute?

Ref Tools Ref Tools Mcp belongs to the Finance & Fintech category with local stdio execution, while Thunder Compute belongs to the Finance & Fintech category with local stdio execution.

How do I install Ref Tools Ref Tools Mcp or Thunder Compute 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 Ref Tools Ref Tools Mcp and Thunder Compute free or paid?

Ref Tools Ref Tools Mcp operates under a Free / Open Source model (No auth required). Thunder Compute operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Ref Tools Ref Tools Mcp lists 2 tools with 0 views and 1,148 GitHub stars. Thunder Compute lists 0 tools with 0 views and 0 GitHub stars.

Can I use both Ref Tools Ref Tools Mcp and Thunder Compute 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.

How do I install Ref Tools Ref Tools Mcp or Thunder Compute in Claude Desktop, Cursor, or Windsurf?

Both servers follow the standard Model Context Protocol configuration format. Simply copy the JSON block from the configuration section above and paste it into your AI client's mcpServers configuration object (for instance in claude_desktop_config.json or ~/.cursor/mcp.json ), then completely restart or refresh the application.

Are Ref Tools Ref Tools Mcp and Thunder Compute free to use, or do they require API keys?

Ref Tools Ref Tools Mcp is listed under a Free / Open Source model with No auth required . Thunder Compute operates under a Free / Open Source model with No auth required . If environment variables are required (such as API keys), be sure to define them under the env key in your MCP client's configuration file.

Can I run both Ref Tools Ref Tools Mcp and Thunder Compute at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both ref-tools-ref-tools-mcp and thunder-compute as distinct keys inside the single mcpServers object in your configuration file. Your AI assistant will automatically select and call the appropriate tool from either server during chat sessions.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, Ref Tools Ref Tools Mcp has a Quality Score of 56 /100 ( Good ) with 0 views, 0 installs, and 1,148 GitHub stars. Thunder Compute holds a Quality Score of 27 /100 ( Emerging ) with 0 views, 0 installs, and 0 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Ref Tools Ref Tools Mcp vs Thunder Compute

In-depth architectural comparison of the Ref Tools Ref Tools Mcp and Thunder Compute 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

Ref Tools Ref Tools Mcp

Finance & Fintech · Local stdio

Quality: 56/100 (Good) | Auth: No auth required

Thunder Compute

Finance & Fintech · Local stdio

Quality: 27/100 (Emerging) | Auth: No auth required

Verdict Summary: Choose Ref Tools Ref Tools Mcp if you need specialized Finance & Fintech tools running via a local process. Choose Thunder Compute if your workspace requires Finance & Fintech integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Ref Tools Ref Tools Mcp when:

You need dedicated capabilities in the Finance & Fintech domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: query, url.

Explore Ref Tools Ref Tools Mcp Details

Choose Thunder Compute when:

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

Explore Thunder Compute Details

Feature & Specification Comparison

Specification	R Ref Tools Ref Tools Mcp Finance & Fintech	T Thunder Compute Finance & Fintech
Summary	Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…	GPU cloud platform — create, manage, and monitor instances, snapshots, SSH keys, and billing.
Category & Scope	Finance & Fintech	Finance & Fintech
Quality signal

Tools & Capabilities Breakdown

Ref Tools Ref Tools Mcp Tools (2)

query

url

Thunder Compute 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).

Ref Tools Ref Tools Mcp Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "ref-tools-ref-tools-mcp": {
      "command": "npx",
      "args": [
        "ref-tools-mcp@latest"
      ]
    }
  }
}

Thunder Compute Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "thunder-compute": {
      "command": "npx",
      "args": [
        "-y",
        "thunder-compute"
      ]
    }
  }
}

Frequently Asked Questions

Ref Tools Ref Tools Mcp is categorized under Finance & Fintech and uses a local stdio subprocess. In contrast, Thunder Compute belongs to Finance & Fintech using local stdio subprocess. Select Ref Tools Ref Tools Mcp when you need capabilities focused on finance & fintech and Thunder Compute when you require tools for finance & fintech.

More alternatives to Ref Tools Ref Tools Mcp More alternatives to Thunder Compute Finance & Fintech category hub