What is the key difference between Ref Tools Ref Tools Mcp and Visibility Index?

Ref Tools Ref Tools Mcp belongs to the Finance & Fintech category with local stdio execution, while Visibility Index belongs to the Finance & Fintech category with cloud HTTP/SSE execution.

How do I install Ref Tools Ref Tools Mcp or Visibility Index 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 Visibility Index free or paid?

Ref Tools Ref Tools Mcp operates under a Free / Open Source model (No auth required). Visibility Index 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. Visibility Index lists 0 tools with 0 views and 0 GitHub stars.

Can I use both Ref Tools Ref Tools Mcp and Visibility Index 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 Visibility Index 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 Visibility Index 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 . Visibility Index 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 Visibility Index 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 visibility-index 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. Visibility Index holds a Quality Score of 36 /100 ( Fair ) with 0 views, 0 installs, and 0 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Ref Tools Ref Tools Mcp vs Visibility Index

In-depth architectural comparison of the Ref Tools Ref Tools Mcp and Visibility Index 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

Visibility Index

Finance & Fintech · Remote HTTP/SSE

Quality: 36/100 (Fair) | 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 Visibility Index if your workspace requires Finance & Fintech integration with remote web transport. 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 Visibility Index when:

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

Explore Visibility Index Details

Feature & Specification Comparison

Specification	R Ref Tools Ref Tools Mcp Finance & Fintech	Visibility Index Finance & Fintech
Summary	Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…	Weekly open AI-visibility data for crypto: share of answer on ChatGPT, Perplexity and Gemini.
Category & Scope	Finance & Fintech	Finance & Fintech
Quality signal

Tools & Capabilities Breakdown

Ref Tools Ref Tools Mcp Tools (2)

query

url

Visibility Index 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"
      ]
    }
  }
}

Visibility Index Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "visibility-index": {
      "url": "https://vectory.space"
    }
  }
}

Frequently Asked Questions

Ref Tools Ref Tools Mcp is categorized under Finance & Fintech and uses a local stdio subprocess. In contrast, Visibility Index belongs to Finance & Fintech using remote streaming HTTP/SSE transport. Select Ref Tools Ref Tools Mcp when you need capabilities focused on finance & fintech and Visibility Index when you require tools for finance & fintech.

More alternatives to Ref Tools Ref Tools Mcp More alternatives to Visibility Index Finance & Fintech category hub