What is the key difference between CrowdGap AI Probability Research and Ruv Swarm?

CrowdGap AI Probability Research belongs to the Developer Tools category with local stdio execution, while Ruv Swarm belongs to the Developer Tools category with local stdio execution.

How do I install CrowdGap AI Probability Research or Ruv Swarm 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 CrowdGap AI Probability Research and Ruv Swarm free or paid?

CrowdGap AI Probability Research operates under a Free / Open Source model (No auth required). Ruv Swarm operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

CrowdGap AI Probability Research lists 0 tools with 0 views and 0 GitHub stars. Ruv Swarm lists 0 tools with 2 views and 380 GitHub stars.

Can I use both CrowdGap AI Probability Research and Ruv Swarm 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

CrowdGap AI Probability Research vs Ruv Swarm

In-depth architectural comparison of the CrowdGap AI Probability Research and Ruv Swarm 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

CrowdGap AI Probability Research

Developer Tools · Local stdio

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

Ruv Swarm

Developer Tools · Local stdio

Quality: 49/100 (Fair) | Auth: No auth required

Verdict Summary: Choose CrowdGap AI Probability Research if you need specialized Developer Tools tools running via a local process. Choose Ruv Swarm 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 CrowdGap AI Probability Research 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 CrowdGap AI Probability Research Details

Choose Ruv Swarm 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 Ruv Swarm Details

Feature & Specification Comparison

Specification	C CrowdGap AI Probability Research Developer Tools	R Ruv Swarm Developer Tools
Summary	Read-only discovery and schema tests for evidence-linked probability research with XRP activation.	Neural network swarm orchestration with WebAssembly acceleration and MCP integration
Category & Scope	Developer Tools	Developer Tools

Tools & Capabilities Breakdown

CrowdGap AI Probability Research Tools (0)

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

Ruv Swarm 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).

CrowdGap AI Probability Research Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "crowdgap-ai-probability-research": {
      "command": "npx",
      "args": [
        "-y",
        "crowdgap-ai-probability-research"
      ]
    }
  }
}

Ruv Swarm Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "ruv-swarm": {
      "command": "npx",
      "args": [
        "-y",
        "ruv-swarm@latest"
      ]
    }
  }
}

Frequently Asked Questions

CrowdGap AI Probability Research is categorized under Developer Tools and uses a local stdio subprocess. In contrast, Ruv Swarm belongs to Developer Tools using local stdio subprocess. Select CrowdGap AI Probability Research when you need capabilities focused on developer tools and Ruv Swarm when you require tools for developer tools.

More alternatives to CrowdGap AI Probability Research More alternatives to Ruv Swarm Developer Tools category hub