What is the key difference between Ruv Swarm and Stipple — Document Verification & Extraction?

Ruv Swarm belongs to the Developer Tools category with local stdio execution, while Stipple — Document Verification & Extraction belongs to the Developer Tools category with local stdio execution.

How do I install Ruv Swarm or Stipple — Document Verification & Extraction 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.

Which MCP server has more tools and community activity?

Ruv Swarm lists 0 tools with 2 views and 380 GitHub stars. Stipple — Document Verification & Extraction lists 13 tools with 0 views and 0 GitHub stars.

Can I use both Ruv Swarm and Stipple — Document Verification & Extraction 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

Ruv Swarm vs Stipple — Document Verification & Extraction

Q: Are Ruv Swarm and Stipple — Document Verification & Extraction free or paid?

Ruv Swarm operates under a Free / Open Source model (No auth required). Stipple — Document Verification & Extraction operates under a Free / Open Source model (No auth required).

In-depth architectural comparison of the Ruv Swarm and Stipple — Document Verification & Extraction 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

Ruv Swarm

Developer Tools · Local stdio

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

Stipple — Document Verification & Extraction

Developer Tools · Local stdio

Quality: 45/100 (Fair) | Auth: No auth required

Verdict Summary: Choose Ruv Swarm if you need specialized Developer Tools tools running via a local process. Choose Stipple — Document Verification & Extraction 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 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

Choose Stipple — Document Verification & Extraction 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).
Primary tools included: verify_document, extract_fields, verify_identity.

Explore Stipple — Document Verification & Extraction Details

Feature & Specification Comparison

Specification	R Ruv Swarm Developer Tools	S Stipple — Document Verification & Extraction Developer Tools
Summary	Neural network swarm orchestration with WebAssembly acceleration and MCP integration	Document forensics: tamper/AI checks, fields, tables, identity, screening, tenders, citations.
Category & Scope	Developer Tools	Developer Tools

Tools & Capabilities Breakdown

Ruv Swarm Tools (0)

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

Stipple — Document Verification & Extraction Tools (13)

verify_document

Forensic authenticity inspection of a PDF/image (URL or base64): `risk_band` + `inspection_quality` + evidence

extract_fields

Structured fields from a document: ad-hoc field lists, templates (payslip, tax invoice, bank statement, receipt, contract), tables, per-value grounding, redaction, layout, chunking, splitting

verify_identity

Australian identity check over a document set: AFP 100-point or AUSTRAC safe-harbour, with exactly what is missing

check_pack

Does a document set satisfy a checklist (named scheme or ad-hoc requirements)?

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).

Ruv Swarm Configuration

mcpServers (Claude Desktop / Cursor)

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

Stipple — Document Verification & Extraction Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "stipple-document-verification-extraction": {
      "command": "npx",
      "args": [
        "-y",
        "stipple-document-verification-extraction"
      ]
    }
  }
}

Frequently Asked Questions

Ruv Swarm is categorized under Developer Tools and uses a local stdio subprocess. In contrast, Stipple — Document Verification & Extraction belongs to Developer Tools using local stdio subprocess. Select Ruv Swarm when you need capabilities focused on developer tools and Stipple — Document Verification & Extraction when you require tools for developer tools.

More alternatives to Ruv Swarm More alternatives to Stipple — Document Verification & Extraction Developer Tools category hub