@collabsmap/mcp-server

A Model Context Protocol server that exposes the CollabsMap public API to LLM agents (Claude Desktop, Cursor, Cline, Continue, custom agents).

CollabsMap indexes thousands of travel brands — hotels, resorts, tour operators, tourism boards (DMOs), airlines, and cruises — that run creator collaboration programs. With this MCP server installed, you can ask your agent things like:

• "Find hotels in Bali with gifted stay programs."
• "List the top destinations for travel creators."
• "How many creator collabs are available in Thailand?"
• "Get details for the wolo-travel listing."

The agent calls the right tool, hits the public CollabsMap API, and weaves the results into its response.

Install

Claude Desktop

Add the server to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "collabsmap": {
      "command": "npx",
      "args": ["-y", "@collabsmap/mcp-server"]
    }
  }
}

Restart Claude Desktop. The four tools below will appear in the tools menu.

Cursor

Add to .cursor/mcp.json in your project (or ~/.cursor/mcp.json globally):

{
  "mcpServers": {
    "collabsmap": {
      "command": "npx",
      "args": ["-y", "@collabsmap/mcp-server"]
    }
  }
}

Cline (VS Code)

In Cline's settings, add an MCP server entry:

{
  "collabsmap": {
    "command": "npx",
    "args": ["-y", "@collabsmap/mcp-server"]
  }
}

Continue (VS Code / JetBrains)

In ~/.continue/config.yaml:

mcpServers:
  - name: collabsmap
    command: npx
    args: ["-y", "@collabsmap/mcp-server"]

Tools

All four tools are read-only. They route through the public CollabsMap API at https://collabsmap.com/api/v1.

| Tool | Input | What it does | |---|---|---| | search_collabs | { country?, type?, compensation?, platform?, limit? } | Search listings/opportunities. Filter by country slug (thailand, united-states), brand type, compensation model, or platform. | | get_listing | { slug } | Fetch one listing by URL slug, including its active opportunities. | | get_destination_stats | { slug } | Get aggregate stats for a country (listing count, city count, opportunity count). | | list_destinations | {} | Return all destinations with active programs and their counts. |

Example invocations

// "Find hotels in Thailand with creator programs."
{ "name": "search_collabs", "arguments": { "country": "thailand", "type": "hotel" } }

// "Which countries have the most travel creator collabs?"
{ "name": "list_destinations", "arguments": {} }

// "Tell me about Indonesia."
{ "name": "get_destination_stats", "arguments": { "slug": "indonesia" } }

// "Show me wolo-travel."
{ "name": "get_listing", "arguments": { "slug": "wolo-travel" } }

Configuration

| Env var | Default | Purpose | |---|---|---| | COLLABSMAP_API_BASE | https://collabsmap.com/api/v1 | Override for local development against a non-production deployment. |

Rate limits

The CollabsMap public API enforces an IP-based rate limit of 100 requests per hour. The server surfaces X-RateLimit-* headers to clients, and when limited returns a CollabsApiError with status: 429 and (when available) retry_after_seconds. Most agents don't fan out wildly, so this is plenty for interactive use.

Issues

Found a bug or have a feature request? Get in touch via https://collabsmap.com.

License

MIT