MCP Search Server with Feedback-Driven Ranking for Claude Desktop

An MCP (Model Context Protocol) search server has been built for Claude Desktop that implements feedback-driven ranking. The server runs two search engines—Exa and Tavily—in parallel, and no API key is required for use.

Setup and Configuration

To add this server to your Claude Desktop configuration, use the following JSON snippet:

{
  "mcpServers": {
    "meyhem": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.rhdxm.com/mcp/"]
    }
  }
}

Tool Workflow

The server provides three tools that follow a specific sequence:

• search → select → outcome

After using a search result, users report whether it worked via the outcome tool. This feedback signal is then fed back into the ranking algorithm, causing URLs that help agents succeed to rise in priority for all users. The system is designed to improve as more people use it.

The server is accessible at https://api.rhdxm.com and was shared on the r/ClaudeAI subreddit by user /u/Dashcamvideo.