Koskamo

RealRun MCP

An official MCP server provided by Base Ledger IP LLC for the RealRun AI benchmarking service. It allows AI agents to query independent test scores and performance data for various AI models (such as Claude, GPT, and Gemini) on everyday tasks like email triage, scheduling, and receipt scanning, helping agents select the most appropriate model for specific jobs.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

RealRun MCP logo, by Base Ledger IP LLCNo sign-inEndpoint checked 2026-10-18Operated by Base Ledger IP LLC
MCP endpoint (Streamable HTTP)
https://realrun.baseledgerip.com/mcp
Vendor documentation

What you can do with it

  • Query AI model performance scores for email triage tasks
  • Check AI accuracy for meeting scheduling and calendar management
  • Retrieve benchmark data for receipt scanning and finance tasks
  • Determine the best AI model for a specific agent workflow
Tools advertised by the last live check:
  • list_tasks
  • get_scores
  • recommend_model
  • get_warnings

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http realrun-mcp https://realrun.baseledgerip.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add realrun-mcp --url https://realrun.baseledgerip.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable realrun-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "realrun-mcp": {
      "url": "https://realrun.baseledgerip.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.
Cline configuration
{
  "mcpServers": {
    "realrun-mcp": {
      "type": "streamableHttp",
      "url": "https://realrun.baseledgerip.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start realrun-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "realrun-mcp": {
      "type": "http",
      "url": "https://realrun.baseledgerip.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http realrun-mcp https://realrun.baseledgerip.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.
Claude Desktop configuration
{
  "mcpServers": {
    "realrun-mcp": {
      "url": "https://realrun.baseledgerip.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "realrun-mcp": {
      "serverUrl": "https://realrun.baseledgerip.com/mcp"
    }
  }
}

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