AI & Machine Learning

xpansion.dev

Provides tools to rank, compare, and benchmark large language models for various purposes.

1 endpoint5 known toolsFirst detected July 25, 2026Last detected July 25, 2026

ENDPOINT 1

https://xfms.vercel.app/mcp

No auth detected

MCP server metadata

Name: xfms
Version: 1.27.2

Capabilities

experimentaltools

Known tools 5

rank

Rank LLMs for a stated purpose.

Inferred read-only

pick

Return the single best LLM for a stated purpose.

Inferred read-only

discover

Show which quality dimensions matter for a stated purpose, WITHOUT ranking any models.

Inferred read-only

benchmark

Run a live A/B test against the engine's TOP 3 PICKS for a stated purpose — the engine chooses the candidates from the full catalog.

Inferred read-only

compare

Run a live A/B test between 2–5 user-specified models for a stated purpose.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.xfms]
url = "https://xfms.vercel.app/mcp"
enabled = true

Claude Code

.mcp.json

{
  "mcpServers": {
    "xfms": {
      "type": "http",
      "url": "https://xfms.vercel.app/mcp"
    }
  }
}

Claude Desktop

Settings → Connectors → Add custom connector

Name: xfms
Remote MCP URL: https://xfms.vercel.app/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "xfms": {
      "url": "https://xfms.vercel.app/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "xfms": {
      "type": "http",
      "url": "https://xfms.vercel.app/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

{
  "name": "xfms",
  "transport": "streamable-http",
  "url": "https://xfms.vercel.app/mcp"
}

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Loading Trust v2 evidence…

Checking the associated registrable domain. The BuiltWith key remains server-side.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.