dev.xpansion/xfms

up checked 2026-11-10T22:37:31.702Z

Unclaimed · Unverified

Publisher-provided title

XF Model Source

Publisher-provided description

Find the right AI model for your job. Free discovery and ranking; tests on your own key.

Summary by lookupd

Runs discovery, ranking, and side-by-side model tests to find which AI model fits a given job, using the caller's own API key.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http xfms https://xfms.xpansion.dev/mcp

Codex, remote (streamable-http)

codex mcp add xfms --url https://xfms.xpansion.dev/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "xfms": {
      "url": "https://xfms.xpansion.dev/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Publisher-provided text

rank The full shortlist for a job worked out with discover: 5 proven models and 1 promising newcomer, each with its standing on every requirement, plus near misses a
pick The single best proven model for a job worked out with discover, with why and the runners-up. Pass the discover session.
discover Discovery: finds the true requirements of the person's job before any model is chosen. Start with purpose: the reply carries the discovery instructions and the
benchmark The live test: the 5 proven models and 1 promising newcomer from discovery do the person's real tasks side by side, every requirement is judged, and the results
field_results Results from real comparisons on Model Source for one kind of job (call with no job_type for the list): which models passed, how often, which won, typical cost
watch_job Saves a finished job for XF Model Watch, which re-tests it as new models arrive and emails the person only when a model passes every must-have and ranks higher
compare Same live test as benchmark, but on the models the person names (model_ids). Needs a finished discover session so every requirement is judged. Estimate first, t

Shows this live status and links here; updates hourly.

[![lookupd status](https://lookupd.com/badge/dev.xpansion/xfms.svg)](https://lookupd.com/servers/dev.xpansion/xfms)