XF Model Source

Connect Remote server

claude mcp add --transport http xfms https://xfms.xpansion.dev/mcp --header "X-OpenRouter-Key: <X_OPENROUTER_KEY>"

{
  "mcpServers": {
    "xfms": {
      "url": "https://xfms.xpansion.dev/mcp",
      "headers": {
        "X-OpenRouter-Key": "<X_OPENROUTER_KEY>"
      }
    }
  }
}

{
  "servers": {
    "xfms": {
      "type": "http",
      "url": "https://xfms.xpansion.dev/mcp",
      "headers": {
        "X-OpenRouter-Key": "<X_OPENROUTER_KEY>"
      }
    }
  }
}

Settings > Connectors > Add custom connector
URL: https://xfms.xpansion.dev/mcp

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 7 found in our last check

• 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 and what would change the order. Pass the discover session.

• 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 evidence catalogue. YOU ask the person the questions (one thing each, plain words, offering the returned choices); then…

• 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 pick the winner. First call (session + tasks) returns the estimate and an offer — nothing is spent. Show the person th…

• 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 per task and the most common failure. Counted without anyone's job details. A starting point; test on the person's own…

• 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 on their priorities. Needs a signed-in subscriber. Ask the person first: Model Watch keeps the job and its example task…

• 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, then go=true.

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