bots.st/xf-model-source
XF Model Source
Model discovery, ranking, and benchmark tests
3431 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 7
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://xfms.xpansion.dev/mcp
What it can do
| Tool | What it says it does |
|---|---|
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 the cost; only when… |
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. |
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 call again with… |
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 work before… |
pick | The single best proven model for a job worked out with discover, with why and the runners-up. Pass the discover session. |
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. |
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 tasks (encrypted… |
In its maker's words
Find the right AI model for your job. Free discovery and ranking; tests on your own key.
- Website
- xpansion.dev/xfms
- Source
- github.com/VisionAIrySE/XFMS
- Publisher
- xpansion.dev
- Listed from
- the official MCP Registry as
dev.xpansion/xfms - Version
- 0.5.3, updated 17 Oct 2026
- Kinds of work
- AI models and agent tools, Search and research, Writing and translation
The domain it lives on
- xpansion.dev
- registered 6 Jan 2026 (10 months ago), at GoDaddy.com, LLC, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 3431 ms | |
| Answered | 2376 ms | |
| Answered | 1107 ms |
Next door
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- DiffCIValidate DiffCI reports and plan affected tests
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- Mind Upload AI meta harnessRoute coding work through saved memories
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