XF Model Source

Name: XF Model Source
Author: dev.xpansion

MCP serverMCP

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

by dev.xpansionrepository ↗homepage ↗v0.5.3

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Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability145/145 checks ok

when	check	result	http	latency	detail
3 h ago	mcp initialize	ok	200	687 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
4 h ago	mcp initialize	ok	200	194 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
10 h ago	mcp initialize	ok	200	537 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
11 h ago	mcp initialize	ok	200	183 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
17 h ago	mcp initialize	ok	200	352 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
19 h ago	mcp initialize	ok	200	223 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
25 h ago	mcp initialize	ok	200	317 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
26 h ago	mcp initialize	ok	200	223 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
32 h ago	mcp initialize	ok	200	246 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools
33 h ago	mcp initialize	ok	200	184 ms	server xfms 1.30.0 · protocol 2025-06-18 · 7 tools

Tools observed via MCP handshake

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

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kind Official MCP Registry

name Official MCP Registry

repoUrl Official MCP Registry

summary Official MCP Registry

version Official MCP Registry

description Official MCP Registry

homepageUrl Official MCP Registry

publisherName Official MCP Registry

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Official MCP Registrydev.xpansion/xfms

first seen 2 mo ago · fetched 3 d agoopen ↗

Field history (11 recent events)

10 d ago · declared · name → "XF Model Source"
10 d ago · declared · summary → "Find the right AI model for your job. Free discovery and ranking; tests on your own key."
10 d ago · declared · description → "Find the right AI model for your job. Free discovery and ranking; tests on your own key."
10 d ago · declared · version → "0.5.3"
2 mo ago · declared · repoUrl → "https://github.com/VisionAIrySE/XFMS"
2 mo ago · declared · summary → "Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators."
2 mo ago · declared · protocols → ["mcp"]
2 mo ago · declared · version → "0.4.0"
2 mo ago · declared · description → "Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators."
2 mo ago · declared · publisherName → "dev.xpansion"
2 mo ago · declared · homepageUrl → "https://xpansion.dev/xfms"

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