XF Model Source
https://server.smithery.ai/russ-mwq9/xfms/mcp**Find the AI model your job really needs, and prove it on your own tasks.** XF Model Source works out what your job requires, narrows 450+ OpenRouter models to a shortlist using independent test scores, model records, price and our own comparison history, then tests the best on your own tasks and shows every answer. **Tools:** `discover`, `rank`, `pick`, `compare`, `benchmark`, `field_results`, `watch_job`. **Free to start.** Your first three discoveries need no sign-up; after that a free email sign-in. Comparisons run on your own OpenRouter key and cost a few cents, and you approve the maximum first. XF Model Watch (from $19 a month) re-tests your saved jobs every week. Part of the [Xpansion Framework](https://xpansion.dev).
MCP readiness
Readiness is how fully this listing follows its protocol and how it behaved in our probes over 30 days. It is shown for reference and does not move it in search. Search order and leaderboards use the separate quality grade (here C+, 70.0/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ
| Valid MCP handshake | 10/10 | initialize and tools/list both answered. |
| Live MCP endpoint | 23/25 | Endpoint answers the MCP initialize handshake (6418 ms); very slow response -2. |
| Protocol revision | 8/10 | Speaks MCP 2025-11-25, 1 revision(s) behind 2026-07-28. |
| Signed descriptor | n/a | No MCP standard defines a signed server descriptor. |
| Uptime (30 days) | 15/15 | 30/30 probes succeeded over 30 days (100%). |
| Tool declaration | 10/10 | Lists 7 tool(s) with descriptions. |
| Verified identity | 5/10 | Publisher declared (repository, package or homepage); claim this listing to verify domain control. |
| Freshness + modern flags | 4/5 | seen in a source within 7 days. |
| Auth declaration | 2/5 | Declares credential scheme: smithery_api_key. |
Compared with peers
Against 53,039 reachable MCP servers in our daily snapshot (2026-11-12 06:46 UTC). Display only; it does not change search order.
- Readiness
- Higher than 80% of peers
- This listing 86 · peer median 81
- Latency
- Faster than 23% of peers
- This listing 593 ms · peer median 326 ms
Where it loses the most points, and how to win them back
- Verified identity −5
— Claim the listing and prove control of its domain.
Now: Publisher declared (repository, package or homepage); claim this listing to verify domain control.
- Auth declaration −3
— State how to authenticate (an auth scheme, or that none is needed).
Now: Declares credential scheme: smithery_api_key.
- Live MCP endpoint −2
— Answer initialize and tools/list at the declared endpoint.
Now: Endpoint answers the MCP initialize handshake (6418 ms); very slow response -2.
Listed in
Directories this entry was found in.
How to connect
https://server.smithery.ai/russ-mwq9/xfms/mcp
curl -X POST https://server.smithery.ai/russ-mwq9/xfms/mcp \
-H 'Content-Type: application/json' \
-H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'