dev.xpansion/xfms
XFMS — Model Source
dev.xpansion/xfms costs 1 531 tokens of context per session. It has 5 tool definitions. That is 0.8 % of a 200k window. Measured 2026-10-03.
Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.
alive probed 2026-10-03 · HTTP 200
5tools
1.5ktokens for the tool definitions
0.8 %of a 200k context window
1.1 sto initialize
143 msto list tools
- Endpoint
- https://xfms.vercel.app/mcp/ (streamable-http)
- Host
- xfms.vercel.app
- Protocol
- 2025-11-25
- Reports itself as
- xfms 1.30.0
- Capabilities
- experimental, tools
- Instructions
- none
- Repository
- https://github.com/VisionAIrySE/XFMS
- Website
- https://xpansion.dev/xfms
- Registry
- active, updated 2026-05-18 · registry entry
- Reachable
- 2 of the last 2 probes
Most expensive tools
| Tool | Tokens | Share of this server |
|---|---|---|
| compare | 493 | 32 % |
| benchmark | 475 | 31 % |
| rank | 337 | 22 % |
| discover | 120 | 8 % |
| pick | 106 | 7 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Tokens |
|---|---|---|---|---|
| 2026-10-03 20:33 | alive | 1.1 s | 5 | 1.5k |
| 2026-10-03 17:50 | alive | 381 ms | 5 | 1.5k |
Badge
[](https://mcp-pulse.ulehla.dev/s/dev.xpansion/xfms)