LLM serving capacity planner: VRAM, KV cache, GPU topology, latency, and cost.
Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.
If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.
Does an LLM fit on your GPU? VRAM, KV cache and GPU count for any Hugging Face model.
Can this LLM run on my GPU? VRAM, speed ceiling and what fits instead, for any model and GPU.
Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only.
GPU and LLM inference benchmarks, hardware evidence, deployment recommendations, and launch configs.
Add one secure layer between your agents and this server.
