No user-submitted related servers found.
Scored across 9 tools
Most tools target distinct actions: ping, runtime_info, list_models, start/stop/status, chat. The only notable overlap is between estimate_vram and suggest_gpu_layers, since estimate_vram already returns a suggested_gpu_layers field; an agent could be unsure which to call for layer suggestions. Descriptions help but this pair remains somewhat confused.
All names use snake_case, which is consistent. However, the pattern is mixed: some are verb_noun (list_models, start_server, estimate_vram), while others are noun phrases (runtime_info, server_status) or simple verbs (ping, chat). Minor deviations keep it from a perfect verb_noun pattern.
Nine tools is well-scoped for local LLM server management. The set covers lifecycle, inspection, resource estimation, and inference without obvious bloat. Each tool has a clear role, making the count appropriate.
The surface covers core workflows: start/stop server, status, model listing, VRAM estimation, GPU layer suggestion, and chat. Minor gaps exist, such as no tool to stream or cancel an in-progress chat, no model download, and no configuration update. These are workable around but leave the surface slightly incomplete.