Which open models fit your GPU or Mac, measured. Model momentum, GPU rental prices, weekly pick.
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Scored across 5 tools
Each tool serves a clearly distinct purpose: hardware listing, fit evaluation, pricing, trend ranking, and a weekly report. There is no meaningful overlap or ambiguity between them.
Names are readable and consistently snake_case, but they mix imperative verbs (find_fit, list_hardware) with noun phrases (gpu_prices, trending_models, weekly_pick), so there is no single predictable pattern.
Five tools is well-scoped for an AI model radar service. Each tool covers a distinct aspect of the domain without redundancy or unnecessary bloat.
The core workflows (browse trending models, check hardware fit, view GPU prices, get a weekly pick) are covered. A direct model detail lookup or hardware comparison tool is missing but not essential for the apparent purpose.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
weekly_pickfind_fitgpu_priceslist_hardwaretrending_modelsWhich open models fit your GPU or Mac, measured. Model momentum, GPU rental prices, weekly pick.
Will a local LLM run on your hardware? GGUF quant, buy-vs-rent-vs-API cost, used-GPU prices.
Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Read-only.
AI model releases, price changes and deprecations in one feed: chat, embedding, speech, video.
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