{"server":"co.fastgpu/fastgpu","count":10,"changes":[{"tool":"match_workload","kind":"changed","observed_at":"2026-10-18T04:26:02.240Z","fields":["description"],"description_before":"Describe a job (an open-weight model to serve or fine-tune, a model size, or a GPU need) and get up to eight ranked GPU configurations that can run it at the lowest live price, each with the GPU count, the effective USD per hour for the whole configuration, and a one-line reason; the result also states the VRAM the job needs and, when a hyperscaler can run the same job, which one and what percent cheaper the top match is. Use it when the user asks where to run a workload or which GPU they need, rather than the price of a named GPU. It sizes open-weight models only: an API-only model such as GPT-4 returns no matches and a note. Results mirror FastGPU's website and apply a small, disclosed tie-break toward providers that pay FastGPU a referral, only between otherwise equal offers (each match reports partner true/false). Optional hard limits (budget_usd_hr, max_total_usd with duration_hours, max_quote_age_minutes) leave out every configuration that breaks them, and limits reports what was applied and how many were left out. page_url links to the GPU's live price page. It does not rent, reserve or launch GPUs. No key required.","description_after":"Ranks up to eight GPU configurations that can run a job at the lowest live price. Describe the job in query (an open-weight model to serve or fine-tune, a model size, or a GPU need) or with the structured fields. Each match gives the GPU count, the USD per hour for the whole configuration and a one-line reason; the answer also states the VRAM the job needs and how much cheaper the top match is than a hyperscaler running the same job. Use it to decide where to run a workload; use list_gpu_prices for the price of a named GPU. Open-weight models only: an API-only model such as GPT-4 returns no matches and a note. Between otherwise equal offers, a small disclosed tie-break favors providers that pay FastGPU a referral (each match reports partner). Hard limits (budget_usd_hr, max_total_usd with duration_hours, max_quote_age_minutes) drop every configuration that breaks them; limits reports what was dropped. Read-only: it does not rent or launch GPUs. No key required.","description_similarity":0.691,"before_hash":"a8c23536c6a1bba9294526c6e45a6b26","after_hash":"05355e8179f908460ff7a4ba7231a60a"},{"tool":"list_gpu_prices","kind":"changed","observed_at":"2026-10-18T04:26:02.240Z","fields":["inputSchema"],"description_before":null,"description_after":null,"description_similarity":null,"before_hash":"8f6847582975942a0dc5dcc51b7f17c9","after_hash":"f114a9a946961637fb0cb70916cdef86"},{"tool":"match_workload","kind":"changed","observed_at":"2026-10-11T10:00:22.663Z","fields":["inputSchema"],"description_before":null,"description_after":null,"description_similarity":null,"before_hash":"f3fddf440346e085566d887c1324c1e6","after_hash":"a8c23536c6a1bba9294526c6e45a6b26"},{"tool":"match_workload","kind":"changed","observed_at":"2026-10-04T08:33:49.497Z","fields":["description","inputSchema","outputSchema","annotations"],"description_before":"Describe a job (an open-weight model to serve or fine-tune, a model size, or a GPU need) and get up to eight ranked GPU configurations that can run it at the lowest live price, each with the GPU count, the effective USD per hour for the whole configuration, and a one-line reason; the result also states the VRAM the job needs and, when a hyperscaler can run the same job, which one and what percent cheaper the top match is. Use it when the user asks where to run a workload or which GPU they need, rather than the price of a named GPU. It sizes open-weight models only: an API-only model such as GPT-4 returns no matches and a note. Results mirror FastGPU's website and apply a small, disclosed tie-break toward providers that pay FastGPU a referral, only between otherwise equal offers (each match reports partner true/false). page_url links to the GPU's live price page. It does not rent, reserve or launch GPUs. No key required.","description_after":"Describe a job (an open-weight model to serve or fine-tune, a model size, or a GPU need) and get up to eight ranked GPU configurations that can run it at the lowest live price, each with the GPU count, the effective USD per hour for the whole configuration, and a one-line reason; the result also states the VRAM the job needs and, when a hyperscaler can run the same job, which one and what percent cheaper the top match is. Use it when the user asks where to run a workload or which GPU they need, rather than the price of a named GPU. It sizes open-weight models only: an API-only model such as GPT-4 returns no matches and a note. Results mirror FastGPU's website and apply a small, disclosed tie-break toward providers that pay FastGPU a referral, only between otherwise equal offers (each match reports partner true/false). Optional hard limits (budget_usd_hr, max_total_usd with duration_hours, max_quote_age_minutes) leave out every configuration that breaks them, and limits reports what was applied and how many were left out. page_url links to the GPU's live price page. It does not rent, reserve or launch GPUs. No key required.","description_similarity":0.831,"before_hash":"2173797d01911510c0060e294b98b6ab","after_hash":"f3fddf440346e085566d887c1324c1e6"},{"tool":"list_gpu_prices","kind":"changed","observed_at":"2026-10-04T08:33:49.497Z","fields":["annotations"],"description_before":null,"description_after":null,"description_similarity":null,"before_hash":"ee1e436d1cc41bfd1f1be492f5ee2d22","after_hash":"8f6847582975942a0dc5dcc51b7f17c9"},{"tool":"match_workload","kind":"changed","observed_at":"2026-10-01T21:07:26.009Z","fields":["inputSchema","outputSchema"],"description_before":null,"description_after":null,"description_similarity":null,"before_hash":"4fceb4b5393308984cbd49164f8600f0","after_hash":"2173797d01911510c0060e294b98b6ab"},{"tool":"match_workload","kind":"changed","observed_at":"2026-09-30T10:07:14.582Z","fields":["description","outputSchema","annotations"],"description_before":"The routing DECISION: describe a job (a model, size, or GPU need) and get the ranked, reasoned recommendation for the cheapest place to run it across the live market, with the required VRAM, GPU count, effective $/hr, and how much cheaper it is than a hyperscaler. No key required. Results mirror the site and apply a small, disclosed partner tie-break between otherwise-equal offers (each match reports partner true/false).","description_after":"Describe a job (an open-weight model to serve or fine-tune, a model size, or a GPU need) and get up to eight ranked GPU configurations that can run it at the lowest live price, each with the GPU count, the effective USD per hour for the whole configuration, and a one-line reason; the result also states the VRAM the job needs and, when a hyperscaler can run the same job, which one and what percent cheaper the top match is. Use it when the user asks where to run a workload or which GPU they need, rather than the price of a named GPU. It sizes open-weight models only: an API-only model such as GPT-4 returns no matches and a note. Results mirror FastGPU's website and apply a small, disclosed tie-break toward providers that pay FastGPU a referral, only between otherwise equal offers (each match reports partner true/false). page_url links to the GPU's live price page. It does not rent, reserve or launch GPUs. No key required.","description_similarity":0.36,"before_hash":"10f5f42c540ba16487594d74422bc09f","after_hash":"4fceb4b5393308984cbd49164f8600f0"},{"tool":"list_gpu_prices","kind":"changed","observed_at":"2026-09-30T10:07:14.582Z","fields":["description","outputSchema","annotations"],"description_before":"One entry per GPU model with the current cheapest live rental price across the whole market (RunPod, Vast.ai, Lambda, hyperscalers and more). No key required. Use this to compare GPU prices. Each price is the provider's own per-GPU rate: cheapest_min_gpu_count says when it is only sold as a multi-GPU instance, and cheapest_billed_separately names what the provider bills on top of it (CPU, memory, storage), null when the rate includes CPU and memory.","description_after":"One entry per GPU model with its cheapest live on-demand cloud rental price in USD per GPU-hour, the provider offering it, and how many providers rent it, from FastGPU's live price feed across marketplaces, neoclouds and hyperscalers (RunPod, Vast.ai, Lambda, AWS and more). Use it to compare GPU rental prices or to find where a named GPU is cheapest to rent. Each price is the provider's own per-GPU rate: cheapest_min_gpu_count says when it is only sold as a multi-GPU instance, and cheapest_billed_separately names what the provider bills on top of it (CPU, memory, storage), null when the rate includes CPU and memory. page_url links to the GPU's live price page with every offer. Rental prices only: it does not rent, reserve or launch GPUs. No key required.","description_similarity":0.615,"before_hash":"00c973802cfa41f4a9d7c68884081f70","after_hash":"ee1e436d1cc41bfd1f1be492f5ee2d22"},{"tool":"list_gpu_prices","kind":"changed","observed_at":"2026-09-29T15:17:40.496Z","fields":["description","outputSchema"],"description_before":"One entry per GPU model with the current cheapest live rental price across the whole market (RunPod, Vast.ai, Lambda, hyperscalers and more). No key required. Use this to compare GPU prices.","description_after":"One entry per GPU model with the current cheapest live rental price across the whole market (RunPod, Vast.ai, Lambda, hyperscalers and more). No key required. Use this to compare GPU prices. Each price is the provider's own per-GPU rate: cheapest_min_gpu_count says when it is only sold as a multi-GPU instance, and cheapest_billed_separately names what the provider bills on top of it (CPU, memory, storage), null when the rate includes CPU and memory.","description_similarity":0.5,"before_hash":"b4afe4cffa9700f70e502aaa737191e8","after_hash":"00c973802cfa41f4a9d7c68884081f70"},{"tool":"list_gpu_prices","kind":"changed","observed_at":"2026-09-28T01:42:41.950Z","fields":["outputSchema"],"description_before":null,"description_after":null,"description_similarity":null,"before_hash":"b6918f2e0d4efa5face34e32c19dbeb0","after_hash":"b4afe4cffa9700f70e502aaa737191e8"}],"next_before":null,"next_actions":[]}