{"domain":"studiotvai.com","name":"StudioTV — Interactive Learning","url":"https://inite.ai/en/atlas/studiotvai.com","site":"https://studiotvai.com","summary":"Estimates how many GPUs a language model needs and tracks hourly GPU rental prices across eleven cloud providers.","forWhom":"People sizing and renting cloud GPUs to run open LLMs, or learning how models work","useCases":["estimate how many GPUs a model needs","compare hourly GPU rental prices across providers","work through interactive lessons on gradient descent"],"categories":["llmops"],"pricing":{"model":null,"freeTier":false,"startsAt":null,"page":"https://studiotvai.com/gpu-prices","readOn":"2026-10-21"},"priceMoves":[],"interfaces":{"readOn":"2026-10-21","apiDocs":null,"openapi":null,"mcp":[{"name":"com.studiotvai/llm-vram","tie":"namespace","remotes":["https://studiotvai.com/api/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-21","toolCount":3,"tools":["estimate_vram","models_that_fit","gpu_prices"],"serverName":"studiotv-llm-vram"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://studiotvai.com/api/mcp","checkedSince":"2026-10-21","dailyChecks":2,"uptimePercent":null,"medianMs":698,"signIn":"none","tools":3,"contextTokens":766,"definitionsGrade":"A","definitionsScore":100,"typedResults":0,"failingChecks":{},"warnings":{},"coverage":{"share":0.67,"cases":[{"useCase":"estimate how many GPUs a model needs","verdict":"covered","firstTool":"estimate_vram","checks":null},{"useCase":"compare hourly GPU rental prices across providers","verdict":"covered","firstTool":"gpu_prices","checks":null},{"useCase":"work through interactive lessons on gradient descent","verdict":"not_covered","firstTool":null,"checks":null}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":null,"advice":{"verdict":"unproven","why":["its tools do \"estimate how many GPUs a model needs\", \"compare hourly GPU rental prices across providers\", but not \"work through interactive lessons on gradient descent\"","checked on 2 of the 7 days it takes to judge reliability"],"how":["for \"estimate how many GPUs a model needs\", the likely first call is estimate_vram","for \"compare hourly GPU rental prices across providers\", the likely first call is gpu_prices"]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","llmsTxt"],"mcp":[{"name":"com.studiotvai/llm-vram","url":"https://studiotvai.com/api/mcp","answers":"open","checkedOn":"2026-10-21","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.studiotvai%2Fllm-vram","config":{"mcpServers":{"studiotvai":{"url":"https://studiotvai.com/api/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http studiotvai https://studiotvai.com/api/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=studiotvai&config=eyJ1cmwiOiJodHRwczovL3N0dWRpb3R2YWkuY29tL2FwaS9tY3AifQ%3D%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22studiotvai%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fstudiotvai.com%2Fapi%2Fmcp%22%7D","connector":{"url":"https://studiotvai.com/api/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}}],"openapi":null,"apiDocs":null,"llmsTxt":"https://studiotvai.com/llms.txt","status":null,"readOn":"2026-10-21"},"trust":{"readOn":"2026-10-21","certifications":[],"training":null},"used":null,"alive":100,"traits":{"buyer":"developer","deployment":"saas-only","developerFocus":null,"readAt":"2026-10-22"},"verifiedPlans":null}