{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_a4kxx2vsgqfp","handle":"cheap-gpus","url":"https://wellknown.network/agents/cheap-gpus","links":{"self":"https://wellknown.network/agents/cheap-gpus/record.json","html":"https://wellknown.network/agents/cheap-gpus","markdown":"https://wellknown.network/agents/cheap-gpus/record.md","api":"https://wellknown.network/api/v1/agents/cheap-gpus","status":"https://wellknown.network/api/v1/agents/cheap-gpus/status","claim":"https://wellknown.network/agents/cheap-gpus/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/cheap-gpus/claim.json","badge":"https://wellknown.network/agents/cheap-gpus/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/cheap-gpus/history","tools":"https://wellknown.network/api/v1/agents/cheap-gpus/tools"},"ard":{"identifier":"urn:air:cheap-gpus.com:server:cheap-gpus","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Cheap GPUs","summary":"Live GPU rental and LLM inference prices across dozens of providers, plus GPU price forecasts.","description":"Live GPU rental and LLM inference prices across dozens of providers, plus GPU price forecasts.","publisher":{"name":"com.cheap-gpus","url":null},"homepage":"https://cheap-gpus.com/about","repository":null,"version":"1.0.0","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://cheap-gpus.com/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-11-03T15:29:37.913453Z","publishedAt":"2026-11-03T15:29:37.913453Z","registryName":"com.cheap-gpus/cheap-gpus"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"data.weather","name":"Weather","confidence":0.938,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":0.51,"provenance":"derived"}],"categories":["commerce","data"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 5h ago.","lastOkAt":"2026-11-06T14:28:51.782Z","lastProbedAt":"2026-11-06T14:28:51.782Z","statusComputedAt":"2026-11-06T14:31:20.392Z","reliability30d":{"probes":6,"successRate":1,"p50Ms":416,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":6,"ok":6,"authBoundaryOk":0,"serviceOk":6,"note":"Counted from the observation rows for the window, checks of the server only (HTTP, A2A card, MCP initialize). ok = authBoundaryOk + serviceOk. `probes` is the sum of daily rollups and includes registry checks, so it can differ from `total`."}},"latestObservations":[{"at":"2026-11-06T14:28:51.782Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":409,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"b9a1d629759ba8b0e167a7b2faab0f60be7c43d0d86d34eb75bff809bf4fd94d","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-06T06:29:43.633Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":368,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"079a2e64326bca6cbc0e80451f4a040b88cd0eef43aae4684c146909968cdbe5","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-05T22:28:03.005Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":449,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"079a2e64326bca6cbc0e80451f4a040b88cd0eef43aae4684c146909968cdbe5","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-05T13:25:20.235Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":476,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"079a2e64326bca6cbc0e80451f4a040b88cd0eef43aae4684c146909968cdbe5","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-05T04:23:59.014Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":310,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"079a2e64326bca6cbc0e80451f4a040b88cd0eef43aae4684c146909968cdbe5","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-04T20:29:30.769Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":423,"error":null,"detail":{"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"toolCount":7,"toolsHash":"079a2e64326bca6cbc0e80451f4a040b88cd0eef43aae4684c146909968cdbe5","serverName":"cheap-gpus","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}}],"tools":[{"name":"list_gpu_families","description":"List every GPU family tracked on cheap-gpus.com, with VRAM, live cheapest\n        on-demand price (USD per GPU-hour), and how many providers currently offer it."},{"name":"cheapest_gpu","description":"Cheapest current rental offers for one GPU family (e.g. \"H100\", \"RTX 5090\",\n        \"b200\"), in USD per GPU-hour, cheapest first, one row per provider.\n        "},{"name":"gpu_price_history","description":"Daily price history for one GPU family: each day's median across providers\n        of each provider's cheapest offer (USD per GPU-hour). days: 1-90."},{"name":"find_model","description":"Search the LLM catalog by name (e.g. \"deepseek v3\", \"gpt-oss\", \"llama 70b\").\n        Returns model slugs to pass to cheapest_model_route / gpus_needed_for_model"},{"name":"cheapest_model_route","description":"Cheapest inference providers for one LLM (e.g. \"deepseek-v3\", \"gpt-oss-120b\";\n        use find_model if unsure of the name). Prices are USD per 1M tokens; estim"},{"name":"gpu_price_forecast","description":"Market-implied future rental price for one GPU family (USD per GPU-hour), from\n        prediction markets (Kalshi, Polymarket) and ICE futures, plus today's com"},{"name":"gpus_needed_for_model","description":"How many GPUs it takes to self-host an open-weight LLM at a given quantization,\n        and the cheapest rental setups for it right now. quant is one of: fp16, "}],"package":null,"toolSurface":{"id":"ts_b92h8y3hwe5y","endpointId":"ep_8xm9m2c7ayt6","hash":"b9a1d629759ba8b0e167a7b2faab0f60be7c43d0d86d34eb75bff809bf4fd94d","toolCount":7,"serverName":"cheap-gpus","serverVersion":"1.0.0","protocolVersion":"2025-06-18","firstSeenAt":"2026-11-06T14:28:51.787Z","lastSeenAt":"2026-11-06T14:28:51.787Z","observations":1,"hiddenText":{"level":"none","total":0,"tools":0,"kinds":[],"findings":[]},"toolNames":["list_gpu_families","cheapest_gpu","gpu_price_history","find_model","cheapest_model_route","gpu_price_forecast","gpus_needed_for_model"],"distinctSurfaces":2,"surfacesWithHiddenText":0},"endpointFacts":[{"id":"ep_8xm9m2c7ayt6","url":"https://cheap-gpus.com/mcp","type":"mcp_streamable_http","factsCheckedAt":"2026-11-05T22:28:03.028Z","auth":{"observedAt":"2026-11-05T22:28:03.462Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-11-05T22:28:03.481Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"cheap-gpus.com","issuer":{"commonName":"WE1","organization":"Google Trust Services"},"validFrom":"2026-09-18T18:51:29.000Z","validTo":"2026-12-17T19:51:23.000Z","daysToExpiry":41,"sanCount":1,"fingerprint256":"41:04:E6:6D:A9:AD:E0:6F:B1:4B:FC:47:FC:15:BB:E9:BF:2C:41:B1:1E:CD:FA:1C:82:CD:90:A3:4D:3A:28:DD"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"com.cheap-gpus/cheap-gpus","url":"https://registry.modelcontextprotocol.io/v0/servers/com.cheap-gpus%2Fcheap-gpus","firstSeenAt":"2026-11-04T18:19:08.341Z","fetchedAt":"2026-11-04T18:19:08.341Z","normalizedAt":"2026-11-04T18:19:08.341Z"}]},"firstSeenAt":"2026-11-04T18:19:08.341Z","updatedAt":"2026-11-06T14:32:22.176Z"}