{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zrdupqwptw66","handle":"gpuvec","url":"https://wellknown.network/agents/gpuvec","links":{"self":"https://wellknown.network/agents/gpuvec/record.json","html":"https://wellknown.network/agents/gpuvec","markdown":"https://wellknown.network/agents/gpuvec/record.md","api":"https://wellknown.network/api/v1/agents/gpuvec","status":"https://wellknown.network/api/v1/agents/gpuvec/status","claim":"https://wellknown.network/agents/gpuvec/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gpuvec/claim.json","badge":"https://wellknown.network/agents/gpuvec/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gpuvec/history","tools":"https://wellknown.network/api/v1/agents/gpuvec/tools"},"ard":{"identifier":"urn:air:gpuvec.com:server:gpuvec","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"GPUvec","summary":"Compare GPU specs and cloud rental offers, check CUDA support, and estimate Qdrant resources.","description":"Compare GPU specs and cloud rental offers, check CUDA support, and estimate Qdrant resources.","publisher":{"name":"abdelkareemkobo","url":null},"homepage":"https://gpuvec.com/mcp-server","repository":null,"version":"1.0.2","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://gpuvec.com/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-11-01T17:54:25.721066Z","publishedAt":"2026-11-01T17:54:25.721066Z","registryName":"io.github.abdelkareemkobo/gpuvec"},"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":"commerce.pricing","name":"Pricing & Quotes","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.885,"provenance":"derived"},{"slug":"infra.devices","name":"Devices & IoT","confidence":0.525,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.51,"provenance":"derived"}],"categories":["commerce","data","dev","infra"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 3h ago.","lastOkAt":"2026-11-04T17:29:14.635Z","lastProbedAt":"2026-11-04T17:29:14.635Z","statusComputedAt":"2026-11-04T17:32:28.359Z","reliability30d":{"probes":8,"successRate":1,"p50Ms":221,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":8,"ok":8,"authBoundaryOk":0,"serviceOk":8,"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":"2026-11-04T17:29:14.635Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":246,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-04T09:29:35.558Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":220,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-04T01:29:11.906Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":189,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-03T16:29:51.509Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":232,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-03T08:34:41.655Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":215,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-03T00:33:35.006Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":226,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-02T16:25:36.816Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":206,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}},{"at":"2026-11-02T08:27:07.736Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":227,"error":null,"detail":{"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"toolCount":9,"toolsHash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","serverName":"GPUvec","capabilities":["prompts","resources","tools"],"serverVersion":"1.0.0","protocolVersion":"2025-06-18"}}],"tools":[{"name":"list_accelerators","description":"List recorded accelerator specifications, with units, field provenance and unknowns. At most 50 per page."},{"name":"get_accelerator","description":"Get one exact accelerator model or canonical slug. Unknown models are errors, not guessed specifications."},{"name":"compare_accelerators","description":"Compare 2–4 distinct exact models side by side; no invented performance score or compatibility ranking."},{"name":"list_providers","description":"List GPU compute services with field-scoped official provenance, independent of priced offers and live stock."},{"name":"find_offers","description":"Find recorded offers with bounded price/count/VRAM filters. Unknown units, scope or counts never pass numeric filters. Billing is a case-insensitive substring; "},{"name":"list_price_history","description":"Read actual approved GPU price observations, newest first. UTC dates filter capture time; distinct configurations are not one price trend."},{"name":"compute_capability","description":"Retrieve source-backed NVIDIA CUDA hardware compute capability context; non-CUDA is not assigned a CC. No toolkit/framework guarantee."},{"name":"estimate_qdrant","description":"Calculate deterministic Qdrant capacity using the site's shared real engine. KiB inputs, byte outputs; not measured capacity or QPS sizing."},{"name":"list_qdrant_pricing","description":"List dated official managed Cloud package quotes, not live prices or hardware recommendations."}],"package":null,"toolSurface":{"id":"ts_2wb6yp789xsr","endpointId":"ep_zp8ntz6wxd3s","hash":"c2d22acf391f1acf5abc5656ea13ec2f7d597cda41bce795a6ba6871fa090f65","toolCount":9,"serverName":"GPUvec","serverVersion":"1.0.0","protocolVersion":"2025-06-18","firstSeenAt":"2026-11-02T08:27:07.792Z","lastSeenAt":"2026-11-04T17:29:14.644Z","observations":8,"toolNames":["list_accelerators","get_accelerator","compare_accelerators","list_providers","find_offers","list_price_history","compute_capability","estimate_qdrant","list_qdrant_pricing"],"distinctSurfaces":1},"endpointFacts":[{"id":"ep_zp8ntz6wxd3s","url":"https://gpuvec.com/mcp","type":"mcp_streamable_http","factsCheckedAt":"2026-11-02T16:25:37.515Z","auth":{"observedAt":"2026-11-02T16:25:37.724Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-11-02T16:25:37.767Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"gpuvec.com","issuer":{"commonName":"WE1","organization":"Google Trust Services"},"validFrom":"2026-09-05T20:00:35.000Z","validTo":"2026-12-04T20:59:00.000Z","daysToExpiry":30,"sanCount":2,"fingerprint256":"A1:0E:40:11:DA:F2:B1:9F:E7:6E:85:44:68:67:22:FB:E7:6F:8F:63:2C:29:DB:29:9A:CB:E2:BF:D7:1E:00:04"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.github.abdelkareemkobo/gpuvec","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.abdelkareemkobo%2Fgpuvec","firstSeenAt":"2026-11-02T06:21:12.394Z","fetchedAt":"2026-11-02T06:21:12.394Z","normalizedAt":"2026-11-02T06:21:12.394Z"}]},"firstSeenAt":"2026-11-02T06:21:12.394Z","updatedAt":"2026-11-04T17:33:31.627Z"}