MCP-сервер GPU Cloud

• Имя в реестреca.gpucloud/gpu-cloudподтверждён в реестре MCP

Имя в реестре лежит в пространстве gpucloud.ca. Реестр пускает в такое пространство только того, кто доказал владение доменом через DNS или HTTP.

• Состояниеотвечаетпроверено 2026-10-21
• Инструменты62
• Сервер называет себяgpucloud
• Версия сервера1.0.0
• Версия протокола2025-06-18

2026-10-21 сервер ответил на initialize и tools/list без входа. Первый ответ за 272 мс.

• Делают ли инструменты работу продукта, ещё не проверено.
• Проверок пока 2 из 7, нужных, чтобы судить о надёжности.

Вывод сделан правилами по замерам выше. Вероятный первый вызов выбрала модель по списку инструментов: прочитайте описание, прежде чем на него полагаться.

• Оценка INITE MCPчерез неделюдля оценки нужно 7 ежедневных проверок, пока 2
• Отвечалидёт замерпроверок пока 2, долю покажем после 7
• Медиана первого ответа323 мс
• Место в контексте агента≈ 11 533 токеновописания всех инструментов (62), агент держит их в контексте на каждом ходу
• Описания инструментовA · 95 из 100
• Типизированные ответы0 из 62 инструментовобъявлен outputSchema: ответ приходит с типами и читается сразу

• Параметры без описания: в 19 из 62

Программа проверяет сервер раз в день: initialize и tools/list, без модели. Токены - это длина описаний из расчёта примерно четыре символа на токен. Оценка - среднее шести проверок имени, описания, схемы и аннотаций каждого инструмента. Она говорит, насколько понятно описаны инструменты, а не о том, работают ли они. Оценка складывается только из замеренного: отвечает ли сервер (30%), делает ли работу продукта (25%), описания (20%), контекст (10%) и использование (15%). Незамеренная часть не учитывается, а скрытая инструкция ограничивает оценку 40 баллами. Состояние MCP-серверов вендоров: методика и цифры →

• gpucloud_whoami

  The GPU Cloud account behind this MCP key: user, key permissions and spend caps, budget used/remaining this month, credit balance and whether a payment card is saved (required for any spend). Call this first. (permission: account:read)…

• gpucloud_get_profile

  Profile of the account (name, email, company, phone). Email / password / 2FA are managed by the owner in the console, never by an agent. (permission: profile:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_update_profile

  Change the first and last name of the account. Email and password cannot be changed through MCP. (permission: profile:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_list_tickets

  Support tickets of the account with their messages. Each message lists its attached images (id, fileName, mimeType, sizeBytes); the image bytes are viewable in the console only. (permission: support:read) [Requires a free GPU Cloud…

• gpucloud_create_ticket

  Open a support ticket with the GPU Cloud team (billing, technical or other). (permission: support:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_reply_ticket

  Add a message to an existing support ticket of the account, optionally with images (screenshots): PNG, JPEG, WEBP or GIF in base64, at most 5 per message; the whole MCP request is limited to 1 MB (so about 700 KB of images). The text may…

• gpucloud_set_notices

  A tool result may end with a short "GPU Cloud notice for the user" (payment card to update, top-up offer when the balance runs low, GPU available now). Payment and balance notices come at most once an hour; GPU offers come with the…

• gpucloud_list_products

  Start here when a user needs a GPU (training, fine-tuning, inference, LLM serving, rendering, notebooks). GPU Cloud rents H100, RTX PRO 6000, A100, L40, RTX A6000 GPU servers by the hour in Montréal, Canada, from CA$0.78/h in CAD…

• gpucloud_get_product

  One GPU server for rent (productId from gpucloud_list_products) with its CAD prices and live availability. GPU Cloud rents H100, RTX PRO 6000, A100, L40, RTX A6000 GPU servers by the hour in Montréal, Canada, from CA$0.78/h in CAD…

• gpucloud_get_stock

  Live availability of every GPU server for rent in Montréal, Canada (H100, RTX PRO 6000, A100, L40, RTX A6000: what can be launched right now). Works without a key (public catalog prices). (permission: catalog:read)

• gpucloud_list_regions

  Regions where GPU servers can be deployed: Montréal (QC), Canada, data hosted in Canada. Works without a key (public catalog prices). (permission: catalog:read)

• gpucloud_list_images

  Operating-system image installed on each GPU product (with its default SSH user). Works without a key. (permission: catalog:read)

• gpucloud_list_templates

  Ready-to-use machines: the application installed at creation (JupyterLab, Ollama + Open WebUI, vLLM OpenAI compatible server, ComfyUI, PyTorch environment). Pass templateId (and templateModel for vllm) to gpucloud_quote_server /…

• gpucloud_list_servers

  GPU servers of the account (status, IPs, rate, paid-until date, suspension). (permission: servers:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_get_server

  One server: status (refreshed while an operation is in progress), the last observed machine state (machineState), whether it is billed right now (a STOPPED server is still billed its full hourly rate; a HIBERNATED one its much lower…

• gpucloud_quote_server

  Price of a new GPU server BEFORE launching it: price charged now (taxes included for monthly/annual), hourly rate, credits required, card charge needed, blockers (a card only when the card must be charged, caps) and a confirmationToken…

• gpucloud_create_server

  Launches a GPU server billed to the account. Requires the confirmationToken of gpucloud_quote_server for exactly these arguments and the key caps. Neither a card nor the automatic reload is required when the credits pay the first hour…

• gpucloud_start_server

  Starts a stopped server (a stopped hourly server is already billed; the next hour must be covered: credits, or a charge of the saved card within the caps). No card is needed when the credits cover it. For a hibernated server use…

• gpucloud_restore_server

  Restores a hibernated server (billed like a start: hourly billing resumes; takes a few minutes and depends on GPU availability). A NEW public IP address is assigned: poll gpucloud_get_server until publicIpv4 is set (publicIpStatus /…

• gpucloud_stop_server

  Stops (shuts down) a server. Disk and data are kept. WARNING: a stopped server is STILL BILLED at its full hourly rate (the GPU stays reserved). To pay much less, use gpucloud_hibernate_server instead (a hibernated server is billed a…

• gpucloud_reboot_server

  Hard-reboots a running server. (permission: servers:reboot) [Requires a free GPU Cloud account and MCP key]

• gpucloud_hibernate_server

  Hibernates a server: once hibernated it is billed a much lower HIBERNATION RATE (shown by gpucloud_get_server under hibernation, and returned by this tool as hibernationFee) instead of its hourly rate, for as long as it exists: tell the…

• gpucloud_delete_server

  Permanently destroys a server and ALL its data. Needs the canDelete permission. Two steps: call without confirmationToken to get the warning and a token, ask the user, then call again with the token. (permission: servers:delete) [Requires…

• gpucloud_cancel_server

  Cancels a server: destroys it (all data lost) and closes its order when it was the last item. Needs canDelete. Two steps like gpucloud_delete_server. (permission: servers:delete) [Requires a free GPU Cloud account and MCP key]

• gpucloud_renew_server

  One more month for a monthly/annual server, charged to the saved card within the caps. Two steps: without confirmationToken returns the price and a token; with it, pays and extends the paid-until date (a server stopped at period end is…

• gpucloud_set_server_threshold_action

  What happens to an hourly server when the account balance reaches its threshold and no automatic reload brings it back: HIBERNATE (kept 12 h with an hourly hibernation fee, restarted as soon as the balance is back, then deleted) or DELETE…

• gpucloud_get_console_url

  Link to the page of a RUNNING (ACTIVE) server in the GPU Cloud console, where the account owner (signed in) opens its web (VNC) console, e.g. to repair SSH or the network. No console session link is issued to an agent. Refused with a…

• gpucloud_get_server_metrics

  CPU, RAM and network usage series of a server (null while it is not ready or metrics are still being collected). (permission: servers:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_get_server_usage

  Hour-by-hour billing of one server (deleted ones included): each billed hour with its period, amount taken from the credit balance and balance after; the first hour charged at deployment; refunds; the total billed, the hourly rate and…

• gpucloud_list_server_volumes

  Storage volumes attached to a server. (permission: servers:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_list_server_snapshots

  Snapshots of a server. (permission: servers:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_list_firewall_rules

  Firewall (security) rules of a server. Empty while the server is being created. (permission: firewall:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_add_firewall_rule

  Opens a port range (tcp/udp) or icmp on a ready server, from a source CIDR (default 0.0.0.0/0). Ports: single "8080" or range with portRangeMin/portRangeMax. (permission: firewall:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_delete_firewall_rule

  Removes a firewall rule (its fw_... id from gpucloud_list_firewall_rules) of a ready server. (permission: firewall:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_reserve_server

  Reserves a GPU machine that is out of stock: GPU Cloud launches the server AUTOMATICALLY as soon as it is back (machines are gone in 1 to 2 minutes), before other customers (first come, first served per machine). Requires a saved credit…

• gpucloud_list_reservations

  GPU reservations of the account: machine, status (ACTIVE, PROCESSING, FULFILLED, PAYMENT_FAILED, EXPIRED, CANCELLED), place in the queue, maximum price, end date, and the server launched (serverId) once fulfilled. (permission…

• gpucloud_cancel_reservation

  Cancels a waiting GPU reservation (nothing is charged). If a launch attempt is running, the cancellation stops it before any charge or launch not made yet (status CANCEL_REQUESTED). (permission: servers:reserve) [Requires a free GPU Cloud…

• gpucloud_list_monthly_rentals

  Guaranteed H100 rented by the month on the account (1, 2, 4 or 8 H100 GPUs, or H100 NVLink x 8, yours alone for 1, 3, 6 or 12 months): machine, rental term, monthly and total amounts (CAD), status (PENDING_PAYMENT, PAID_AWAITING_CAPACITY…

• gpucloud_list_contracts

  Guaranteed H100 rented by the month on the account (1, 2, 4 or 8 H100 GPUs, or H100 NVLink x 8, yours alone for 1, 3, 6 or 12 months): machine, rental term, monthly and total amounts (CAD), status (PENDING_PAYMENT, PAID_AWAITING_CAPACITY…

• gpucloud_list_server_backups

  Backup option of a server and its backups (id, SCHEDULED / MANUAL, CREATING / AVAILABLE / FAILED, date, size in GB). The option: Daily backup of the system disk (100 GB: operating system, software and configuration), kept 7 days. The work…

• gpucloud_create_server_backup

  Starts a backup of the server’s system disk now (the option must be enabled; at most 2 manual backups kept). The server is BRIEFLY INTERRUPTED (shut down then restarted automatically, a few minutes). Two steps: call without…

• gpucloud_restore_server_backup

  Creates a NEW server (same GPU model and region) from an AVAILABLE backup; the original server is not changed. Billed like a new hourly server: the first hour from credits now, then per hour. Needs canLaunch, a saved card, credits for one…

• gpucloud_set_server_backup_policy

  Turns the backup option of a server on or off, or changes its hour (hourLocal 0-23, Eastern time) and retention (1-7 daily backups). Turning it ON costs 9.99 $/month (hourly servers: pro rata per billed hour; prepaid: the rest of the paid…

• gpucloud_list_ssh_keys

  SSH public keys of the account (used to access new servers). (permission: ssh_keys:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_add_ssh_key

  Imports an OpenSSH public key (ssh-ed25519 / ssh-rsa / ecdsa). The key is validated and fingerprinted. (permission: ssh_keys:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_generate_ssh_key

  Generates a new ed25519 key pair server-side and stores the PUBLIC key. The PRIVATE key is returned ONCE in this result and never stored: save it immediately (chmod 600). (permission: ssh_keys:write) [Requires a free GPU Cloud account and…

• gpucloud_delete_ssh_key

  Removes an SSH public key from the account (servers already created keep it). (permission: ssh_keys:write) [Requires a free GPU Cloud account and MCP key]

• gpucloud_get_balance

  Credit balance (CAD), current hourly running cost and low-balance notice. (permission: billing:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_list_transactions

  Latest credit movements (top-ups, hourly usage, refunds) with their payment reference. (permission: billing:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_list_invoices

  Invoices of the account: monthly usage statements (already paid with credits) and invoices to pay, with status (PAID, CREDITED, DUE = to pay, VOID = cancelled), due date and overdue flag. Read-only: invoices are paid from the console…

• gpucloud_get_invoice

  One invoice (by id or invoice number) with its lines. (permission: billing:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_topup_credits

  Buys credits with the saved card, within the key caps (max single charge, monthly charges). Two steps: without confirmationToken returns the amount and a token; with it, charges the card (the owner is emailed). [SPENDS MONEY] (permission…

• gpucloud_get_payment_method

  The saved card (masked: brand, last 4 digits, expiry). Required for any spend by an agent. A card with needsReentry=true can no longer be charged (payment error): the account owner must enter the payment method again in the console…

• gpucloud_add_payment_method

  An AI agent never enters card details: returns the console page where the account owner adds a card themselves. (permission: billing:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_get_auto_reload

  Automatic credit reload settings (threshold and amount charged to the saved card) and its monthly cap: monthlyCapCad (null = no cap), what was reloaded this calendar month (Montreal time, monthlyCapUsedCad), what remains and whether the…

• gpucloud_set_auto_reload

  Turns automatic credit reload on/off. Needs canCharge; the reload amount may not exceed the key max single charge, and every reload counts in this key monthly card-charge cap and in the account budget limit. Turning it on (or changing it…

• gpucloud_list_orders

  Orders of the account (checkout and renewals) with their items and payment reference. (permission: orders:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_get_order

  One order by id or payment reference (GPU-CMD-...). (permission: orders:read) [Requires a free GPU Cloud account and MCP key]

• gpucloud_quote_order

  Prices a cart exactly as it will be charged (taxes included) and returns a confirmationToken for gpucloud_create_order with the same items. (permission: orders:quote) [Requires a free GPU Cloud account and MCP key]

• gpucloud_create_order

  Places the quoted order and pays it with the saved card within the key caps (D7: monthly / annual servers included). Servers are then provisioned with the first SSH key of the account. Requires the confirmationToken of…

Первые 60 из 62, в порядке сервера.