[
  {
    "id": "vast-ai-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/get-started/quickstart.md",
    "excerpt": "This Quickstart will guide you through setting up your Vast.ai account and running your first instance in just a few steps.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/api-reference/introduction.md",
    "excerpt": "The Vast.ai REST API gives you programmatic control over the entire platform. It's the foundation that the CLI and SDK are built on.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/get-started/agents.md",
    "excerpt": "The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf \u2014 create instances, deploy endpoints, manage SSH keys, check balances, and more",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "You can also create scoped keys with limited permissions using `vastai create api-key`, useful for CI/CD or shared tooling.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/reserved-instances.md",
    "excerpt": "Reserved instances allow you to get significant discounts (up to 50%) by pre-paying for GPU time. You can convert any on-demand instance to a reserved instance at any time.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/instance-types.md",
    "excerpt": "Interruptible instances use a bidding system: **Lowest cost** (often 50%+ cheaper than on-demand)",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/reference/billing.md",
    "excerpt": "Use the autobilling feature to have the system automatically top up your account using a saved credit card when it runs low.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/connect/ssh.md",
    "excerpt": "Vast.ai instances are configured to accept keys only - Password authentication is disabled for improved security.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/storage/types.md",
    "excerpt": "Volumes provide persistent storage that survives instance destruction and can be reattached to new instances.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/serverless/index.md",
    "excerpt": "Vast Serverless is an AI infrastructure platform that lets you run compute-intensive workloads without managing GPUs, paying for execution rather than GPU rental time.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/multi-node-training-using-torch-nccl.md",
    "excerpt": "Vast now supports creating *overlay* networks for instances, allowing client instances on different machines on the same physical LAN to share a private, virtual LAN",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "Launch prebuilt or custom templates with one click.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/find-and-rent.md",
    "excerpt": "Secure Cloud (Datacenter): These machines are verified and confirmed to be in a certified datacenter that meets our datacenter criteria.",
    "fetchedAt": "2026-09-05T03:15:54.123Z"
  },
  {
    "id": "vast-ai-gh-1",
    "tier": "github",
    "url": "https://github.com/vast-ai/vast-cli",
    "excerpt": "vast.search_offers(query='gpu_name=RTX_4090 num_gpus>=4')",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/api-reference/introduction.md",
    "excerpt": "The Vast.ai REST API gives you programmatic control over the entire platform.",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/reserved-instances.md",
    "excerpt": "You can convert any on-demand instance to a reserved instance at any time.",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/instance-types.md",
    "excerpt": "Lowest cost (often 50%+ cheaper than on-demand)",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/multi-node-training-using-torch-nccl.md",
    "excerpt": "Vast now supports creating overlay networks for instances, allowing client instances on different machines on the same physical LAN to share a private, virtual LAN",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/reference/api-keys.md",
    "excerpt": "create a scoped key with only the permissions that workload needs",
    "fetchedAt": "2026-09-05T03:17:32.790Z"
  },
  {
    "id": "vast-ai-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "vastai search offers 'gpu_name=RTX_4090 num_gpus=1 verified=true direct_port_count>=1 rentable=true' -o 'dlperf_usd-'",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/reserved-instances.md",
    "excerpt": "You can convert an on-demand instance into a reserved instance with a lower hourly rate by pre-paying.",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/instance-types.md",
    "excerpt": "Interruptible instances use a bidding system: Lowest cost (often 50%+ cheaper than on-demand)",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/get-started/agents.md",
    "excerpt": "The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf \u2014 create instances, deploy endpoints, manage SSH keys, check balances, and more",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/reference/api-keys.md",
    "excerpt": "For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/reference/billing.md",
    "excerpt": "Autobilling keeps your balance positive to protect your instances from interruption or deletion.",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/pricing.md",
    "excerpt": "Vast typically delivers more competitive pricing than traditional cloud providers. The marketplace model creates natural price competition",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "PyTorch, vLLM, ComfyUI, agents, and more. Real deployments you can copy.",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/find-and-rent.md",
    "excerpt": "Vast verifies that these machines are in a datacenter with a TIER 2/3 rating or ISO 27001. These offer cards have a blue label and are recommended for production",
    "fetchedAt": "2026-09-05T03:19:07.316Z"
  },
  {
    "id": "vast-ai-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.",
    "fetchedAt": "2026-09-05T03:20:33.084Z"
  },
  {
    "id": "vast-ai-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/templates/introduction.md",
    "excerpt": "A template is how Vast helps you launch an instance, setting up your rented machine with whatever software and formatting you need.",
    "fetchedAt": "2026-09-05T03:20:33.084Z"
  },
  {
    "id": "vast-ai-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/reserved-instances.md",
    "excerpt": "Reserved instances allow you to get significant discounts (up to 50%) by pre-paying for GPU time.",
    "fetchedAt": "2026-09-05T03:20:33.084Z"
  },
  {
    "id": "vast-ai-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "List your machines on the marketplace, set prices, get paid.",
    "fetchedAt": "2026-09-05T03:20:33.084Z"
  },
  {
    "id": "vast-ai-docs-33",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/pricing.md",
    "excerpt": "Vast typically delivers more competitive pricing than traditional cloud providers. The marketplace model creates natural price competition-hosts compete for your business rather than locking you into fixed rates.",
    "fetchedAt": "2026-09-05T03:20:33.084Z"
  },
  {
    "id": "vast-ai-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "search for a GPU, rent it, wait for it to boot, connect to it, copy data, and clean up",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-35",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/instance-types.md",
    "excerpt": "Interruptible instances use a bidding system... Lowest cost (often 50%+ cheaper than on-demand)",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-36",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/connect/ssh.md",
    "excerpt": "Log in securely, Run commands remotely, Transfer files without exposing your data",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-37",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "Host GPUs and earn - List your machines on the marketplace, set prices, get paid.",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-38",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai",
    "excerpt": "Build a template - Package your environment so any GPU can run it with one click.",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-39",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/get-started/agents.md",
    "excerpt": "The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf \u2014 create instances, deploy endpoints, manage SSH keys, check balances",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-gh-2",
    "tier": "github",
    "url": "https://github.com/vast-ai/vast-cli",
    "excerpt": "Migrating from vastai-sdk? The old import still works: from vastai_sdk import VastAI",
    "fetchedAt": "2026-09-05T03:22:02.428Z"
  },
  {
    "id": "vast-ai-docs-40",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/serverless/index.md",
    "excerpt": "Interacting with Vast Serverless is made easy through a powerful python SDK.",
    "fetchedAt": "2026-09-05T03:23:54.659Z"
  },
  {
    "id": "vast-ai-docs-41",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/find-and-rent.md",
    "excerpt": "The search page is the main portal for finding good machines and creating instances on them.",
    "fetchedAt": "2026-09-05T03:23:54.659Z"
  },
  {
    "id": "vast-ai-docs-42",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/get-started/quickstart.md",
    "excerpt": "Create an account on vast.ai. Verify your email address. ... Go to Billing \u2192 Add Credit and top up",
    "fetchedAt": "2026-09-05T03:23:54.659Z"
  },
  {
    "id": "vast-ai-docs-43",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/connect/ssh.md",
    "excerpt": "SSH (Secure Shell) is a protocol for safely connecting to remote servers. It encrypts your connection so you can: Log in securely, Run commands remotely, Transfer files without exposing your data",
    "fetchedAt": "2026-09-05T03:23:54.659Z"
  },
  {
    "id": "vast-ai-docs-44",
    "tier": "claimed-docs",
    "url": "https://docs.vast.ai/guides/instances/choosing/instance-types.md",
    "excerpt": "Vast.ai offers three instance types with different priority levels and pricing models to match your workload requirements and budget.",
    "fetchedAt": "2026-09-05T03:23:54.659Z"
  },
  {
    "id": "vast-ai-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=30736459",
    "excerpt": "Used this several times, works great. But for smaller training tasks (max 1 GPU), colab pro plus is much cheaper",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=30736459",
    "excerpt": "Absolutely incredible how cheap the compute power is on this platform. Vast has saved me tens of thousands of dollars running ML experiments.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=30736459",
    "excerpt": "As a potential user, I'm disliking how many clicks it takes to find even an approximate price. Prices should be easiest to find.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=30736459",
    "excerpt": "Love vast.ai. Only wish is for it to be easier to work with persistent disks over time. I only use it for one off expensive jobs now.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=30736459",
    "excerpt": "Prices for compute were competitive, but most instances had lousy bandwidth. You don't need bandwidth to run bitcoin miners, apparently. The people behind it were very friendly and helpful.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34054516",
    "excerpt": "As a client (renting GPUs) I've found it to be pretty unreliable. I've tried renting GPUs a handful of times and hosts, bandwidth, and performance are all over the place compared to what's listed in the console... even when using on-demand instances the reliability is nowhere near what's reflected by the reliability/uptime metrics reported in the console.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=34054516",
    "excerpt": "While they've done a pretty good job considering with their software stack it's still kind of a pain to use with significant limitations and multiple hoops to jump through compared to say a GCP/AWS GPU instance.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=21393010",
    "excerpt": "After frustrating experiences with AWS, Azure, and GCP, Vast.ai was a breath of fresh air",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=28587906",
    "excerpt": "Running a fleet of RTX3090's on demand does not sound at all compliant with what little I know of NVidia's terms of use. There's surprisingly little allowed uses for these 'consumer' cards.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48716140",
    "excerpt": "Discussion flagged a Chinese host on vast.ai masquerading as a US host, raising concerns about where rented GPU compute is actually located.",
    "fetchedAt": "2026-09-05T03:25:07.653Z"
  },
  {
    "id": "vast-ai-probe-1",
    "tier": "probe",
    "url": "https://docs.vast.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.vast.ai/llms.txt # Vast.ai Documentation: Affordable GPU Cloud Marketplace\n\n- [Welcome](https://docs.vast.ai/guides/get-started/index.md)",
    "fetchedAt": "2026-09-05T03:25:36.013Z"
  },
  {
    "id": "vast-ai-probe-2",
    "tier": "probe",
    "url": "https://docs.vast.ai/api/openapi.json",
    "excerpt": "PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json \u2014 contains \"openapi\" key",
    "fetchedAt": "2026-09-05T03:25:36.013Z"
  },
  {
    "id": "vast-ai-probe-3",
    "tier": "probe",
    "url": "https://docs.vast.ai/cli/hello-world",
    "excerpt": "official CLI documented at https://docs.vast.ai/cli/hello-world",
    "fetchedAt": "2026-09-05T03:25:36.013Z"
  },
  {
    "id": "vast-ai-probe-rt-1",
    "tier": "probe",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly \u2014 `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.",
    "fetchedAt": "2026-09-05T03:30:25.000Z"
  },
  {
    "id": "vast-ai-probe-rt-2",
    "tier": "probe",
    "url": "https://docs.vast.ai/cli/hello-world.md",
    "excerpt": "PROBE runtime (recorded 2026-09-05): `vastai search offers 'gpu_name=RTX_4090 num_gpus=1' -o dph` searched the LIVE GPU marketplace with NO account and NO API key, returning real RTX 4090 offers with CUDA versions, vCPUs, RAM, disk, and per-hour prices \u2014 an agent can comparison-shop the whole market before any signup.",
    "fetchedAt": "2026-09-05T03:30:25.000Z"
  },
  {
    "id": "vast-ai-probe-rt-3",
    "tier": "probe",
    "url": "https://docs.vast.ai/api-reference/introduction.md",
    "excerpt": "PROBE runtime (recorded 2026-09-05): a bare keyless GET to https://console.vast.ai/api/v0/bundles/ returned live marketplace offers as JSON including `dph_total` (per-GPU-hour price), gpu_name, cpu specs, and reliability fields \u2014 the offer-search REST endpoint is public.",
    "fetchedAt": "2026-09-05T03:30:25.000Z"
  }
]