How Vast.ai’s scores are calculated

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [probe] https://docs.vast.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.vast.ai/llms.txt # Vast.ai Documentation: Affordable GPU Cloud Marketplace - [Welcome](https://docs.vast.ai/guides/get-started/index.md)”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“You can also create scoped keys with limited permissions using `vastai create api-key`, useful for CI/CD or shared tooling.”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”
• [probe] https://docs.vast.ai/api-reference/introduction.md“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 — the offer-search REST endpoint is public.”

Plug MCP servers into this product so it can use their toolsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Connect an agent via an official MCP serverweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”

Use an official CLIweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“vastai search offers 'gpu_name=RTX_4090 num_gpus=1 verified=true direct_port_count>=1 rentable=true' -o 'dlperf_usd-'”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [probe] https://docs.vast.ai/cli/hello-world“official CLI documented at https://docs.vast.ai/cli/hello-world”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“The Vast.ai REST API gives you programmatic control over the entire platform.”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“create a scoped key with only the permissions that workload needs”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”
• [probe] https://docs.vast.ai/api-reference/introduction.md“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 — the offer-search REST endpoint is public.”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“You can also create scoped keys with limited permissions using `vastai create api-key`, useful for CI/CD or shared tooling.”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“create a scoped key with only the permissions that workload needs”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”

Build against official SDKsweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [claimed-docs] https://docs.vast.ai/guides/serverless/index.md“Interacting with Vast Serverless is made easy through a powerful python SDK.”
• [github] https://github.com/vast-ai/vast-cli“Migrating from vastai-sdk? The old import still works: from vastai_sdk import VastAI”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/api-reference/introduction.md“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 — the offer-search REST endpoint is public.”

Subscribe to events via webhooksweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“The Vast.ai REST API gives you programmatic control over the entire platform.”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“The Vast.ai REST API gives you programmatic control over the entire platform.”
• [probe] https://docs.vast.ai/api-reference/introduction.md“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 — the offer-search REST endpoint is public.”

Test against a sandbox environment without touching production dataweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [github] https://github.com/vast-ai/vast-cli“Migrating from vastai-sdk? The old import still works: from vastai_sdk import VastAI”

Do everything through the API that I can do in the UIweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“The Vast.ai REST API gives you programmatic control over the entire platform.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”
• [probe] https://docs.vast.ai/api/openapi.json“PROBE openapi: HTTP 200 at https://docs.vast.ai/api/openapi.json — contains "openapi" key”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”
• [probe] https://docs.vast.ai/api-reference/introduction.md“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 — the offer-search REST endpoint is public.”

Export all of my data in open formats and leaveweight 3

3 (weight) × 3 (quality) × 0.6 (partial) = 5.4 of 30 max

• [claimed-docs] https://docs.vast.ai/guides/instances/connect/ssh.md“Log in securely, Run commands remotely, Transfer files without exposing your data”
• [claimed-docs] https://docs.vast.ai/guides/instances/connect/ssh.md“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”
• [claimed-docs] https://docs.vast.ai/guides/instances/storage/types.md“Volumes provide persistent storage that survives instance destruction and can be reattached to new instances.”

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

• [github] https://github.com/vast-ai/vast-cli“vast.search_offers(query='gpu_name=RTX_4090 num_gpus>=4')”
• [github] https://github.com/vast-ai/vast-cli“Migrating from vastai-sdk? The old import still works: from vastai_sdk import VastAI”

Self-host the core productweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Get AI-generated insights and suggestions from my data inside the productweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“You can also create scoped keys with limited permissions using `vastai create api-key`, useful for CI/CD or shared tooling.”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“create a scoped key with only the permissions that workload needs”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.”
• [claimed-docs] https://docs.vast.ai/guides/serverless/index.md“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.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”

Operate the product with natural-language commandsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The `vastai` agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances, and more”
• [claimed-docs] https://docs.vast.ai/guides/get-started/agents.md“The vastai agent skill lets AI coding assistants drive Vast.ai on your behalf — create instances, deploy endpoints, manage SSH keys, check balances”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”

Perform bulk operations across many items at onceweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“The Vast.ai CLI gives you command-line access to the entire platform, authentication, GPU search, instance lifecycle, templates, volumes, serverless endpoints, and more.”
• [claimed-docs] https://docs.vast.ai/api-reference/introduction.md“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.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [github] https://github.com/vast-ai/vast-cli“vast.search_offers(query='gpu_name=RTX_4090 num_gpus>=4')”
• [claimed-docs] https://docs.vast.ai/cli/hello-world.md“vastai search offers 'gpu_name=RTX_4090 num_gpus=1 verified=true direct_port_count>=1 rentable=true' -o 'dlperf_usd-'”
• [probe] https://docs.vast.ai/cli/hello-world.md“PROBE runtime (recorded 2026-09-05): the official Vast.ai CLI (pypi `vastai`) installed via uvx and ran keylessly — `vastai --help` prints the full command surface including search offers, create instance, and destroy instance.”
• [probe] https://docs.vast.ai/cli/hello-world.md“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 — an agent can comparison-shop the whole market before any signup.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

• [claimed-docs] https://docs.vast.ai/guides/reference/billing.md“Use the autobilling feature to have the system automatically top up your account using a saved credit card when it runs low.”
• [claimed-docs] https://docs.vast.ai/guides/reference/billing.md“Autobilling keeps your balance positive to protect your instances from interruption or deletion.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”
• [claimed-docs] https://docs.vast.ai/guides/reference/api-keys.md“For shared tooling, CI/CD, or automation, create a scoped key with only the permissions that workload needs.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

• [claimed-docs] https://docs.vast.ai/guides/templates/introduction.md“A template is how Vast helps you launch an instance, setting up your rented machine with whatever software and formatting you need.”
• [claimed-docs] https://docs.vast.ai“Build a template - Package your environment so any GPU can run it with one click.”
• [claimed-docs] https://docs.vast.ai“Automate with the CLI or SDK ... `vastai` from the shell or Python. Same operations, different syntax.”