How Paperspace’s scores are calculated
The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.
verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10
PA Score18/100
Agent-ready 33.6 × 0.30 = 10.08
API quality 0.0 × 0.20 = 0.00
Openness 28.8 × 0.20 = 5.76
Built-in AI 12.0 × 0.15 = 1.80
Automation 0.0 × 0.15 = 0.00
(10.08 + 0.00 + 5.76 + 1.80 + 0.00) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 17.64 ÷ 1.00 = 17.6
Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.
Agent-ready33.6/100×0.30 of the PA blend
Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.
Point an agent at llms.txt or agent-oriented docsweight 2
2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max
- [probe] https://docs.digitalocean.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.digitalocean.com/llms.txt # DigitalOcean Documentation > Comprehensive tutorials, references, example code, and more for DigitalOcean products. >”
- [probe] https://docs.digitalocean.com/products/paperspace/.md“PROBE docs-md: HTTP 404 at https://docs.digitalocean.com/products/paperspace/.md”
Run the product headlessly / in CI for automationweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Workflows automate machine learning tasks, combining GPU instances with an expressive syntax to generate production-ready machine learning pipelines with a few lines of code.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
- [community] https://news.ycombinator.com/item?id=36614924“Their DL virtual servers (Core) are horrible - very slow internet, takes forever to copy datasets in. Getting SSH access is an uphill battle; instead there's a pointless virtual console and confusing GUI. Once I found Lambda and Vast.ai, I never looked back.”
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
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Use an official CLIweight 2
2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
Drive the product through a documented public APIweight 3
3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
- [probe] https://docs.digitalocean.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.digitalocean.com/openapi.json, https://docs.digitalocean.com/swagger.json, https://docs.digitalocean.com/api/openapi.json, https://docs.digitalocean.com/.well-known/openapi.json)”
Issue scoped/least-privilege API credentials for an agentweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
Build against official SDKsweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
Subscribe to events via webhooksweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
Agent-ready = 60.4 ÷ 180 × 100 = 33.6
API quality0.0/100×0.20 of the PA blend
The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.
Explore an interactive API reference with runnable examplesweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [probe] https://docs.digitalocean.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.digitalocean.com/openapi.json, https://docs.digitalocean.com/swagger.json, https://docs.digitalocean.com/api/openapi.json, https://docs.digitalocean.com/.well-known/openapi.json)”
- [probe] https://docs.digitalocean.com/products/paperspace/.md“PROBE docs-md: HTTP 404 at https://docs.digitalocean.com/products/paperspace/.md”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
Download a machine-readable API spec (OpenAPI or equivalent)weight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [probe] https://docs.digitalocean.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.digitalocean.com/openapi.json, https://docs.digitalocean.com/swagger.json, https://docs.digitalocean.com/api/openapi.json, https://docs.digitalocean.com/.well-known/openapi.json)”
Test against a sandbox environment without touching production dataweight 1
1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/“Machines are Linux and Windows virtual machines with persistent storage, GPU options, and free unlimited bandwidth.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/create/“When you create a new machine, you choose your machine type, operating system or custom template, disk size, region, authentication, starting state, and which features (like backups, public IP address, or private network) to enable or add.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Deployments are containers-as-a-service that let you run container images and serve machine learning models.”
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.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
API quality = 0.0 ÷ 70 × 100 = 0.0
Openness28.8/100×0.20 of the PA blend
Can you leave, inspect, or self-host — data export, open source, portability.
Do everything through the API that I can do in the UIweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/create/“You can create a Linux machine using the Paperspace console, Paperspace API, or Paperspace CLI.”
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/connect/“You can connect to your Linux or Windows-based machine using the Paperspace console or desktop app using SSH connection.”
- [probe] https://docs.digitalocean.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.digitalocean.com/openapi.json, https://docs.digitalocean.com/swagger.json, https://docs.digitalocean.com/api/openapi.json, https://docs.digitalocean.com/.well-known/openapi.json)”
Export all of my data in open formats and leaveweight 3
3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/connect/“You can connect to your Linux or Windows-based machine using the Paperspace console or desktop app using SSH connection.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/manage-shared-drives/“Shared drives provide storage that is accessible from multiple machines in a private network.”
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
Read the product's source under an open licenseweight 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
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
Openness = 14.4 ÷ 50 × 100 = 28.8
Built-in AI12.0/100×0.15 of the PA blend
Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.
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) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Workflows automate machine learning tasks, combining GPU instances with an expressive syntax to generate production-ready machine learning pipelines with a few lines of code.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Deployments are containers-as-a-service that let you run container images and serve machine learning models.”
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
Delegate tasks to a built-in AI assistant inside the 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
Operate the product with natural-language commandsweight 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
Built-in AI = 4.8 ÷ 40 × 100 = 12.0
Automation0.0/100×0.15 of the PA blend
Depth of automation primitives — rules, scheduling, bulk operations, webhooks.
Perform bulk operations across many items at onceweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/reference/paperspace/api-keys/“API keys let you interact with Paperspace through the Core RESTful API, the Core JavaScript SDK, and Gradient command-line utility (CLI).”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Programmatically manage Paperspace resources using conventional HTTP requests.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Install and use the new Paperspace Command Line Interface.”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/“official CLI documented at https://docs.digitalocean.com/reference/paperspace/pspace/”
- [probe] https://docs.digitalocean.com/reference/paperspace/pspace/install/“PROBE runtime (recorded 2026-09-05): the official installer (`curl -fsSL https://paperspace.com/install.sh | sh`) installed the pspace CLI into ~/.paperspace/bin keylessly; `pspace version` printed `pspace v1.10.2` and `pspace --help` lists machine, custom-template, autoscaling-group, and deployment management.”
Define rules that trigger actions automatically on eventsweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Schedule recurring jobs or workflowsweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/“Workflows automate machine learning tasks, combining GPU instances with an expressive syntax to generate production-ready machine learning pipelines with a few lines of code.”
- [claimed-docs] https://docs.digitalocean.com/products/paperspace/machines/how-to/manage-auto-shutdown/“The auto-shutdown feature places your machine in a stop state after a predefined period of inactivity, which can range from one hour to one week.”
Version, review, and roll back my automationsweight 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
Automation = 0.0 ÷ 70 × 100 = 0.0