How Daytona’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 Score33/100

Agent-ready 56.7 × 0.30 = 17.01

API quality 42.3 × 0.20 = 8.46

Openness 21.6 × 0.20 = 4.32

Built-in AI 18.0 × 0.15 = 2.70

Automation 6.0 × 0.15 = 0.90

(17.01 + 8.46 + 4.32 + 2.70 + 0.90) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 33.39 ÷ 1.00 = 33.4

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-ready56.7/100×0.30 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) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

[probe] https://www.daytona.io/llms.txt“PROBE llms.txt: HTTP 200 at https://www.daytona.io/llms.txt # Daytona > Daytona is a secure and elastic infrastructure for running AI-generated code. It provides isolated sandboxe”
[probe] https://www.daytona.io/docs/en/sandboxes.md“PROBE docs-md: HTTP 200 at https://www.daytona.io/docs/en/sandboxes.md # Sandboxes Daytona provides **full composable computers** — **sandboxes** — for AI agents. Sandboxes are i”
[claimed-docs] https://www.daytona.io/docs/en/agent-skills.md“An agent skill for creating and running sandboxes on the Daytona platform. Includes references and practical patterns for the Daytona API, CLI, Python, TypeScript, Go, and Ruby SDKs.”

Run the product headlessly / in CI for automationweight 2

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

[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“sandbox = daytona.create() # Execute a command response = sandbox.process.exec("echo 'Hello, World!'")”
[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”
[claimed-docs] https://www.daytona.io/docs/snapshots“keep a configured number of pre-created, running sandboxes built from a snapshot; matching sandbox create requests claim one warm sandbox from the pool instantly instead of provisioning a new sandbox”
[claimed-docs] https://www.daytona.io/pricing“Daytona lets you spin up sandboxes in milliseconds and shut them down just as fast. Use what you need, when you need it.”

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

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

[claimed-docs] https://www.daytona.io/docs/mcp“Initialize the MCP server with your preferred AI agent. Supported agents include Claude, Cursor, and Windsurf.”
[claimed-docs] https://www.daytona.io/docs/mcp“Daytona Model Context Protocol (MCP) server enables AI agents to interact with Daytona Sandboxes programmatically.”
[probe] https://www.daytona.io/docs/mcp“official MCP server documented at https://www.daytona.io/docs/mcp”

Use an official CLIweight 2

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

[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[probe] https://www.daytona.io/docs/tools/cli“official CLI documented at https://www.daytona.io/docs/tools/cli”
[claimed-docs] https://www.daytona.io/docs/en/agent-skills.md“An agent skill for creating and running sandboxes on the Daytona platform. Includes references and practical patterns for the Daytona API, CLI, Python, TypeScript, Go, and Ruby SDKs.”
[community] https://news.ycombinator.com/item?id=39616709“Comparing to DevPod: 'this looks like a step up in ease from faffing about with DevPod. Then again I'm a command line guy all the way, and DevPod is more GUI centric.'”

Drive the product through a documented public APIweight 3

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

[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”
[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[probe] https://www.daytona.io/docs/mcp“official MCP server documented at https://www.daytona.io/docs/mcp”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“sandbox = daytona.create() # Execute a command response = sandbox.process.exec("echo 'Hello, World!'")”
[claimed-docs] https://www.daytona.io/docs/en/agent-skills.md“An agent skill for creating and running sandboxes on the Daytona platform. Includes references and practical patterns for the Daytona API, CLI, Python, TypeScript, Go, and Ruby SDKs.”

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://www.daytona.io/docs/network-limits“Set firewall parameters when creating a sandbox or update them while the sandbox is running.”
[claimed-docs] https://www.daytona.io/docs/network-limits“Network limits control outbound internet access from sandboxes. Each sandbox runs behind a firewall that restricts which external IP addresses and domains it can reach”
[claimed-docs] https://www.daytona.io/docs/network-limits“Each sandbox runs behind a firewall that restricts which external IP addresses and domains it can reach, preventing untrusted code from exfiltrating data or contacting arbitrary hosts.”
[claimed-docs] https://www.daytona.io/docs/en/ssh-access.md#access-via-cli“Daytona provides SSH access to your sandboxes using token-based authentication. This allows you to connect from local terminals, IDEs, and development tools without installing additional software.”

Build against official SDKsweight 2

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

[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“sandbox = daytona.create() # Execute a command response = sandbox.process.exec("echo 'Hello, World!'")”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”
[probe] https://www.daytona.io/docs/tools/cli“official CLI documented at https://www.daytona.io/docs/tools/cli”
[claimed-docs] https://www.daytona.io/docs/en/agent-skills.md“An agent skill for creating and running sandboxes on the Daytona platform. Includes references and practical patterns for the Daytona API, CLI, Python, TypeScript, Go, and Ruby SDKs.”

Subscribe to events via webhooksweight 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

Agent-ready = 119.0 ÷ 210 × 100 = 56.7

API quality42.3/100×0.20 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) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“sandbox = daytona.create() # Execute a command response = sandbox.process.exec("echo 'Hello, World!'")”
[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”

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://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 8 (quality) × 1.0 (full) = 8.0 of 10 max

[claimed-docs] https://www.daytona.io/docs/en/sandboxes“Sandboxes are isolated runtime environments you can manage programmatically to run code.”
[claimed-docs] https://www.daytona.io/docs/en/sandboxes“Each sandbox runs in isolation, giving it a dedicated kernel, filesystem, network stack, and allocated vCPU, RAM, and disk.”
[claimed-docs] https://www.daytona.io/docs/network-limits“Network limits control outbound internet access from sandboxes. Each sandbox runs behind a firewall that restricts which external IP addresses and domains it can reach”
[claimed-docs] https://www.daytona.io/docs/network-limits“Each sandbox runs behind a firewall that restricts which external IP addresses and domains it can reach, preventing untrusted code from exfiltrating data or contacting arbitrary hosts.”
[claimed-docs] https://www.daytona.io/pricing“Daytona lets you spin up sandboxes in milliseconds and shut them down just as fast. Use what you need, when you need it.”
[claimed-docs] https://www.daytona.io/docs/mcp“Daytona Model Context Protocol (MCP) server enables AI agents to interact with Daytona Sandboxes programmatically.”
[probe] https://www.daytona.io/docs/en/sandboxes.md“PROBE docs-md: HTTP 200 at https://www.daytona.io/docs/en/sandboxes.md # Sandboxes Daytona provides **full composable computers** — **sandboxes** — for AI agents. Sandboxes are i”
[claimed-docs] https://www.daytona.io/docs/snapshots“keep a configured number of pre-created, running sandboxes built from a snapshot; matching sandbox create requests claim one warm sandbox from the pool instantly instead of provisioning a new sandbox”

Rely on versioned APIs with a documented deprecation policyweight 2

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

[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”

API quality = 29.6 ÷ 70 × 100 = 42.3

Openness21.6/100×0.20 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) × 7 (quality) × 0.6 (partial) = 8.4 of 20 max

[probe] https://www.daytona.io/openapi.json“PROBE openapi: HTTP 200 at https://www.daytona.io/openapi.json — contains "openapi" key”
[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[claimed-docs] https://www.daytona.io/docs/en/sandboxes“Sandboxes are isolated runtime environments you can manage programmatically to run code.”
[claimed-docs] https://www.daytona.io/docs/snapshots“Snapshots are persistent, point-in-time captures of sandbox state, including the filesystem, installed packages, dependencies, and settings.”
[claimed-docs] https://www.daytona.io/docs/volumes“Volumes are FUSE-based mounts that provide shared file access across Daytona sandboxes.”

Export all of my data in open formats and leaveweight 3

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

[github] https://github.com/daytonaio/daytona“It remains public and free to use, fork, and build on under the LICENSE, as is and without support or warranty.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[claimed-docs] https://www.daytona.io/docs/volumes“Volumes are FUSE-based mounts that provide shared file access across Daytona sandboxes. They enable sandboxes to read from large files instantly - no need to upload files manually to each sandbox.”
[claimed-docs] https://www.daytona.io/docs/en/ssh-access.md#access-via-cli“Daytona provides SSH access to your sandboxes using token-based authentication. This allows you to connect from local terminals, IDEs, and development tools without installing additional software.”
[claimed-docs] https://www.daytona.io/docs/snapshots“captures and persists a sandbox’s current state; container sandboxes capture filesystem state only (cold snapshots), VM sandboxes capture filesystem and memory state (hot snapshots)”

Read the product's source under an open licenseweight 2

2 (weight) × 4 (quality) × 0.3 (disputed) = 2.4 of 20 max

[github] https://github.com/daytonaio/daytona“It remains public and free to use, fork, and build on under the LICENSE, as is and without support or warranty.”
[community] https://hn.algolia.com/api/v1/items/48509317“Community reaction to Daytona going closed source was skeptical: 'The vulnerabilities will still easily be found without the source. This is just a lame excuse... Security by obscurity is not the answer.'”

Self-host the core productweight 3

3 (weight) × 4 (quality) × 0.3 (disputed) = 3.6 of 30 max

[github] https://github.com/daytonaio/daytona“It remains public and free to use, fork, and build on under the LICENSE, as is and without support or warranty.”
[community] https://hn.algolia.com/api/v1/items/48509317“Community reaction to Daytona going closed source was skeptical: 'The vulnerabilities will still easily be found without the source. This is just a lame excuse... Security by obscurity is not the answer.'”

Openness = 21.6 ÷ 100 × 100 = 21.6

Built-in AI18.0/100×0.15 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) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

[claimed-docs] https://www.daytona.io/docs/en/sandboxes“Sandboxes are isolated runtime environments you can manage programmatically to run code.”
[claimed-docs] https://www.daytona.io/docs/typescript-sdk/“The Daytona TypeScript SDK provides a powerful interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[claimed-docs] https://www.daytona.io/docs/mcp“Daytona Model Context Protocol (MCP) server enables AI agents to interact with Daytona Sandboxes programmatically.”

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

[claimed-docs] https://www.daytona.io/docs/mcp“Initialize the MCP server with your preferred AI agent. Supported agents include Claude, Cursor, and Windsurf.”
[claimed-docs] https://www.daytona.io/docs/mcp“Daytona Model Context Protocol (MCP) server enables AI agents to interact with Daytona Sandboxes programmatically.”
[claimed-docs] https://www.daytona.io/docs/en/agent-skills.md“An agent skill for creating and running sandboxes on the Daytona platform. Includes references and practical patterns for the Daytona API, CLI, Python, TypeScript, Go, and Ruby SDKs.”
[probe] https://www.daytona.io/docs/mcp“official MCP server documented at https://www.daytona.io/docs/mcp”

Built-in AI = 7.2 ÷ 40 × 100 = 18.0

Automation6.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

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

[claimed-docs] https://www.daytona.io/docs/python-sdk/“The Daytona Python SDK provides a robust interface for programmatically interacting with Daytona Sandboxes.”
[claimed-docs] https://www.daytona.io/docs/tools/cli“Daytona provides command-line access to core features for interacting with Daytona Sandboxes, including managing their lifecycle, snapshots, and more.”
[claimed-docs] https://www.daytona.io/docs/snapshots“keep a configured number of pre-created, running sandboxes built from a snapshot; matching sandbox create requests claim one warm sandbox from the pool instantly instead of provisioning a new sandbox”
[claimed-docs] https://www.daytona.io/docs/snapshots“keep a configured number of pre-created, running sandboxes built from a snapshot; matching sandbox create requests claim one warm sandbox from the pool instantly”
[claimed-docs] https://www.daytona.io/docs/python-sdk/“sandbox = daytona.create() # Execute a command response = sandbox.process.exec("echo 'Hello, World!'")”

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

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

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

Automation = 4.8 ÷ 80 × 100 = 6.0