How E2B’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.e2b.dev/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.e2b.dev/llms.txt # E2B Docs - [E2B Documentation](https://docs.e2b.dev/index.md) - [Running your first Sandbox](https://docs.e2b.dev/qui”
• [probe] https://docs.e2b.dev/quickstart.md“PROBE docs-md: HTTP 200 at https://docs.e2b.dev/quickstart.md > ## Documentation Index > Fetch the complete documentation index at: https://docs.e2b.dev/llms.txt > Use this file to d”

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.e2b.dev/cli/auth.md“This is the recommended option for non-interactive environments like CI/CD pipelines, servers, and containers. Set a single environment variable with your API key”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [claimed-docs] https://docs.e2b.dev/cli/exec-command.md“Use the `--background` flag to run a command in the background and return immediately.”
• [claimed-docs] https://docs.e2b.dev/cli/shutdown-sandboxes.md“You can shutdown single or all running sandboxes with the E2B CLI.”
• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or BYOC or self-hosted deployments — create an `E2B` client and use the resources it exposes.”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or [BYOC or self-hosted deployments](/byoc) in a single process — create an `E2B` client”

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

• [claimed-docs] https://docs.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/use-cases/coding-agents.md“Run AI coding agents like Claude Code, Codex, and Amp in secure E2B sandboxes with full terminal, filesystem, and git access.”
• [claimed-docs] https://docs.e2b.dev/agents/claude-code.md“E2B provides a pre-built `claude` template with Claude Code already installed.”

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.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”

Use an official CLIweight 2

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

• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [claimed-docs] https://docs.e2b.dev/cli/create-sandbox.md“You can create a sandbox and connect an interactive terminal to it.”
• [claimed-docs] https://docs.e2b.dev/cli/list-sandboxes.md“This will return running sandboxes, you can specify `--state` to get paused or both.”
• [claimed-docs] https://docs.e2b.dev/cli/shutdown-sandboxes.md“You can shutdown single or all running sandboxes with the E2B CLI.”
• [claimed-docs] https://docs.e2b.dev/cli/manage-snapshots.md“You can manage sandbox snapshots with the `e2b sandbox snapshot` (alias `snap`) commands.”
• [claimed-docs] https://docs.e2b.dev/cli/auth.md“If your E2B account has access to more than one project, you can choose which one the CLI uses”
• [claimed-docs] https://docs.e2b.dev/cli/auth.md“This is the recommended option for non-interactive environments like CI/CD pipelines, servers, and containers. Set a single environment variable with your API key”
• [claimed-docs] https://docs.e2b.dev/cli/create-sandbox.md“e2b sandbox create <template>”
• [claimed-docs] https://docs.e2b.dev/cli/connect-to-sandbox.md“Unlike the `create` command, `connect` does not kill the sandbox when you disconnect.”
• [claimed-docs] https://docs.e2b.dev/cli/exec-command.md“Use the `--background` flag to run a command in the background and return immediately.”
• [claimed-docs] https://docs.e2b.dev/cli/shutdown-sandboxes.md“To shutdown all running sandboxes, run the following command:”
• [claimed-docs] https://docs.e2b.dev/cli/manage-snapshots.md“You can name the snapshot template with the `--name` flag. If a template with that name already exists, it is reused.”
• [probe] https://docs.e2b.dev/cli“official CLI documented at https://docs.e2b.dev/cli”

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.e2b.dev/quickstart“const sbx = await Sandbox.create() // Creates a persistent sandbox session const execution = await sbx.runCode('print("hello world")')”
• [claimed-docs] https://docs.e2b.dev/filesystem/read-write.md“You can write single files to the sandbox filesystem using the `files.write()` method.”
• [claimed-docs] https://docs.e2b.dev/commands.md“You can run terminal commands inside the sandbox using the `commands.run()` method.”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or BYOC or self-hosted deployments — create an `E2B` client and use the resources it exposes.”
• [claimed-docs] https://docs.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/use-cases/coding-agents.md“Run AI coding agents like Claude Code, Codex, and Amp in secure E2B sandboxes with full terminal, filesystem, and git access.”
• [probe] https://docs.e2b.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.e2b.dev/openapi.json, https://docs.e2b.dev/swagger.json, https://docs.e2b.dev/api/openapi.json, https://docs.e2b.dev/.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.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or BYOC or self-hosted deployments — create an `E2B` client and use the resources it exposes.”
• [claimed-docs] https://docs.e2b.dev/cli/auth.md“If your E2B account has access to more than one project, you can choose which one the CLI uses”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or [BYOC or self-hosted deployments](/byoc) in a single process — create an `E2B` client”
• [claimed-docs] https://docs.e2b.dev/cli/auth.md“This is the recommended option for non-interactive environments like CI/CD pipelines, servers, and containers. Set a single environment variable with your API key”

Build against official SDKsweight 2

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

• [claimed-docs] https://docs.e2b.dev/quickstart“const sbx = await Sandbox.create() // Creates a persistent sandbox session const execution = await sbx.runCode('print("hello world")')”
• [claimed-docs] https://docs.e2b.dev/filesystem/read-write.md“You can write single files to the sandbox filesystem using the `files.write()` method.”
• [claimed-docs] https://docs.e2b.dev/commands.md“You can run terminal commands inside the sandbox using the `commands.run()` method.”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [claimed-docs] https://docs.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/agents/claude-code.md“E2B provides a pre-built `claude` template with Claude Code already installed.”
• [claimed-docs] https://docs.e2b.dev/agents/deep-agents.md“With the E2B backend, the agent's built-in tools all execute inside an isolated sandbox instead of your machine”
• [claimed-docs] https://docs.e2b.dev/agents/vercel-ai-sdk.md“your agent's code runs in an isolated Firecracker microVM instead of your server, with a real Debian toolchain, pause/resume persistence, and outbound network controls”
• [community] https://news.ycombinator.com/item?id=43184240“E2B does support Python, AgentKit is only available in TypeScript for now.”
• [probe] https://docs.e2b.dev/cli“official CLI documented at https://docs.e2b.dev/cli”

Subscribe to events via webhooksweight 2

2 (weight) × 6 (quality) × 1.0 (full) = 12.0 of 20 max

• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”

Explore an interactive API reference with runnable examplesweight 2

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

• [probe] https://docs.e2b.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.e2b.dev/openapi.json, https://docs.e2b.dev/swagger.json, https://docs.e2b.dev/api/openapi.json, https://docs.e2b.dev/.well-known/openapi.json)”
• [claimed-docs] https://docs.e2b.dev/quickstart“const sbx = await Sandbox.create() // Creates a persistent sandbox session const execution = await sbx.runCode('print("hello world")')”
• [claimed-docs] https://docs.e2b.dev/quickstart“We’ll write the minimal code for starting Sandbox, executing Python inside it and listing all files inside the root directory.”

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

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

• [probe] https://docs.e2b.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.e2b.dev/openapi.json, https://docs.e2b.dev/swagger.json, https://docs.e2b.dev/api/openapi.json, https://docs.e2b.dev/.well-known/openapi.json)”

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://docs.e2b.dev/quickstart“const sbx = await Sandbox.create() // Creates a persistent sandbox session const execution = await sbx.runCode('print("hello world")')”
• [claimed-docs] https://docs.e2b.dev/sandbox/persistence.md“Pause a sandbox and resume it later from the exact state it was in, including the filesystem and the memory, so running processes and loaded variables survive.”
• [claimed-docs] https://docs.e2b.dev/sandbox.md“You can shutdown the sandbox any time even before the timeout is up by calling the `kill` method.”
• [claimed-docs] https://docs.e2b.dev/network/internet-access.md“Every sandbox has outbound internet access by default. Control and restrict it with a simple on/off switch or fine-grained allow and deny lists.”
• [claimed-docs] https://docs.e2b.dev/template/quickstart.md“E2B templates allow you to define custom sandboxes. You can define the base image, environment variables, files to copy, commands to run, and a start command”
• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”
• [claimed-docs] https://docs.e2b.dev/agents/vercel-ai-sdk.md“your agent's code runs in an isolated Firecracker microVM instead of your server, with a real Debian toolchain, pause/resume persistence, and outbound network controls”

Rely on versioned APIs with a documented deprecation policyweight 2

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

• [probe] https://docs.e2b.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.e2b.dev/openapi.json, https://docs.e2b.dev/swagger.json, https://docs.e2b.dev/api/openapi.json, https://docs.e2b.dev/.well-known/openapi.json)”

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.e2b.dev/quickstart“const sbx = await Sandbox.create() // Creates a persistent sandbox session const execution = await sbx.runCode('print("hello world")')”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”
• [claimed-docs] https://docs.e2b.dev/template/quickstart.md“E2B templates allow you to define custom sandboxes. You can define the base image, environment variables, files to copy, commands to run, and a start command”
• [claimed-docs] https://docs.e2b.dev/cli/manage-snapshots.md“You can manage sandbox snapshots with the `e2b sandbox snapshot` (alias `snap`) commands.”
• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”
• [github] https://github.com/e2b-dev/E2B“For mouse, keyboard, screenshot, application, and desktop streaming APIs, install the Desktop SDK”
• [probe] https://docs.e2b.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.e2b.dev/openapi.json, https://docs.e2b.dev/swagger.json, https://docs.e2b.dev/api/openapi.json, https://docs.e2b.dev/.well-known/openapi.json)”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or BYOC or self-hosted deployments — create an `E2B` client and use the resources it exposes.”

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/e2b-dev/E2B“Read the self-hosting guide to learn how to set up the E2B infrastructure on your own. The infrastructure is deployed using Terraform.”
• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”
• [claimed-docs] https://docs.e2b.dev/filesystem/read-write.md“You can read files from the sandbox filesystem using the `files.read()` method.”
• [claimed-docs] https://docs.e2b.dev/cli/manage-snapshots.md“You can manage sandbox snapshots with the `e2b sandbox snapshot` (alias `snap`) commands.”

Read the product's source under an open licenseweight 2

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

• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”
• [github] https://github.com/e2b-dev/E2B“Read the self-hosting guide to learn how to set up the E2B infrastructure on your own. The infrastructure is deployed using Terraform.”

Self-host the core productweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

• [github] https://github.com/e2b-dev/E2B“Read the self-hosting guide to learn how to set up the E2B infrastructure on your own. The infrastructure is deployed using Terraform.”
• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or BYOC or self-hosted deployments — create an `E2B` client and use the resources it exposes.”
• [claimed-docs] https://docs.e2b.dev/client.md“If you need an explicit configuration — for example several API keys, teams, or [BYOC or self-hosted deployments](/byoc) in a single process — create an `E2B` client”

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.e2b.dev/sandbox/persistence.md“Pause a sandbox and resume it later from the exact state it was in, including the filesystem and the memory, so running processes and loaded variables survive.”
• [claimed-docs] https://docs.e2b.dev/sandbox/persistence.md“A paused sandbox is kept indefinitely with no automatic deletion.”
• [claimed-docs] https://docs.e2b.dev/sandbox.md“Sandboxes can run continuously for up to 24 hours (Pro) or 1 hour (Base). For longer workloads, use pause and resume”
• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”
• [claimed-docs] https://docs.e2b.dev/cli/exec-command.md“Use the `--background` flag to run a command in the background and return immediately.”
• [claimed-docs] https://docs.e2b.dev/use-cases/coding-agents.md“Run AI coding agents like Claude Code, Codex, and Amp in secure E2B sandboxes with full terminal, filesystem, and git access.”

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

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

• [claimed-docs] https://docs.e2b.dev/use-cases/coding-agents.md“Run AI coding agents like Claude Code, Codex, and Amp in secure E2B sandboxes with full terminal, filesystem, and git access.”
• [claimed-docs] https://docs.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/agents/claude-code.md“E2B provides a pre-built `claude` template with Claude Code already installed.”
• [github] https://github.com/e2b-dev/E2B“E2B is an open-source infrastructure that allows you to run AI-generated code in secure isolated sandboxes in the cloud.”

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://docs.e2b.dev/quickstart/connect-llms.md“E2B can work with any LLM and AI framework. The easiest way to connect an LLM to E2B is to use the tool use capabilities of the LLM”
• [claimed-docs] https://docs.e2b.dev/use-cases/coding-agents.md“Run AI coding agents like Claude Code, Codex, and Amp in secure E2B sandboxes with full terminal, filesystem, and git access.”
• [claimed-docs] https://docs.e2b.dev/agents/deep-agents.md“With the E2B backend, the agent's built-in tools all execute inside an isolated sandbox instead of your machine”
• [claimed-docs] https://docs.e2b.dev/cli.md“E2B CLI is a command line tool that allows you to manage and interact with sandboxes and templates.”

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://e2b.dev/pricing“Up to 24-hour sandbox session length Up to 100 concurrently running sandboxes”
• [claimed-docs] https://docs.e2b.dev/filesystem/read-write.md“You can also write multiple files to the sandbox.”
• [claimed-docs] https://docs.e2b.dev/cli/list-sandboxes.md“This will return running sandboxes, you can specify `--state` to get paused or both.”
• [claimed-docs] https://docs.e2b.dev/cli/shutdown-sandboxes.md“You can shutdown single or all running sandboxes with the E2B CLI.”
• [claimed-docs] https://docs.e2b.dev/cli/shutdown-sandboxes.md“To shutdown all running sandboxes, run the following command:”
• [claimed-docs] https://docs.e2b.dev/cli/exec-command.md“Use the `--background` flag to run a command in the background and return immediately.”

Define rules that trigger actions automatically on eventsweight 3

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

• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://docs.e2b.dev/sandbox/persistence.md“Pause a sandbox and resume it later from the exact state it was in, including the filesystem and the memory, so running processes and loaded variables survive.”
• [claimed-docs] https://docs.e2b.dev/sandbox/persistence.md“A paused sandbox is kept indefinitely with no automatic deletion.”
• [claimed-docs] https://docs.e2b.dev/sandbox/lifecycle-events-webhooks.md“Webhooks provide a way for notifications to be delivered to an external web server whenever certain sandbox lifecycle events occur.”
• [claimed-docs] https://docs.e2b.dev/sandbox.md“When you call the set timeout method, the sandbox timeout will be reset to the new value that you specified.”

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