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Best sandboxes for code interpreters and data analysis

Answer in brief

For code interpreters, our top picks are E2B, Azure Container Apps dynamic sessions and AWS Bedrock AgentCore. We weight fast startup, stateful Python execution, file handling, isolation and simple pricing.

By the Agent Sandboxes editors · Updated

What code interpreters need from a sandbox

A code interpreter lets a model run Python to analyse data, do maths, draw charts and convert files. Sessions are short and frequent, so the needs are:

  • Fast startup — users wait while the sandbox boots.
  • Stateful execution (Jupyter-style kernels) so variables persist across calls in a conversation.
  • File upload/download and rich outputs such as charts.
  • Strong isolation because every user’s code is untrusted, and ideally no network by default.

Best sandboxes for code interpreters and data analysis, ranked

  1. E2B

    Open-source cloud sandboxes for AI agents, each a Firecracker microVM, with pause/resume, snapshots and forking.

    • Firecracker microVM
    • Open source
    • Self-hostable
    • BYOC
    • Pause/resume

    Why it’s here: A dedicated Code Interpreter SDK with stateful Jupyter-style execution and chart output, on Firecracker microVMs, with pre-built templates and generous free credit.

  2. Azure Container Apps dynamic sessions

    Azure service that hands out Hyper-V-isolated sessions from prewarmed pools, either as a built-in code interpreter or running your own container image.

    • Hyper-V VM

    Why it’s here: Hyper-V-isolated Python and Node interpreters from prewarmed pools with egress disabled by default and first-party LangChain, LlamaIndex and Semantic Kernel tools. 220-second execution cap.

  3. AWS Bedrock AgentCore

    AWS’s managed agent platform: a Code Interpreter tool for running agent-generated code and a Runtime that hosts each agent session in its own microVM.

    • MicroVM (Runtime)

    Why it’s here: Managed Code Interpreter with sessions up to 8 hours, IAM/VPC integration and CPU billing that skips I/O wait.

  4. OpenAI Code Interpreter & Hosted Shell

    Hosted containers in the OpenAI Responses API that the model uses to run Python (Code Interpreter) or shell commands (Hosted Shell).

    • VM (unspecified)

    Why it’s here: Zero extra infrastructure if you are already on the OpenAI Responses API; tied to OpenAI models.

  5. Google Agent Platform Code Execution

    Google-managed sandbox API (formerly part of Vertex AI Agent Engine) that lets agents deployed anywhere run Python in stateful, network-isolated environments.

    • gVisor

    Why it’s here: gVisor-isolated, no-network Python with state retained up to 14 days; fixed library set.

Side by side

SandboxIsolationOpen sourceSelf-host / BYOCCold start (vendor)Max sessionSnapshots / pauseGPUSDKs
E2BFirecracker microVMYesYes / YesNot documented1 h / 24 h (Pro)Yes / YesNoPython, JavaScript/TypeScript
Azure Container Apps dynamic sessionsHyper-V VMNoNo / NoSub-second (pooled)220 s / execNo / NoNoREST API, Azure CLI, LangChain, LlamaIndex, Semantic Kernel
AWS Bedrock AgentCoreMicroVM (Runtime)NoNo / NoNot documentedUp to 8 hNot documented / Not documentedNoPython (AgentCore SDK), AWS SDKs, AWS CLI
OpenAI Code Interpreter & Hosted ShellVM (unspecified)NoNo / NoNot documented20 min idleNo / NoNoOpenAI Responses API, Containers API, OpenAI SDKs
Google Agent Platform Code ExecutiongVisorNoNo / No<1 s (warm)14-day stateNo / Not documentedNoPython (Agent Platform SDK), REST API
Modal SandboxesgVisor or VMNoNo / Not documented<1 sUp to 24 hYes / YesYesPython, JavaScript/TypeScript, Go

Frequently asked questions

What is the easiest way to add a code interpreter to my AI app?
If you use OpenAI models, the built-in Code Interpreter tool needs no extra vendor. For model-agnostic apps, E2B’s Code Interpreter SDK is the most common choice; Azure and AWS offer managed equivalents inside their clouds.

Cite this page

Agent Sandboxes. (2026). Best sandboxes for code interpreters and data analysis. agentsandboxes.org. Last reviewed November 8, 2026. https://agentsandboxes.org/best/code-interpreter/

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