Developers need a safe place to build and run agents. Fast.

Agentic Sandbox gives you an easy, safe environment to experiment with agentic workflows—without risking production tools, data, or users.

One-line CLI. Full action visibility. Works with:

CrewAI

LangChain

Google ADK

Developers need a safe place to build and run agents. Fast.

Agentic Sandbox gives you an easy, safe environment to experiment with agentic workflows—without risking production tools, data, or users.

One-line CLI. Full action visibility. Works with:

CrewAI

LangChain

Google ADK

Not Just Containers — Model Context Control

Traditional Sandbox

Process isolation
No MCP protocol visibility
No action-level control
No execution control
No MCP awareness

BlueRock Agentic Sandbox

Process isolation
Full MCP visibility (tools, data, execution)
Action-level tracing
Context and execution control
Full MCP protocol event visibility

Agents are non-deterministic.
They don't follow scripts—they adapt, retry, and find alternate paths.

BlueRock Agentic Sandbox keeps surprises from biting you.

Built for developers. Not retrofitted for them.

Move fast, experiment safely

Try new tools, prompts, and workflows without worrying about agents going off mission. When something unexpected happens, you see it immediately—before it touches production.

Full visibility into agent behavior

See which tools are called, with what parameters, and how flows evolve over time. Trace actions across tools → data → execution in one view.

Run it your way

Deploy in your own environment, or spin up Agentic Sandbox in an isolated VPC with observability built in. No architectural changes required.

Start in minutes. Iterate with confidence.

Step 1

Install Sandbox

One command

Step 2

Run Your Agent

Zero changes

Step 3

See Actions.
Stay Protected.

Full visibility & control

Step 1: Install (one time)$ pip install bluerock-sandbox

Step 2: Run your agent (zero code changes)$ bluerock sandbox start --agent my_crewai_agent

✓ Sandbox active
✓ MCP visibility enabled
✓ Connected to 3 trusted servers
✓ Code Execution Shield active
→ Dashboard: http://localhost:8080

Safe to experiment. Full visibility enabled.

Three Boundaries covered:

Tools

Tool call tracing

MCP protocol visibility

Safe MCP server routing

Data

File/data access protection

Access isolation per agent

Unexpected access detection

Execution

Container-level isolation

Code Execution Shield

Subprocess containment

Additional capabilities:
Process and file system isolation • Transport protocol enforcement • Restricted server connections • Drift detection and hotspot identification • Full auditing of process and tool execution

In early testing, Agentic Sandbox contained poisoned tools attempting code injection during MCP server initialization. When the initial exploit failed, the agent independently tried a variation—which the sandbox also prevented.

Why it matters: Agents adapt. Your sandbox should too.

Deploy your way. Graduate when you're ready.

Run in Your Environment

Deploy via daemon-set or container image


  • One-line CLI or baked into your image

  • No infrastructure changes required

  • Same runtime substrate as production


    Best for: teams who want full control


  • One-line CLI or baked into your image

  • No infrastructure changes required

  • Same runtime substrate as production


    Best for: teams who want full control

Sandbox PaaS

Hosted sandbox in an isolated VPC


  • Spin up in minutes

  • Observability and event layer included

  • OTEL-native event export


    Best for: rapid prototyping and early-stage projects

From sandbox to production—one platform.


Policies you develop in Sandbox 2.0 translate directly to production guardrails.

No re-architecture. No context switching.

BlueRock Agentic Sandbox FAQ

What is BlueRock Agentic Sandbox?

BlueRock Agentic Sandbox is an isolated execution environment for building and testing AI agents safely. It provides process and file system isolation, full MCP protocol visibility, and pre-execution guardrails—all invoked with a single command. It protects your infrastructure while giving developers complete visibility into agent actions.

How is Agentic Sandbox different from regular container isolation?

Traditional containers isolate processes but don't give you MCP-aware visibility or agent-specific controls. Agentic Sandbox understands agentic workflows: it monitors tool calls, tracks MCP protocol events, enforces transport protocols, restricts server connections, and provides full auditing of tool and process execution.

What does Agentic Sandbox protect against?

Agentic Sandbox provides multi-layer protection: process isolation, file system restrictions, MCP protocol enforcement, Code Execution Shield (blocks RCE attempts), transport protocol controls, tool poisoning prevention, and prompt injection detection.

What does "zero-change or one-line CLI" mean?

You don't need to modify your agent code. Simply invoke: bluerock-sandbox run <your-agent-command>. Your agent runs inside the sandbox with full isolation and visibility—no code changes required. Works with CrewAI, LangChain, Google ADK, and other frameworks out of the box.

What agent frameworks does Agentic Sandbox support?

Agentic Sandbox supports CrewAI, LangChain, Google ADK, AWS AgentCore, and any custom agent framework. For MCP servers, we currently support Python and Java, with Node.js/TypeScript support coming in Q1 2026.

Gradient

Keep Agents on the Rails

See what agents do. Secure what they execute.
BlueRock works with the frameworks you already use.

Full observability and control across tools, data, and code execution.

Gradient

Keep Agents on the Rails

See what agents do. Secure what they execute.
BlueRock works with the frameworks you already use.

Full observability and control across tools, data, and code execution.

Gradient

Keep Agents on the Rails

See what agents do. Secure what they execute.
BlueRock works with the frameworks you already use.

Full observability and control across tools, data, and code execution.