Authors: Danhao Guo, Chitra Venkatesh
The Managed Agents API (in Preview) is a fully managed, configuration-driven service that lets you deploy functional, production-ready agents in seconds. By moving from “managing agent ops” to “defining intent,” developers can now bypass infrastructure overhead and accelerate their time-to-value.
Key Features
-
Zero-Setup Orchestration: Leverage the built-in Antigravity harness for agent reasoning, planning, and task execution out of the box.
-
Secure Linux Sandboxes: Run code safely in on-demand, isolated execution environments.
-
Native Tooling and MCP support: Access built-in server-side Bash execution, Google Search grounding, and file tools. You can also bring your own MCPs.
-
Seamless Data Seeding: Mount Google Cloud Storage (GCS) buckets directly into your sandbox.
-
Configuration-First Control: Manage your agents as first-class cloud resources using a simple RESTful API.
We are rolling out a suite of exciting features including Agent Platform integrations to help you build and scale next-generation agentic workflows.
Get Started
Check out the following resources to build your first agent:
If you are a Google Partner or Enterprise customer, feel free to reach out to us for further support.
6 Likes
Yes, it simplifies building AI agents by handling orchestration, memory, tool usage, and scaling. It reduces infrastructure complexity, allowing developers to focus on workflows, integrations, reliability, and user experiences.
1 Like
Yes, it simplifies building AI agents by handling orchestration, memory, tool usage, and scaling. It reduces infrastructure complexity, allowing developers to focus on workflows, integrations, reliability, and user experiences.
1 Like
Thank you for sharing this, Chitra and Danhao! 
The Managed Agents API looks like a significant step forward for agentic development on Google Cloud. The shift from “managing agent ops” to “defining intent” is exactly the kind of developer experience improvement the ecosystem needs — especially for teams looking to move fast without getting bogged down in infrastructure setup.
A few things that stand out as particularly exciting:
- The Antigravity harness for out-of-the-box orchestration removes a huge barrier for teams new to agentic workflows.
- Native MCP support combined with the ability to bring your own MCPs strikes a great balance between convenience and flexibility.
- GCS bucket mounting directly into sandboxes is a thoughtful touch for data-heavy pipelines.
Looking forward to exploring the Colab notebooks and templates to get hands-on. Will definitely be checking out the API reference for deeper integration possibilities.
Great work to the entire team — excited to see where the Agent Platform integrations go from here!
1 Like