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AGENT-NATIVE CLOUD

Deploy agents
to production

Deployment and hosting infrastructure for Agent SDKs. Works with the Claude Agent SDK today, more soon.

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Deploying agents is the hard part

Your agent works locally. It should work in production too.

sandbox
max_session: 24h
storage: ephemeral
ci/cd: none
storage
tools
database
network

Sandboxes weren't built for agents

Most sandbox platforms are built for code execution, not long-running AI agents. Your agent needs its own computer — persistent workspace, unlimited sessions, and a deployment workflow that works.

research-agent
progress0%
session limit24:00:00

Session limits kill your agents

Session caps, CPU-time limits, and cold timeouts. Your research agent analyzing 50 papers? Killed mid-task. Your coding agent on a large refactor? Gone.

agent workspace
0 items
storage: ephemeral-2 KB

Persistence is an afterthought

Ephemeral filesystems, manual volume mounts, pause-and-resume workarounds. None of it works automatically across sessions the way agents need.

From local to production

Build your agent locally, deploy to our cloud or your VPC with a single command

superserve.yamlmain.py
local
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Terminal
zsh
$
Sessions
sess-01
waiting
a7f3k
sess-02
waiting
b2m8p
sess-03
waiting
c5n1q
sess-04
waiting
d9j4r

Built for agents

Everything your agent needs to run reliably in production

MCP SERVERS

Co-host your tools alongside your agents

Run your own MCP servers in the same environment as your agents. No cross-network latency, no separate infrastructure.

  • MCP Servers scale with Ray on Kubernetes for parallelizing agentic workloads
  • Heterogeneous compute — CPU and GPU for embedding generation, custom model inference, training, and RL

Why Superserve?

Skip the infrastructure work, ship your agent

DIY
Sandbox platforms
Superserve
Setup
K8s, Docker, gVisor
Dockerfiles, platform config
superserve deploy
Sessions
You manage lifecycle
Hourly, or duration capped
Unlimited, managed
Cold-start
Optimize yourself
Locked behind pricing tiers
Sub-second, nearly instant
Storage
Self-managed filesystems
Ephemeral by default
Persistent, automatic
Agent SDK support
Integrate yourself
Generic code execution
Native integrations
Security
Roll your own stack
Sandbox isolation only
gVisor + secrets + audit trails
MCP Servers
Host separately
Not supported
Co-hosted, scaled with Ray
Agent Deployment
Your cloud, your ops
Not supported
Managed with CI/CD integration

FAQ

All you need to know

Open Source

Built in the open

Superserve is open source. Contribute, request features, or add support for your favorite agent SDK.

Your agent, production-ready
in minutes

Deploy your agent to production in minutes, not weeks

gVisor sandboxedUnlimited sessionsNFS persistenceSub-second cold startsMCP server co-hostingCloud or VPC