John T. Myers 2e4c2fcc84 fix(proxy): stream inference responses instead of buffering entire body (#261)
* fix(proxy): stream inference responses instead of buffering entire body

The inference.local proxy path called response.bytes().await which
buffered the entire upstream response before sending anything to the
client. For streaming SSE responses this inflated TTFB from sub-second
to the full generation time, causing clients with TTFB timeouts to abort.

Add a streaming proxy variant that returns response headers immediately
and forwards body chunks incrementally using HTTP chunked transfer
encoding. Non-streaming responses and mock routes continue to work
through the existing buffered path.

Closes #260

* docs: update architecture docs and example for inference streaming

* test(example): add direct NVIDIA endpoint tests via L7 TLS intercept

Expand inference example to 4 test cases: inference.local and direct
endpoint, each streaming and non-streaming. The direct path exercises
the L7 REST relay (relay_chunked) to verify it already streams
correctly. NVIDIA_API_KEY is picked up from the sandbox env when
started with --provider nvidia.
2026-03-12 10:36:41 -07:00
2026-03-11 20:31:50 -07:00
2026-02-26 20:25:39 -08:00

OpenShell

License PyPI

OpenShell is the safe, private runtime for autonomous AI agents. It provides sandboxed execution environments that protect your data, credentials, and infrastructure — governed by declarative YAML policies that prevent unauthorized file access, data exfiltration, and uncontrolled network activity.

Quickstart

Prerequisites

  • Docker — Docker Desktop (or a Docker daemon) must be running.

Install

Binary (recommended):

curl -fsSL https://raw.githubusercontent.com/NVIDIA/OpenShell/main/install.sh | sh

The install script auto-detects your platform (Linux x86_64, Linux aarch64, macOS Apple Silicon) and places the openshell binary in /usr/local/bin. See the releases page for manual download options.

From PyPI (requires uv):

uv tool install -U openshell

Create a sandbox

openshell sandbox create -- claude  # or opencode, codex, --from openclaw

A gateway cluster is created automatically on first use. To deploy on a remote host instead, use openshell gateway start --remote user@host.

The sandbox container includes the following tools by default:

Category Tools
Agent claude, opencode, codex
Language python (3.12), node (22)
Developer gh, git, vim, nano
Networking ping, dig, nslookup, nc, traceroute, netstat

Protection Layers

OpenShell applies defense in depth across four policy domains:

Layer What it protects When it applies
Filesystem Prevents reads/writes outside allowed paths. Locked at sandbox creation.
Network Blocks unauthorized outbound connections. Hot-reloadable at runtime.
Process Blocks privilege escalation and dangerous syscalls. Locked at sandbox creation.
Inference Reroutes model API calls to controlled backends. Hot-reloadable at runtime.

Policies are declarative YAML files. Static sections (filesystem, process) are locked at creation; dynamic sections (network, inference) can be hot-reloaded on a running sandbox with openshell policy set.

Supported Agents

Agent Source Notes
Claude Code Built-in Works out of the box. Requires ANTHROPIC_API_KEY.
OpenCode Built-in Works out of the box. Requires OPENAI_API_KEY or OPENROUTER_API_KEY.
Codex Built-in Works out of the box. Requires OPENAI_API_KEY.
OpenClaw Community Launch with openshell sandbox create --from openclaw.

How It Works

OpenShell isolates each sandbox in its own container with policy-enforced egress routing. A lightweight gateway coordinates sandbox lifecycle, and every outbound connection is intercepted by the policy engine, which does one of three things:

  • Allows — the destination and binary match a policy block.
  • Routes for inference — strips caller credentials, injects backend credentials, and forwards to the managed model.
  • Denies — blocks the request and logs it.

Under the hood, the gateway runs as a K3s Kubernetes cluster inside Docker — no separate K8s install required.

Component Role
Gateway Control-plane API that coordinates sandbox lifecycle and acts as the auth boundary.
Sandbox Isolated runtime with container supervision and policy-enforced egress routing.
Policy Engine Enforces filesystem, network, and process constraints from application layer down to kernel.
Privacy Router Privacy-aware LLM routing that keeps sensitive context on sandbox compute.

Key Commands

Command Description
openshell sandbox create -- <agent> Create a sandbox and launch an agent.
openshell sandbox connect [name] SSH into a running sandbox.
openshell sandbox list List all sandboxes.
openshell sandbox delete <name> Delete a sandbox.
openshell provider create --type claude --from-existing Create a credential provider from env vars.
openshell policy set <name> --policy file.yaml Apply or update a policy on a running sandbox.
openshell policy get <name> Show the active policy.
openshell inference set --provider <p> --model <m> Configure the inference.local endpoint.
openshell logs [name] --tail Stream sandbox logs.
openshell term Launch the real-time terminal UI for debugging.

See the full CLI reference for all commands, flags, and environment variables.

Terminal UI

OpenShell includes a real-time terminal dashboard for monitoring gateways, sandboxes, and providers — inspired by k9s.

openshell term

OpenShell Terminal UI

The TUI gives you a live, keyboard-driven view of your cluster. Navigate with Tab to switch panels, j/k to move through lists, Enter to select, and : for command mode. Cluster health and sandbox status auto-refresh every two seconds.

Community Sandboxes and BYOC

Use --from to create sandboxes from the OpenShell Community catalog, a local directory, or a container image:

openshell sandbox create --from openclaw           # community catalog
openshell sandbox create --from ./my-sandbox-dir   # local Dockerfile
openshell sandbox create --from registry.io/img:v1 # container image

See the community sandboxes catalog and the BYOC example for details.

Learn More

Contributing

See CONTRIBUTING.md for building from source and contributing to OpenShell.

License

This project is licensed under the Apache License 2.0.

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