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OpenClaw and NemoClaw at a glance
These projects solve different parts of the deployment problem. OpenClaw is the assistant and its local Gateway. NemoClaw is a governed reference stack that packages an agent runtime with NVIDIA OpenShell and the operational controls around it.
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The Tool Desk
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|---|---|---|
| What is it? | An open-source, self-hosted AI assistant with a local Gateway, channel connectors, tools, memory and provider support. | An open-source NVIDIA reference stack for operating supported agent runtimes inside OpenShell sandboxes. |
| Primary strength | Control, portability and extensibility. | Policy-enforced isolation, managed credentials and repeatable operations. |
| Where does the agent run? | On the operator’s computer or server. Host tools are used by the main session unless the operator enables sandboxing. | Inside an OpenShell sandbox created and managed through the NemoClaw workflow. |
| Model choices | Local and hosted providers can be exchanged. | Managed inference routes and approved integrations are selected through the OpenShell-backed blueprint. |
| Setup style | Direct installation followed by onboarding and Gateway configuration. | A guided nemoclaw onboard flow that configures the gateway, providers, image and sandbox. |
| Best fit | Individuals and teams that value broad platform support and hands-on control. | Security-conscious operators that need governed, repeatable, always-on agent execution. |
NemoClaw was announced by NVIDIA on March 16, 2026. No dated independent benchmark establishes that either option is faster, cheaper, more reliable or less expensive to operate than the other.
What OpenClaw is
A self-hosted assistant with a local control plane
OpenClaw describes itself as an AI that does things across any operating system and platform. Its basic operating model is a local Gateway. The command-line interface, dashboard, terminal user interface and channel connections communicate with that Gateway, which coordinates conversations, tools, state and model providers.
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State, memory and credentials are kept on the hardware where you install OpenClaw. You can connect hosted models or local models and change providers without replacing the assistant itself. The project has no paid tier or hosted service, so you are responsible for the machine, network exposure, updates, backups and access controls.
Channels and extensions
OpenClaw can connect to Discord, iMessage, Slack, Teams, Telegram, WhatsApp and other channels. Channels, tools, skills, plugins and model providers extend what the assistant can do. This breadth is useful when one assistant must follow you between a desktop, a team workspace and a phone, but each integration adds credentials and another surface to configure.
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The main session can run tools directly on the host. OpenClaw can be sandboxed, but that is an operator configuration choice rather than a universal property of every deployment. Pairing unknown senders and reviewing tool exposure are therefore part of a safe installation, especially before allowing remote access or unattended jobs.
What NemoClaw adds
A governed stack around an agent runtime
NVIDIA defines NemoClaw as an open-source reference stack for running supported and qualified agent runtimes more safely inside NVIDIA OpenShell sandboxes. Its package combines guided onboarding, a versioned blueprint, managed inference, network policy, managed integrations and lifecycle operations.
OpenClaw is the default agent selected by the NemoClaw onboarding flow, but the CLI can list and select other supported agents. NemoClaw therefore does not replace OpenClaw, and it is not a second assistant with a separate conversation model. It is a way to install and operate an agent under OpenShell’s boundary and policy system.
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The components you operate
The architecture separates the host CLI, OpenShell gateway, sandbox, agent integration layer, inference providers, approved integrations and managed state. The host remains under your control. OpenShell enforces the boundary around the sandbox, while NemoClaw supplies the configuration and lifecycle workflow that makes the deployment repeatable.
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OpenShell stores inference-provider credentials and managed MCP bearer values outside the sandbox. It injects those values only at approved request boundaries, so the agent does not need the raw secrets placed in its filesystem. This separation is a major distinction from a straightforward host installation.
How the two execution models differ
OpenClaw’s path from message to tool
- A message arrives through a configured channel or the local dashboard, CLI or terminal interface.
- The local Gateway selects the session state, memory and model provider.
- The model proposes a response or a tool call.
- Configured tools execute on the host unless you have enabled a separate sandbox arrangement.
- The result returns through the Gateway to the model and then to the originating channel.
This model is simple to understand and easy to customize. It also means the host is part of the trust boundary. A prompt, plugin or tool with excessive permissions can affect the same machine that stores your credentials and other files.
NemoClaw’s path through OpenShell
- The host-side
nemoclawCLI talks to an OpenShell gateway. - The gateway creates or selects the configured sandbox and applies the versioned blueprint.
- The supported agent runs inside that sandbox rather than directly in the host environment.
- Network, filesystem, process and inference requests pass through the relevant OpenShell policy boundaries.
- Approved credentials and managed integrations are supplied at controlled request points, while the host retains operational control.
This adds components and policy decisions, but it gives an administrator a defined place to review what the agent can reach and how it can reach it.
Security comparison for an always-on agent
OpenClaw’s documentation warns that unknown senders should be paired and that host tools need careful configuration before remote exposure. NemoClaw ships with deny-by-default controls across five layers.
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| Control area | OpenClaw deployment | NemoClaw with OpenShell |
|---|---|---|
| Network | Exposure and outbound access depend on the operator’s Gateway, host and sandbox configuration. | OpenShell applies network namespace isolation, policy controls and SSRF protection. |
| Filesystem | Host access depends on the tools and permissions you configure. | Sandbox filesystem boundaries are part of the policy-enforced deployment. |
| Process execution | Host tools run with the permissions granted by the local setup. | OpenShell uses seccomp filters and sandbox process boundaries. |
| Gateway access | You must configure pairing, authentication and exposure controls yourself. | Gateway authentication and TLS termination are supplied by the OpenShell layer. |
| Inference and secrets | Provider credentials are part of your local configuration and custody model. | Inference-provider credentials and managed MCP bearer values stay outside the sandbox and are injected at approved boundaries. |
What “safer” means here
NemoClaw’s controls are stronger and more explicit for a deployment that must run continuously or serve multiple operators. They reduce the chance that an agent can freely browse the host, reach arbitrary network destinations or expose a secret through an uncontrolled path. They do not eliminate the need to review prompts, integrations, identities, policies and updates.
OpenClaw can still be the right choice when you control the machine, need a quick local assistant or are prepared to design and maintain your own isolation. Its security posture is not a fixed score; it depends on whether you expose the Gateway, which senders you pair, what tools you enable and how the host is administered.
The cost of the stronger boundary
NemoClaw introduces a host CLI, OpenShell gateway, blueprint, readiness checks, sandbox lifecycle and policy configuration. Each layer is useful for governance but creates another component to understand, monitor and troubleshoot. If your priority is a small personal installation rather than repeatable policy enforcement, that overhead may outweigh the benefit.
Installing and operating OpenClaw
Choose the installation path
OpenClaw provides shell installers for macOS and Linux, a WSL2 path and a Windows PowerShell path, as well as npm installation. Use the method that matches the machine on which the Gateway will remain available. Before installing, decide whether that machine is a personal workstation, a dedicated server or a shared system; the choice affects backup, uptime and who can reach the host.
Complete onboarding before connecting channels
- Install OpenClaw using the supported installer for your operating system or the npm package.
- Run its onboarding flow and select a model provider. Keep provider credentials on the intended host and use a dedicated account when the machine is shared.
- Configure the local Gateway and verify it with
openclaw gateway status. - Open the management interface with
openclaw dashboardand review enabled tools, skills, plugins and channels. - Pair only known senders, then connect one channel at a time. Test a harmless message and a read-only tool before enabling actions that modify files, accounts or external services.
- If remote access is necessary, place it behind your own authentication and network controls. Do not assume that installing OpenClaw automatically creates a safe internet-facing service.
Operating responsibilities
- Back up state and memory without copying secrets into an unnecessary location.
- Rotate provider and channel credentials when an operator leaves or an integration is replaced.
- Review plugins and skills before enabling them, especially those that execute shell commands or access files.
- Keep the Gateway and its host updated using the project’s supported release process.
- Monitor paired senders and remove stale pairings.
Installing and operating NemoClaw
What onboarding configures
NemoClaw is installed with NVIDIA’s installer and operated through the nemoclaw CLI. The central entry point is:
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A practical onboarding sequence
- Install the NemoClaw package and confirm that the host meets the prerequisites for OpenShell and the selected runtime.
- Run
nemoclaw onboardand choose whether to create a new OpenShell gateway or connect to an existing one. - Register the inference provider or providers that the policy will permit. Keep credentials in the managed host-side store rather than adding them to the image or sandbox filesystem.
- Select the managed image for the supported default, or provide a custom Dockerfile when the qualified agent needs additional dependencies.
- Review network, filesystem, process, gateway-authentication and inference settings before creating the sandbox.
- Complete readiness checks, create the sandbox and run a harmless test through the selected agent.
- Document the blueprint version, approved integrations and operator identities so that a replacement host can reproduce the same deployment.
Ongoing operations
Treat the sandbox and blueprint as managed infrastructure rather than a one-time wrapper around a desktop application. Changes to provider routes, network destinations, MCP integrations, images or agent versions should go through the same review process as other production policy changes. The host CLI remains the administrative control point, while OpenShell enforces the runtime boundary.
Model, operating-system and integration flexibility
| Need | OpenClaw | NemoClaw |
|---|---|---|
| Run on common desktop operating systems | Yes: installers cover macOS, Linux, WSL2 and Windows PowerShell. | Deployment is shaped by the OpenShell host and the supported NemoClaw blueprint; exact platform coverage depends on those prerequisites. |
| Use a local model | Supported through its provider model, subject to the hardware and provider configuration you choose. | Possible where the selected managed inference route and blueprint support it; no universal local-model support for every NemoClaw setup is established. |
| Switch hosted providers | Provider choice is an operator configuration and can be changed. | Providers are registered and governed through OpenShell, so only supported routes and integrations are available to that deployment. |
| Add channels, skills or plugins | Designed for extension through channels, tools, skills and plugins. | Agent extensions still depend on what the sandbox policy and qualified runtime allow. |
| Use a custom image | The ordinary install is managed directly on the host. | Onboarding can select a managed image or a custom Dockerfile. |
Which should you run in common situations?
Choose OpenClaw for a personal multi-device assistant
OpenClaw is the better starting point when one person owns the machine, wants to connect several messaging channels and expects to experiment with providers, plugins or local tools. Its local Gateway is easier to reason about than a multi-layer sandbox stack, and its operating-system coverage makes it practical on an existing laptop or home server.
Choose NemoClaw for an unattended or shared deployment
Use NemoClaw when the assistant will stay online, handle organizational credentials, serve several operators or interact with systems that must be explicitly allow-listed. The value is not a different chat experience; it is the policy boundary, credential custody and repeatable lifecycle around the experience.
Choose OpenClaw first when requirements are still changing
If you are still discovering which channels, tools and models you need, direct OpenClaw installation provides the broadest experimentation surface. Move to NemoClaw when the resulting workflow is important enough to standardize and govern. Confirm that every required integration is supported by the NemoClaw blueprint before migrating.
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Choose NemoClaw when policy is a hard requirement
If your deployment cannot allow arbitrary outbound traffic, host-wide filesystem access or unmanaged provider secrets, do not treat OpenClaw’s optional sandboxing as equivalent to NemoClaw’s default policy model. Start with NemoClaw and accept the additional operational work.
Can you run OpenClaw locally with NemoClaw?
Yes. Running OpenClaw inside an OpenShell sandbox is the documented default NemoClaw scenario. “Locally” describes where the host and gateway are operated; it does not mean the agent receives unrestricted access to that host. OpenShell remains the boundary, and the NemoClaw policy determines what the sandbox can reach.
The distinction matters when planning storage and integrations. Keep durable state and approved credentials in the managed locations defined by the NemoClaw setup, and do not assume that a path visible on the host is automatically visible inside the sandbox. An integration that works in a direct OpenClaw install may require an approved route or policy change under NemoClaw.
Migration and troubleshooting decisions
A channel works in OpenClaw but not in NemoClaw
- Confirm that the channel is supported by the selected agent integration and NemoClaw blueprint.
- Check whether its outbound domain, callback or API endpoint is allowed by the network policy.
- Verify that the credential is registered in the managed store and injected at an approved request boundary.
- Review gateway authentication and TLS termination rather than placing a token directly in the sandbox.
A tool works directly but fails in the sandbox
- Determine whether it needs a host filesystem path, process capability or network destination that the policy denies.
- Prefer a narrowly scoped approved integration over granting broad host access.
- If a custom dependency is required, rebuild from a reviewed custom Dockerfile and repeat readiness checks.
The deployment is difficult to maintain
Record the blueprint version, image or Dockerfile, provider registrations, policy exceptions and operator access. NemoClaw’s repeatability depends on treating those items as configuration, not undocumented manual changes.
A decision checklist
- Control: Do you want to administer the host and every integration yourself, or do you need a defined policy layer?
- Exposure: Will the Gateway be reachable by remote users, webhooks or unknown senders?
- Secrets: Must provider and MCP credentials remain outside the agent runtime?
- Isolation: Is deny-by-default network, filesystem and process enforcement a requirement?
- Flexibility: Do you need broad operating-system, provider, channel and plugin choice?
- Operations: Can you maintain an OpenShell gateway, blueprint, readiness checks and sandbox lifecycle?
- Repeatability: Must another operator be able to recreate the same deployment from documented configuration?
If the first, fourth and seventh answers point to governance, NemoClaw is the more appropriate 2026 choice. If flexibility and direct ownership dominate, OpenClaw is the simpler and more adaptable run.
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What is not established
There is no dated independent performance, cost, reliability or security benchmark comparing OpenClaw directly with NemoClaw in the available primary material. Do not choose based on an assumed speed advantage, incident-rate reduction or total-cost figure. Choose based on the architecture, controls and operational responsibilities described above, then validate the exact integrations and platform prerequisites for your environment.
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