SGLang Provider: Run OpenClaw with OpenAI-Compatible Self-Hosted Server

This page explains how to use SGLang to serve open-weight models via an OpenAI-compatible API and connect OpenClaw to it. It is intended for users who want to run a self-hosted model server with automatic model discovery.

Read this when

  • You want to run OpenClaw against a local SGLang server
  • You want OpenAI-compatible /v1 endpoints with your own models

SGLang exposes open-weight models through an OpenAI-compatible HTTP API. OpenClaw connects to SGLang via the openai-completions provider family, with automatic discovery of available models.

PropertyValue
Provider idsglang
Pluginbundled, enabledByDefault: true
Auth env varSGLANG_API_KEY (any non-empty value if server has no auth)
Onboarding flag--auth-choice sglang
APIOpenAI-compatible (openai-completions)
Default base URLhttp://127.0.0.1:30000/v1
Default model placeholdersglang/Qwen/Qwen3-8B
Streaming usageYes (supportsStreamingUsage: true)
PricingMarked external-free (modelPricing.external: false)

OpenClaw also auto-discovers available models from SGLang when you opt in with SGLANG_API_KEY. Use sglang/* in agents.defaults.models to keep discovery dynamic when you also configure a custom SGLang base URL. See Model discovery (implicit provider) below.

Getting started

Start SGLang

Start SGLang with an OpenAI-compatible server. Your base URL must expose /v1 endpoints (for example /v1/models, /v1/chat/completions). SGLang typically runs on:

  • http://127.0.0.1:30000/v1

Set an API key

Any value is acceptable if no authentication is configured on your server:

export SGLANG_API_KEY="sglang-local"

Run onboarding or set a model directly

openclaw onboard

Or set up the model manually:

{
  agents: {
    defaults: {
      model: { primary: "sglang/your-model-id" },
    },
  },
}

Model discovery (implicit provider)

When SGLANG_API_KEY is set (or an auth profile exists) and you do not define models.providers.sglang, OpenClaw queries:

  • GET http://127.0.0.1:30000/v1/models

and maps the returned IDs into model entries.

Note

If you set models.providers.sglang explicitly, OpenClaw uses your declared models by default. Add "sglang/*": {} to agents.defaults.models when you want OpenClaw to query that configured provider's /models endpoint and include all advertised SGLang models.

Explicit configuration (manual models)

Use explicit configuration when:

  • SGLang runs on a different host or port.
  • You want to pin contextWindow or maxTokens values.
  • Your server requires a real API key (or you want to control headers).
{
  models: {
    providers: {
      sglang: {
        baseUrl: "http://127.0.0.1:30000/v1",
        apiKey: "${SGLANG_API_KEY}",
        api: "openai-completions",
        models: [
          {
            id: "your-model-id",
            name: "Local SGLang Model",
            reasoning: false,
            input: ["text"],
            cost: { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
            contextWindow: 128000,
            maxTokens: 8192,
          },
        ],
      },
    },
  },
}

Advanced configuration

Proxy-style behavior

SGLang is treated as a proxy-style OpenAI-compatible /v1 backend, not a native OpenAI endpoint.

BehaviorSGLang
OpenAI-only request shapingNot applied
service_tier, Responses store, prompt-cache hintsNot sent
Reasoning-compat payload shapingNot applied
Hidden attribution headers (originator, version, User-Agent)Not injected on custom SGLang base URLs

Troubleshooting

Server not reachable

Confirm the server is running and responding:

curl http://127.0.0.1:30000/v1/models

Auth errors

If requests fail with auth errors, set a real SGLANG_API_KEY that matches your server configuration, or configure the provider explicitly under models.providers.sglang.

Tip

If you run SGLang without authentication, any non-empty value for SGLANG_API_KEY is enough to opt in to model discovery.