重构主控编排与运行时预热链路，统一工作区提示词/专家调度协议并补齐 wiki 记忆注入与写回闭环。

同时收敛启动与运维脚本默认行为（含 wiki worker）、更新 Admin 可观测性与相关测试，降低首轮时延并提高运行稳定性。

Made-with: Cursor

openclaw/extensions/litellm/index.ts

@@ -0,0 +1,41 @@
+import { defineSingleProviderPluginEntry } from "openclaw/plugin-sdk/provider-entry";
+import { applyLitellmConfig, LITELLM_DEFAULT_MODEL_REF } from "./onboard.js";
+import { buildLitellmProvider } from "./provider-catalog.js";
+
+const PROVIDER_ID = "litellm";
+
+export default defineSingleProviderPluginEntry({
+  id: PROVIDER_ID,
+  name: "LiteLLM Provider",
+  description: "Bundled LiteLLM provider plugin",
+  provider: {
+    label: "LiteLLM",
+    docsPath: "/providers/litellm",
+    auth: [
+      {
+        methodId: "api-key",
+        label: "LiteLLM API key",
+        hint: "Unified gateway for 100+ LLM providers",
+        optionKey: "litellmApiKey",
+        flagName: "--litellm-api-key",
+        envVar: "LITELLM_API_KEY",
+        promptMessage: "Enter LiteLLM API key",
+        defaultModel: LITELLM_DEFAULT_MODEL_REF,
+        applyConfig: (cfg) => applyLitellmConfig(cfg),
+        noteTitle: "LiteLLM",
+        noteMessage: [
+          "LiteLLM provides a unified API to 100+ LLM providers.",
+          "Get your API key from your LiteLLM proxy or https://litellm.ai",
+          "Default proxy runs on http://localhost:4000",
+        ].join("\n"),
+        wizard: {
+          groupHint: "Unified LLM gateway (100+ providers)",
+        },
+      },
+    ],
+    catalog: {
+      buildProvider: buildLitellmProvider,
+      allowExplicitBaseUrl: true,
+    },
+  },
+});