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/onboard.test.ts

@@ -0,0 +1,21 @@
+import { describe, expect, it } from "vitest";
+import { expectProviderOnboardMergedLegacyConfig } from "../../test/helpers/plugins/provider-onboard.js";
+import { applyLitellmProviderConfig } from "./onboard.js";
+
+describe("litellm onboard", () => {
+  it("preserves existing baseUrl and api key while adding the default model", () => {
+    const provider = expectProviderOnboardMergedLegacyConfig({
+      applyProviderConfig: applyLitellmProviderConfig,
+      providerId: "litellm",
+      providerApi: "openai-completions",
+      baseUrl: "https://litellm.example/v1",
+      legacyApi: "anthropic-messages",
+      legacyModelId: "custom-model",
+      legacyModelName: "Custom",
+      legacyBaseUrl: "https://litellm.example/v1",
+      legacyApiKey: "  old-key  ",
+    });
+
+    expect(provider?.models.map((m) => m.id)).toEqual(["custom-model", "claude-opus-4-6"]);
+  });
+});