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.ts

@@ -0,0 +1,55 @@
+import {
+  createDefaultModelPresetAppliers,
+  type ModelDefinitionConfig,
+  type OpenClawConfig,
+} from "openclaw/plugin-sdk/provider-onboard";
+
+export const LITELLM_BASE_URL = "http://localhost:4000";
+export const LITELLM_DEFAULT_MODEL_ID = "claude-opus-4-6";
+export const LITELLM_DEFAULT_MODEL_REF = `litellm/${LITELLM_DEFAULT_MODEL_ID}`;
+const LITELLM_DEFAULT_CONTEXT_WINDOW = 128_000;
+const LITELLM_DEFAULT_MAX_TOKENS = 8_192;
+const LITELLM_DEFAULT_COST = {
+  input: 0,
+  output: 0,
+  cacheRead: 0,
+  cacheWrite: 0,
+};
+
+export function buildLitellmModelDefinition(): ModelDefinitionConfig {
+  return {
+    id: LITELLM_DEFAULT_MODEL_ID,
+    name: "Claude Opus 4.6",
+    reasoning: true,
+    input: ["text", "image"],
+    cost: LITELLM_DEFAULT_COST,
+    contextWindow: LITELLM_DEFAULT_CONTEXT_WINDOW,
+    maxTokens: LITELLM_DEFAULT_MAX_TOKENS,
+  };
+}
+
+const litellmPresetAppliers = createDefaultModelPresetAppliers({
+  primaryModelRef: LITELLM_DEFAULT_MODEL_REF,
+  resolveParams: (cfg: OpenClawConfig) => {
+    const existingProvider = cfg.models?.providers?.litellm as { baseUrl?: unknown } | undefined;
+    const resolvedBaseUrl =
+      typeof existingProvider?.baseUrl === "string" ? existingProvider.baseUrl.trim() : "";
+
+    return {
+      providerId: "litellm",
+      api: "openai-completions" as const,
+      baseUrl: resolvedBaseUrl || LITELLM_BASE_URL,
+      defaultModel: buildLitellmModelDefinition(),
+      defaultModelId: LITELLM_DEFAULT_MODEL_ID,
+      aliases: [{ modelRef: LITELLM_DEFAULT_MODEL_REF, alias: "LiteLLM" }],
+    };
+  },
+});
+
+export function applyLitellmProviderConfig(cfg: OpenClawConfig): OpenClawConfig {
+  return litellmPresetAppliers.applyProviderConfig(cfg);
+}
+
+export function applyLitellmConfig(cfg: OpenClawConfig): OpenClawConfig {
+  return litellmPresetAppliers.applyConfig(cfg);
+}