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/kilocode/provider-catalog.ts

@@ -0,0 +1,34 @@
+import { type ModelProviderConfig } from "openclaw/plugin-sdk/provider-model-shared";
+import {
+  discoverKilocodeModels,
+  KILOCODE_BASE_URL as LOCAL_KILOCODE_BASE_URL,
+  KILOCODE_DEFAULT_CONTEXT_WINDOW as LOCAL_KILOCODE_DEFAULT_CONTEXT_WINDOW,
+  KILOCODE_DEFAULT_COST as LOCAL_KILOCODE_DEFAULT_COST,
+  KILOCODE_DEFAULT_MAX_TOKENS as LOCAL_KILOCODE_DEFAULT_MAX_TOKENS,
+  KILOCODE_MODEL_CATALOG as LOCAL_KILOCODE_MODEL_CATALOG,
+} from "./provider-models.js";
+
+export function buildKilocodeProvider(): ModelProviderConfig {
+  return {
+    baseUrl: LOCAL_KILOCODE_BASE_URL,
+    api: "openai-completions",
+    models: LOCAL_KILOCODE_MODEL_CATALOG.map((model) => ({
+      id: model.id,
+      name: model.name,
+      reasoning: model.reasoning,
+      input: model.input,
+      cost: LOCAL_KILOCODE_DEFAULT_COST,
+      contextWindow: model.contextWindow ?? LOCAL_KILOCODE_DEFAULT_CONTEXT_WINDOW,
+      maxTokens: model.maxTokens ?? LOCAL_KILOCODE_DEFAULT_MAX_TOKENS,
+    })),
+  };
+}
+
+export async function buildKilocodeProviderWithDiscovery(): Promise<ModelProviderConfig> {
+  const models = await discoverKilocodeModels();
+  return {
+    baseUrl: LOCAL_KILOCODE_BASE_URL,
+    api: "openai-completions",
+    models,
+  };
+}