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/google/google-shared.test-helpers.ts

@@ -0,0 +1,99 @@
+import type { Model } from "@mariozechner/pi-ai";
+import { expect } from "vitest";
+
+function makeZeroUsageSnapshot() {
+  return {
+    inputTokens: 0,
+    outputTokens: 0,
+    cacheReadInputTokens: 0,
+    cacheCreationInputTokens: 0,
+    reasoningTokens: 0,
+    cost: {
+      input: 0,
+      output: 0,
+      cacheRead: 0,
+      cacheWrite: 0,
+      total: 0,
+    },
+  };
+}
+
+export const asRecord = (value: unknown): Record<string, unknown> => {
+  expect(value).toBeTruthy();
+  expect(typeof value).toBe("object");
+  expect(Array.isArray(value)).toBe(false);
+  return value as Record<string, unknown>;
+};
+
+type ConvertedTools = ReadonlyArray<{
+  functionDeclarations?: ReadonlyArray<{
+    parametersJsonSchema?: unknown;
+    parameters?: unknown;
+  }>;
+}>;
+
+export const getFirstToolParameters = (converted: ConvertedTools): Record<string, unknown> => {
+  const functionDeclaration = asRecord(converted?.[0]?.functionDeclarations?.[0]);
+  return asRecord(functionDeclaration.parametersJsonSchema ?? functionDeclaration.parameters);
+};
+
+export const makeModel = (id: string): Model<"google-generative-ai"> =>
+  ({
+    id,
+    name: id,
+    api: "google-generative-ai",
+    provider: "google",
+    baseUrl: "https://example.invalid",
+    reasoning: false,
+    input: ["text"],
+    cost: { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
+    contextWindow: 1,
+    maxTokens: 1,
+  }) as Model<"google-generative-ai">;
+
+export const makeGeminiCliModel = (id: string): Model<"google-gemini-cli"> =>
+  ({
+    id,
+    name: id,
+    api: "google-gemini-cli",
+    provider: "google-gemini-cli",
+    baseUrl: "https://example.invalid",
+    reasoning: false,
+    input: ["text"],
+    cost: { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
+    contextWindow: 1,
+    maxTokens: 1,
+  }) as Model<"google-gemini-cli">;
+
+export function makeGoogleAssistantMessage(model: string, content: unknown) {
+  return {
+    role: "assistant",
+    content,
+    api: "google-generative-ai",
+    provider: "google",
+    model,
+    usage: makeZeroUsageSnapshot(),
+    stopReason: "stop",
+    timestamp: 0,
+  };
+}
+
+export function makeGeminiCliAssistantMessage(model: string, content: unknown) {
+  return {
+    role: "assistant",
+    content,
+    api: "google-gemini-cli",
+    provider: "google-gemini-cli",
+    model,
+    usage: makeZeroUsageSnapshot(),
+    stopReason: "stop",
+    timestamp: 0,
+  };
+}
+
+export function expectConvertedRoles(contents: Array<{ role?: string }>, expectedRoles: string[]) {
+  expect(contents).toHaveLength(expectedRoles.length);
+  for (const [index, role] of expectedRoles.entries()) {
+    expect(contents[index]?.role).toBe(role);
+  }
+}