diff --git a/.gitignore b/.gitignore
index b512c09..002578d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,5 @@
-node_modules
\ No newline at end of file
+node_modules
+
+ecosystem.config.js
+*.log
+_data
\ No newline at end of file
diff --git a/GEMINI.md b/GEMINI.md
new file mode 100644
index 0000000..0e9e0e1
--- /dev/null
+++ b/GEMINI.md
@@ -0,0 +1,65 @@
+# Apifox MCP 服务上下文
+
+## 项目概述
+本项目是一个针对 **Apifox** 的 **Model Context Protocol (MCP) 服务器**。它充当大型语言模型 (LLM)（如 Claude 或 Gemini）与 Apifox API 文档之间的桥梁。它允许 AI 助手直接从 Apifox 项目中检索强类型的 API 定义 (Schema)，从而生成准确的 API 请求代码。
+
+## 架构
+- **`index.js`**: 主入口点。它设置 MCP 服务器，注册工具，并处理传输（Stdio 或 HTTP/SSE）。
+- **`apifox.js`**: 包含 `ApifoxService` 类。它封装了与 Apifox API 交互的逻辑，处理身份验证、缓存，并递归解析 JSON Schema 引用 (`$ref`) 以提供自包含的 API 定义。
+
+## 构建与运行
+
+### 前置要求
+- Node.js (v18+)
+- Apifox 账号及项目
+
+### 环境变量
+需要以下环境变量：
+- `APIFOX_PROJECT_ID`: 目标 Apifox 项目 ID (数字)。
+- `APIFOX_TOKEN`: Apifox 个人访问令牌 (Bearer Token)。
+
+### 命令
+- **安装依赖**:
+  ```bash
+  npm install
+  ```
+- **启动 (Stdio 模式)** - *默认，用于与 Claude Desktop 集成*:
+  ```bash
+  node index.js
+  # 或者显式指定:
+  node index.js --transport stdio
+  ```
+- **启动 (HTTP/SSE 模式)** - *用于远程部署或检查*:
+  ```bash
+  node index.js --transport http --port 8889
+  ```
+  - **端点**: `http://localhost:8889/sse`
+  - **健康检查**: `http://localhost:8889/health`
+
+## 关键文件
+
+- **`index.js`**:
+    - 初始化 `McpServer`。
+    - 注册工具: `get_api_by_path`, `get_apis_by_folder`。
+    - 处理传输选择的命令行参数。
+- **`apifox.js`**:
+    - `ApifoxService` 类实现。
+    - 从 `https://apifox.gzmiyuan.com/api/v1` 获取数据。
+    - 使用 `node-cache` 实现缓存策略。
+    - 包含扁平化和解析复杂 JSON schema 以供 LLM 使用的逻辑。
+
+## 可用工具
+
+服务器向 MCP 客户端公开以下工具：
+
+1.  **`get_api_by_path`**:
+    -   **描述**: 根据路径检索详细的 API 定义 schema。
+    -   **输入**: `path` (字符串), `projectId` (数字, 可选)。
+2.  **`get_apis_by_folder`**:
+    -   **描述**: 检索特定文件夹内的所有 API 定义。
+    -   **输入**: `folderName` (字符串), `projectId` (数字, 可选)。
+
+## 开发约定
+- **ES Modules**: 项目使用 ES 模块（`package.json` 中的 `"type": "module"`）。
+- **错误处理**: 工具返回带有 `isError: true` 的结构化错误响应，而不是崩溃。
+- **日志记录**: Stdio 传输使用 `stderr` 进行日志记录，以避免干扰 `stdout` 上的 JSON-RPC 消息。
\ No newline at end of file
diff --git a/apifox.js b/apifox.js
index b4ff793..8be74c2 100644
--- a/apifox.js
+++ b/apifox.js
@@ -1,376 +1,443 @@
-import axios from "axios";
-import NodeCache from 'node-cache';
-import fs from 'fs';
-import path from 'path';
-
-const APIFOX_API_BASE = "https://apifox.gzmiyuan.com/api/v1";
-
-export class ApifoxService {
-  constructor(config = {}) {
-    const { projectId, token, baseUrl, logFilePath } = config;
-    this.projectId = projectId;
-    this.branchId = null;
-    this.apiTreeList = null;
-    this.logFilePath = logFilePath || path.join(process.cwd(), 'apifox-service.log');
-    this.http = axios.create({
-      baseURL: baseUrl || APIFOX_API_BASE,
-      headers: {
-        "X-Client-Mode": "web",
-        "X-Client-Version": "2.7.19",
-        "X-Device-Id": "bd94aea0-7b65-48ba-9274-4b1177897954",
-        "Authorization": `Bearer ${token}`
-      }
-    });
-
-    // 初始化node-cache，设置默认5分钟过期时间
-    this.cache = new NodeCache({
-      stdTTL: 5 * 60, // 5分钟，单位秒
-      checkperiod: 60, // 每分钟检查一次过期缓存
-      useClones: false // 创建缓存对象的克隆以避免引用问题
-    });
-
-    this.init();
-  }
-
-  /**
-   * 清除特定缓存
-   * @param {string} cacheKey - 缓存键名
-   */
-  clearCache(cacheKey) {
-    if (cacheKey) {
-      this.cache.del(cacheKey);
-    } else {
-      // 清除所有缓存
-      this.cache.flushAll();
-    }
-  }
-
-  /**
-   * 写入日志到文件
-   * @param {string} level - 日志级别 (INFO, ERROR, WARN, DEBUG)
-   * @param {string} message - 日志消息
-   * @param {object} data - 可选的额外数据
-   */
-  logToFile(level, message, data = null) {
-    try {
-      const timestamp = new Date().toLocaleString('zh-CN', {
-        year: 'numeric',
-        month: '2-digit',
-        day: '2-digit',
-        hour: '2-digit',
-        minute: '2-digit',
-        second: '2-digit'
-      });
-
-      let logLine = `[${timestamp}] ${level.toUpperCase()}: ${message}`;
-
-      if (data) {
-        if (typeof data === 'object') {
-          logLine += `\n  数据: ${JSON.stringify(data, null, 2)}`;
-        } else {
-          logLine += `\n  数据: ${data}`;
-        }
-      }
-
-      logLine += '\n';
-
-      // 确保日志目录存在
-      const logDir = path.dirname(this.logFilePath);
-      if (!fs.existsSync(logDir)) {
-        fs.mkdirSync(logDir, { recursive: true });
-      }
-
-      // 追加写入日志文件
-      fs.appendFileSync(this.logFilePath, logLine);
-
-      // 同时输出到控制台
-    } catch (error) {
-      console.error('写入日志失败:', error);
-    }
-  }
-
-  /**
-   * 初始化服务，获取branchId
-   * @returns {Promise<void>}
-   */
-  async init(projectId) {
-    if (projectId) {
-      this.projectId = projectId;      
-      this.branchId = await this.getBranchId();
-    }
-  }
-
-  /**
-   * 发送GET请求
-   * @param {string} url - 请求的URL路径
-   * @param {object} config - axios配置对象
-   * @returns {Promise} 返回响应数据中的data字段
-   */
-  async get(url, config = {}) {
-    try {
-      const response = await this.http.get(url, {
-        ...config,
-        headers: {
-          ...config.headers,
-          "X-Project-Id": this.projectId,
-          "X-Branch-Id": this.branchId,
-        },
-      });
-      return response.data;
-    } catch (error) {
-      throw error;
-    }
-  }
-
-  /**
-   * 发送POST请求
-   * @param {string} url - 请求的URL路径
-   * @param {object} data - 请求体数据
-   * @param {object} config - axios配置对象
-   * @returns {Promise} 返回响应数据中的data字段
-   */
-  async post(url, data = {}, config = {}) {
-    try {
-      const response = await this.http.post(url, data, {
-        ...config,
-        headers: {
-          ...config.headers,
-          "X-Project-Id": this.projectId,
-          "X-Branch-Id": this.branchId,
-        },
-      });
-      return response.data;
-    } catch (error) {
-      throw error;
-    }
-  }
-
-
-  async getBranchId() {
-    const branches = await this.get(`/projects/${this.projectId}/api-versions`);
-    return branches.data[0].id;
-  }
-
-  async getApiTreeList() {
-    const apiTree = await this.get(`/projects/${this.projectId}/api-tree-list`);
-    this.apiTreeList = apiTree;
-    return apiTree;
-  }
-
-  async getFolderList() {
-    // 定义缓存键
-    const cacheKey = 'folderList';
-    
-    // 检查缓存是否有效
-    const cachedData = this.cache.get(cacheKey);
-    if (cachedData) {
-      return cachedData;
-    }
-    
-    const {data: folderList} = await this.get(`/projects/${this.projectId}/api-detail-folders`);
-    
-    // 设置缓存
-    this.cache.set(cacheKey, folderList);
-    return folderList;
-  }
-
-  async getFolderByName(folderName) {
-    const folderList = await this.getFolderList();
-    const folder = folderList.find((item) => item.name === folderName);
-    if (!folder) {
-      throw new Error(`Folder with name ${folderName} not found`);
-    }
-    return folder;
-  }
-  async getDataSchema() {
-    // 定义缓存键
-    const cacheKey = 'dataSchema';
-    
-    // 检查缓存是否有效
-    const cachedData = this.cache.get(cacheKey);
-    if (cachedData) {
-      return cachedData;
-    }
-    
-    const {data:schemasTreeList} = await this.get(`/projects/${this.projectId}/data-schemas?locale=zh-CN`);
-    
-    // 设置缓存
-    this.cache.set(cacheKey, schemasTreeList);
-    return schemasTreeList;
-  }
-
-  async getApiDetails() {
-    // 定义缓存键
-    const cacheKey = 'apiDetails';
-    
-    // 检查缓存是否有效
-    const cachedData = this.cache.get(cacheKey);
-    if (cachedData) {
-      return cachedData;
-    }
-    
-    const {data:apiDetails} = await this.get(`/api-details?locale=zh-CN`, {});
-    
-    // 设置缓存
-    this.cache.set(cacheKey, apiDetails);
-    return apiDetails;
-  }
-
-  getSchemaRefId(obj) {
-    if (!obj || !obj.$ref) {
-      return;
-    }
-    const schemaName = obj.$ref.split('/').pop();
-    return schemaName;
-  }
-
-  /**
-   * 根据schema ID获取完整的schema定义,递归替换所有$ref引用
-   * @param {number|string} schemaId - schema的ID
-   * @param {Array} allSchemas - 所有schema数据数组(可选,用于递归)
-   * @param {Set} visitedIds - 已访问的ID集合,用于防止循环引用
-   * @returns {Promise<object>} 返回完整解析后的schema对象
-   */
-  async getSchemaById(schemaId, allSchemas = null, visitedIds = new Set()) {
-    if (!schemaId) {
-      return null;
-    }
-    // 如果没有传入allSchemas,则获取所有schema数据
-    if (!allSchemas) {
-      allSchemas = await this.getDataSchema();
-    }
-
-    // 查找对应ID的schema
-    const schema = allSchemas.find((item) => item.id.toString() === schemaId.toString());
-    if (!schema) {
-      throw new Error(`Schema with id ${schemaId} not found`);
-    }
-
-    // 防止循环引用
-    if (visitedIds.has(schemaId.toString())) {
-      return { type: 'object', description: `循环引用: ${schema.name}` };
-    }
-    visitedIds.add(schemaId.toString());
-
-    // 深拷贝schema以避免修改原始数据
-    const resolvedSchema = JSON.parse(JSON.stringify(schema));
-
-    // 递归替换jsonSchema中的所有$ref
-    resolvedSchema.jsonSchema = await this.resolveRefs(
-      resolvedSchema.jsonSchema,
-      allSchemas,
-      new Set(visitedIds)
-    );
-
-    // 移除不需要的字段
-    const { description, folderId, projectId, moduleId, ordering, creatorId, editorId, createdAt, updatedAt, visibility, ...cleanSchema } = resolvedSchema;
-
-    return cleanSchema;
-  }
-
-  /**
-   * 递归解析对象中的所有$ref引用
-   * @param {object} obj - 要解析的对象
-   * @param {Array} allSchemas - 所有schema数据数组
-   * @param {Set} visitedIds - 已访问的ID集合
-   * @returns {Promise<object>} 返回解析后的对象
-   */
-  async resolveRefs(obj, allSchemas, visitedIds) {
-    if (!obj || typeof obj !== 'object') {
-      return obj;
-    }
-
-    // 如果是数组,递归处理每个元素
-    if (Array.isArray(obj)) {
-      const resolved = [];
-      for (const item of obj) {
-        resolved.push(await this.resolveRefs(item, allSchemas, visitedIds));
-      }
-      return resolved;
-    }
-
-    // 如果对象包含$ref,替换为实际的schema定义
-    if (obj.$ref) {
-      const refId = this.getSchemaRefId(obj);
-      const referencedSchema = await this.getSchemaById(refId, allSchemas, visitedIds);
-      // 返回引用的jsonSchema内容
-      return referencedSchema.jsonSchema;
-    }
-
-    // 递归处理对象的所有属性
-    const resolved = {};
-    for (const [key, value] of Object.entries(obj)) {
-      resolved[key] = await this.resolveRefs(value, allSchemas, visitedIds);
-    }
-    return resolved;
-  }
-
-  async getApiDetailResp(apiDetail) {
-    const dataSchema = await this.getDataSchema();
-    const requestSchemaId = this.getSchemaRefId(apiDetail.requestBody.jsonSchema);
-    const responseSchema = Array.isArray(apiDetail.responses) ? apiDetail.responses[0].jsonSchema : apiDetail.responses.jsonSchema;
-    const responseSchemaId = this.getSchemaRefId(responseSchema);
-    const responseDataSchema = dataSchema.find((item) => item.id.toString() === responseSchemaId).jsonSchema.properties.data;
-
-    let respDataSchemaId;
-    const isArray = responseDataSchema.type === 'array';
-    // 处理数组和对象两种情况
-    if (isArray && responseDataSchema.items && responseDataSchema.items.$ref) {
-      // 数组情况：从 items.$ref 中提取 schema ID
-      respDataSchemaId = this.getSchemaRefId(responseDataSchema.items);
-    } else if (responseDataSchema.$ref) {
-      // 对象情况：直接从 $ref 中提取 schema ID
-      respDataSchemaId = this.getSchemaRefId(responseDataSchema);
-    } else {
-      // 如果都没有 $ref，记录警告并返回 null
-      this.logToFile('WARN', `无法从 responseDataSchema 中提取 schema ID`, responseDataSchema);
-      respDataSchemaId = null;
-    }
-
-    return {
-      path: apiDetail.path,
-      name: apiDetail.name,
-      method: apiDetail.method,
-      url: apiDetail.url,
-      requestSchema: await this.getSchemaById(requestSchemaId),
-      responseSchema: isArray ? {
-        type: 'array',
-        items: respDataSchemaId ? await this.getSchemaById(respDataSchemaId) : null,
-      } : await this.getSchemaById(respDataSchemaId),
-    };
-  }
-  
-  async getApiDetailByPath(path, projectId) {
-    if (projectId) {
-      await this.init(projectId);   
-    }
-    const apiDetails = await this.getApiDetails();
-    const apiDetail = apiDetails.find((item) => item.path === path);
-    if (!apiDetail) {
-      throw new Error(`API with path ${path} not found`);
-    }
-    return this.getApiDetailResp(apiDetail);
-  }
-
-  async getApiDetailsById(apiId) {
-    const apiDetails = await this.getApiDetails();
-    const apiDetail = apiDetails.find((item) => item.id === apiId);
-    if (!apiDetail) {
-      throw new Error(`API with id ${id} not found`);
-    }
-    return this.getApiDetailResp(apiDetail);
-  }
-
-
-  // TODO:
-  async getApiListByFolderName(folderName, projectId) {
-    if (projectId) {
-      await this.init(projectId);
-    }
-    const folder = await this.getFolderByName(folderName);
-    const apiDetails = await this.getApiDetails();
-    const apiList = apiDetails.filter((item) => item.folderId === folder.id);
-    return Promise.all(apiList.map((api) => this.getApiDetailResp(api)));
-  }
-
-}
+import axios from "axios";
+import NodeCache from 'node-cache';
+import fs from 'fs';
+import path from 'path';
+
+const APIFOX_API_BASE = "https://apifox.gzmiyuan.com/api/v1";
+
+// 初始化node-cache，设置默认5分钟过期时间
+// 全局共享缓存，避免每次实例化清空缓存
+const globalCache = new NodeCache({
+  stdTTL: 5 * 60, // 5分钟，单位秒
+  checkperiod: 60, // 每分钟检查一次过期缓存
+  useClones: false // 创建缓存对象的克隆以避免引用问题
+});
+
+export class ApifoxService {
+  constructor(config = {}) {
+    const { projectId, token, baseUrl, logFilePath } = config;
+    this.defaultProjectId = projectId;
+    this.projectBranchIds = new Map(); // Cache branchIds: projectId -> branchId
+    this.apiTreeList = null;
+    this.logFilePath = logFilePath || path.join(process.cwd(), 'apifox-service.log');
+    this.http = axios.create({
+      baseURL: baseUrl || APIFOX_API_BASE,
+      headers: {
+        "X-Client-Mode": "web",
+        "X-Client-Version": "2.7.19",
+        "X-Device-Id": "bd94aea0-7b65-48ba-9274-4b1177897954",
+        "Authorization": `Bearer ${token}`
+      }
+    });
+
+    this.cache = globalCache;
+
+    this.init();
+  }
+
+  /**
+   * 清除特定缓存
+   * @param {string} cacheKey - 缓存键名
+   */
+  clearCache(cacheKey) {
+    if (cacheKey) {
+      this.cache.del(cacheKey);
+    } else {
+      // 清除所有缓存
+      this.cache.flushAll();
+    }
+  }
+
+  /**
+   * 写入日志到文件
+   * @param {string} level - 日志级别 (INFO, ERROR, WARN, DEBUG)
+   * @param {string} message - 日志消息
+   * @param {object} data - 可选的额外数据
+   */
+  logToFile(level, message, data = null) {
+    try {
+      const timestamp = new Date().toLocaleString('zh-CN', {
+        year: 'numeric',
+        month: '2-digit',
+        day: '2-digit',
+        hour: '2-digit',
+        minute: '2-digit',
+        second: '2-digit'
+      });
+
+      let logLine = `[${timestamp}] ${level.toUpperCase()}: ${message}`;
+
+      if (data) {
+        if (typeof data === 'object') {
+          logLine += `\n  数据: ${JSON.stringify(data, null, 2)}`;
+        } else {
+          logLine += `\n  数据: ${data}`;
+        }
+      }
+
+      logLine += '\n';
+
+      // 确保日志目录存在
+      const logDir = path.dirname(this.logFilePath);
+      if (!fs.existsSync(logDir)) {
+        fs.mkdirSync(logDir, { recursive: true });
+      }
+
+      // 追加写入日志文件
+      fs.appendFileSync(this.logFilePath, logLine);
+
+      // 同时输出到控制台
+    } catch (error) {
+      console.error('写入日志失败:', error);
+    }
+  }
+
+  async init() {
+      // Pre-fetch branchId for default project if set
+      if (this.defaultProjectId) {
+          await this.getBranchId(this.defaultProjectId);
+      }
+  }
+
+  /**
+   * 发送GET请求
+   * @param {string} url - 请求的URL路径
+   * @param {object} config - axios配置对象 (contains headers with projectId/branchId)
+   * @returns {Promise} 返回响应数据中的data字段
+   */
+  async get(url, config = {}) {
+    try {
+      const response = await this.http.get(url, config);
+      return response.data;
+    } catch (error) {
+        // Enhance error logging if needed
+      throw error;
+    }
+  }
+
+  /**
+   * 发送POST请求
+   * @param {string} url - 请求的URL路径
+   * @param {object} data - 请求体数据
+   * @param {object} config - axios配置对象
+   * @returns {Promise} 返回响应数据中的data字段
+   */
+  async post(url, data = {}, config = {}) {
+    try {
+      const response = await this.http.post(url, data, config);
+      return response.data;
+    } catch (error) {
+      throw error;
+    }
+  }
+
+  async getRequestConfig(projectId) {
+      const pid = projectId || this.defaultProjectId;
+      if (!pid) throw new Error("No Project ID provided");
+      
+      const branchId = await this.getBranchId(pid);
+      return {
+          headers: {
+              "X-Project-Id": pid,
+              "X-Branch-Id": branchId,
+          }
+      };
+  }
+
+
+  async getBranchId(projectId) {
+    if (this.projectBranchIds.has(projectId)) {
+        return this.projectBranchIds.get(projectId);
+    }
+
+    // We need to fetch branch ID. 
+    // BUT fetching branch ID requires Project ID header usually?
+    // Let's check the original implementation:
+    // const branches = await this.get(`/projects/${this.projectId}/api-versions`);
+    // It used `this.http` which had `this.projectId` in headers? 
+    // WAIT, original `get` implementation injected headers dynamically based on `this.projectId`.
+    
+    // So here we must manually construct headers for this specific request to avoid circular dependency
+    // or just pass X-Project-Id.
+    
+    try {
+        const response = await this.http.get(`/projects/${projectId}/api-versions`, {
+            headers: {
+                "X-Project-Id": projectId
+            }
+        });
+        
+        const branchId = response.data.data[0].id;
+        this.projectBranchIds.set(projectId, branchId);
+        return branchId;
+    } catch (error) {
+        console.error(`Failed to get branch ID for project ${projectId}`, error);
+        throw error;
+    }
+  }
+
+  async getApiTreeList(projectId) {
+    const pid = projectId || this.defaultProjectId;
+    const cacheKey = `${pid}:apiTreeList`;
+
+    const cachedData = this.cache.get(cacheKey);
+    if (cachedData) {
+      return cachedData;
+    }
+
+    const config = await this.getRequestConfig(pid);
+    const apiTree = await this.get(`/projects/${pid}/api-tree-list`, config);
+    
+    this.cache.set(cacheKey, apiTree);
+    return apiTree;
+  }
+
+  async getFolderList(projectId) {
+    const pid = projectId || this.defaultProjectId;
+    // 定义缓存键
+    const cacheKey = `${pid}:folderList`;
+    
+    // 检查缓存是否有效
+    const cachedData = this.cache.get(cacheKey);
+    if (cachedData) {
+      return cachedData;
+    }
+    
+    const config = await this.getRequestConfig(pid);
+    const {data: folderList} = await this.get(`/projects/${pid}/api-detail-folders`, config);
+    
+    // 设置缓存
+    this.cache.set(cacheKey, folderList);
+    return folderList;
+  }
+
+  async getFolderByName(folderName, projectId) {
+    const folderList = await this.getFolderList(projectId);
+    const folder = folderList.find((item) => item.name === folderName);
+    if (!folder) {
+      throw new Error(`Folder with name ${folderName} not found`);
+    }
+    return folder;
+  }
+  async getDataSchema(projectId) {
+    const pid = projectId || this.defaultProjectId;
+    // 定义缓存键
+    const cacheKey = `${pid}:dataSchema`;
+    
+    // 检查缓存是否有效
+    const cachedData = this.cache.get(cacheKey);
+    if (cachedData) {
+      return cachedData;
+    }
+    
+    const config = await this.getRequestConfig(pid);
+    const {data:schemasTreeList} = await this.get(`/projects/${pid}/data-schemas?locale=zh-CN`, config);
+    
+    // 设置缓存
+    this.cache.set(cacheKey, schemasTreeList);
+    return schemasTreeList;
+  }
+
+  async getApiDetails(projectId) {
+    const pid = projectId || this.defaultProjectId;
+    // 定义缓存键
+    const cacheKey = `${pid}:apiDetails`;
+    
+    // 检查缓存是否有效
+    const cachedData = this.cache.get(cacheKey);
+    if (cachedData) {
+      return cachedData;
+    }
+    
+    const config = await this.getRequestConfig(pid);
+    const {data:apiDetails} = await this.get(`/api-details?locale=zh-CN`, config);
+    
+    // 设置缓存
+    this.cache.set(cacheKey, apiDetails);
+    return apiDetails;
+  }
+
+  getSchemaRefId(obj) {
+    if (!obj || !obj.$ref) {
+      return;
+    }
+    const schemaName = obj.$ref.split('/').pop();
+    return schemaName;
+  }
+
+  /**
+   * 根据schema ID获取完整的schema定义,递归替换所有$ref引用
+   * @param {number|string} schemaId - schema的ID
+   * @param {object} context - 上下文对象 { projectId, allSchemas, visitedIds }
+   * @returns {Promise<object>} 返回完整解析后的schema对象
+   */
+  async getSchemaById(schemaId, context = {}) {
+    if (!schemaId) {
+      return null;
+    }
+    
+    let { projectId, allSchemas, visitedIds } = context;
+    visitedIds = visitedIds || new Set();
+
+    // 如果没有传入allSchemas,则获取所有schema数据
+    if (!allSchemas) {
+      allSchemas = await this.getDataSchema(projectId);
+      context.allSchemas = allSchemas; // Update context for recursion
+    }
+
+    // 查找对应ID的schema
+    const schema = allSchemas.find((item) => item.id.toString() === schemaId.toString());
+    if (!schema) {
+      throw new Error(`Schema with id ${schemaId} not found`);
+    }
+
+    // 防止循环引用
+    if (visitedIds.has(schemaId.toString())) {
+      return { type: 'object', description: `循环引用: ${schema.name}` };
+    }
+    visitedIds.add(schemaId.toString());
+    
+    // Update context with new visitedIds for recursion (create new Set for branch safety if needed, but sharing Set prevents cycles across branches which is usually desired for DAGs)
+    // Actually, usually visitedIds should be cloned for separate branches if we want to allow same ref in different parts, but for circular detection, shared set is stricter. 
+    // However, existing code passed `new Set(visitedIds)` to resolveRefs.
+    
+    // 深拷贝schema以避免修改原始数据
+    const resolvedSchema = JSON.parse(JSON.stringify(schema));
+
+    // 递归替换jsonSchema中的所有$ref
+    resolvedSchema.jsonSchema = await this.resolveRefs(
+      resolvedSchema.jsonSchema,
+      { ...context, visitedIds: new Set(visitedIds) }
+    );
+
+    // 移除不需要的字段
+    const { description, folderId, projectId: pid, moduleId, ordering, creatorId, editorId, createdAt, updatedAt, visibility, ...cleanSchema } = resolvedSchema;
+
+    return cleanSchema;
+  }
+
+  /**
+   * 递归解析对象中的所有$ref引用
+   * @param {object} obj - 要解析的对象
+   * @param {object} context - 上下文对象 { projectId, allSchemas, visitedIds }
+   * @returns {Promise<object>} 返回解析后的对象
+   */
+  async resolveRefs(obj, context) {
+    if (!obj || typeof obj !== 'object') {
+      return obj;
+    }
+
+    // 如果是数组,递归处理每个元素
+    if (Array.isArray(obj)) {
+      const resolved = [];
+      for (const item of obj) {
+        resolved.push(await this.resolveRefs(item, context));
+      }
+      return resolved;
+    }
+
+    // 如果对象包含$ref,替换为实际的schema定义
+    if (obj.$ref) {
+      const refId = this.getSchemaRefId(obj);
+      // Calls getSchemaById with context
+      const referencedSchema = await this.getSchemaById(refId, context);
+      // 返回引用的jsonSchema内容
+      return referencedSchema.jsonSchema;
+    }
+
+    // 递归处理对象的所有属性
+    const resolved = {};
+    for (const [key, value] of Object.entries(obj)) {
+      resolved[key] = await this.resolveRefs(value, context);
+    }
+    return resolved;
+  }
+
+  async getApiDetailResp(apiDetail, projectId) {
+    const pid = projectId || this.defaultProjectId;
+    const dataSchema = await this.getDataSchema(pid);
+    const context = { projectId: pid, allSchemas: dataSchema };
+
+    const requestSchemaId = this.getSchemaRefId(apiDetail.requestBody.jsonSchema);
+    const responseSchema = Array.isArray(apiDetail.responses) ? apiDetail.responses[0].jsonSchema : apiDetail.responses.jsonSchema;
+    const responseSchemaId = this.getSchemaRefId(responseSchema);
+    
+    // Find the response data schema property
+    let responseDataSchema;
+    try {
+        const schema = dataSchema.find((item) => item.id.toString() === responseSchemaId);
+        if (schema && schema.jsonSchema && schema.jsonSchema.properties) {
+            responseDataSchema = schema.jsonSchema.properties.data;
+        }
+    } catch (e) {
+        // Fallback or ignore if structure not found
+    }
+
+    if (!responseDataSchema) {
+         // handle case where structure is different or missing
+         // For now, let's assume if we can't find it, we might just try to return null for response schema or log warning
+         this.logToFile('WARN', `无法找到 responseDataSchema`, { responseSchemaId });
+         // Proceeding with null might be safer than crashing below
+    }
+
+    let respDataSchemaId;
+    if (responseDataSchema) {
+        const isArray = responseDataSchema.type === 'array';
+        // 处理数组和对象两种情况
+        if (isArray && responseDataSchema.items && responseDataSchema.items.$ref) {
+          // 数组情况：从 items.$ref 中提取 schema ID
+          respDataSchemaId = this.getSchemaRefId(responseDataSchema.items);
+        } else if (responseDataSchema.$ref) {
+          // 对象情况：直接从 $ref 中提取 schema ID
+          respDataSchemaId = this.getSchemaRefId(responseDataSchema);
+        } else {
+          // 如果都没有 $ref，记录警告并返回 null
+          this.logToFile('WARN', `无法从 responseDataSchema 中提取 schema ID`, responseDataSchema);
+          respDataSchemaId = null;
+        }
+    }
+
+    return {
+      path: apiDetail.path,
+      name: apiDetail.name,
+      method: apiDetail.method,
+      url: apiDetail.url,
+      requestSchema: await this.getSchemaById(requestSchemaId, context),
+      responseSchema: (responseDataSchema && responseDataSchema.type === 'array') ? {
+        type: 'array',
+        items: respDataSchemaId ? await this.getSchemaById(respDataSchemaId, context) : null,
+      } : await this.getSchemaById(respDataSchemaId, context),
+    };
+  }
+  
+  async getApiDetailByPath(path, projectId) {
+    const pid = projectId || this.defaultProjectId;
+    const apiDetails = await this.getApiDetails(pid);
+    const apiDetail = apiDetails.find((item) => item.path === path);
+    if (!apiDetail) {
+      throw new Error(`API with path ${path} not found`);
+    }
+    return this.getApiDetailResp(apiDetail, pid);
+  }
+
+  async getApiDetailsById(apiId, projectId) {
+    const pid = projectId || this.defaultProjectId;
+    const apiDetails = await this.getApiDetails(pid);
+    const apiDetail = apiDetails.find((item) => item.id === apiId);
+    if (!apiDetail) {
+      throw new Error(`API with id ${apiId} not found`);
+    }
+    return this.getApiDetailResp(apiDetail, pid);
+  }
+
+
+  // TODO:
+  async getApiListByFolderName(folderName, projectId) {
+    const pid = projectId || this.defaultProjectId;
+    const folder = await this.getFolderByName(folderName, pid);
+    const apiDetails = await this.getApiDetails(pid);
+    const apiList = apiDetails.filter((item) => item.folderId === folder.id);
+    return Promise.all(apiList.map((api) => this.getApiDetailResp(api, pid)));
+  }
+
+}
diff --git a/index.js b/index.js
index 87c2ad9..32fa1fa 100644
--- a/index.js
+++ b/index.js
@@ -1,234 +1,196 @@
-#!/usr/bin/env node
-// 引入必要的模块
-import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
-import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
-import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js";
-import http from "http";
-import { z } from "zod";
-import { ApifoxService } from './apifox.js'
-
-// 创建 MCP 服务器实例
-// 为其设置一个名字和版本
-const server = new McpServer(
-  {
-    name: "apifox-mcp-server",
-    version: "1.0.0",
-  },
-  {
-    capabilities: {
-      prompts: {},
-      tools: {},
-    },
-  }
-);
-
-
-const apifoxService = new ApifoxService({
-  projectId: Number(process.env.APIFOX_PROJECT_ID),
-  token: process.env.APIFOX_TOKEN
-});
-
-
-server.registerTool(
-  'get_api_by_path',
-  {
-    description: "根据接口path获取Apifox接口定义数据",
-    inputSchema: z.object({
-      path: z.string().describe("接口路径"),
-      projectId: z.number().optional().describe("Apifox项目ID"),
-    }),
-  },
-
-  async ({ path, projectId }) => {
-    try {
-      
-      const apiData = await apifoxService.getApiDetailByPath(path, projectId);
-
-      return {
-        content: [
-          {
-            type: "text",
-            text: JSON.stringify(apiData, null, 2),
-          },
-        ],
-      };
-
-    } catch (error) {
-      return {
-        content: [
-          {
-            type: "text",
-            text: `获取接口详情失败: ${error.message}`,
-          },
-        ],
-        isError: true,
-      };
-    }
-  }
-)
-server.registerTool(
-  'get_apis_by_folder',
-  {
-    description: "根据接口目录获取Apifox目录下所有接口定义数据",
-    inputSchema: z.object({
-      folderName: z.string().describe("接口路径"),
-      projectId: z.number().optional().describe("Apifox项目ID"),
-    }),
-  },
-
-  async ({ folderName, projectId }) => {
-    try {
-      
-      const apiData = await apifoxService.getApiListByFolderName(folderName, projectId);
-
-      return {
-        content: [
-          {
-            type: "text",
-            text: JSON.stringify(apiData, null, 2),
-          },
-        ],
-      };
-
-    } catch (error) {
-      return {
-        content: [
-          {
-            type: "text",
-            text: `获取接口数据失败: ${error.message}`,
-          },
-        ],
-        isError: true,
-      };
-    }
-  }
-)
-
-
-
-// 定义 prompts
-server.registerPrompt(
-  'gen-api-by-path',
-  {
-    title: 'Generate API by Path',
-    description: '根据输入的接口路径获取Apifox接口文档定义，然后根据定义生成 api 接口代码定义',
-  },
-  () => ({
-    messages: [
-      {
-        role: "user",
-        content: {
-          type: "text",
-          text: `请根据以下步骤获取Apifox的接口定义并生成 api 定义代码。
-
-步骤：
-1. 使用 get_api_by_path 工具获取对应的接口定义schema
-2. 根据返回的 path，method， requestSchema, responseSchema 和其他必要字段，生成 api 定义代码
-3. 接口的参数和返回值的类型定义，可以分别参考 requestSchema 和 responseSchema 里面的jsonSchema定义，可以根据description要补充相关的注释
-4. 所有字段先定义为可空类型
-5. 请根据当前项目的项目接口和代码风格生成 api 接口代码
-
-请开始执行这些步骤。`,
-        },
-      },
-    ],
-  })
-);
-
-server.registerPrompt(
-  'gen-api-by-folder',
-  {
-    title: 'Generate API by Folder',
-    description: '根据输入的接口文件夹获取Apifox相关文件夹下所有的接口文档定义，然后根据定义生成 api 接口代码定义',
-  },
-  () => ({
-    messages: [
-      {
-        role: "user",
-        content: {
-          type: "text",
-          text: `请根据以下步骤获取Apifox的接口定义并生成 api 定义代码。
-
-步骤：
-1. 使用 get_api_by_folder 工具获取对应的接口定义schema，可能会返回多条接口的数据
-2. 根据返回的 path，method， requestSchema, responseSchema 和其他必要字段，生成 api 定义代码
-3. 接口的参数和返回值的类型定义，可以分别参考 requestSchema 和 responseSchema 里面的jsonSchema定义，可以根据description要补充相关的注释
-4. 所有字段先定义为可空类型
-5. 请根据当前项目的项目接口和代码风格生成 api 接口代码
-
-请开始执行这些步骤。`,
-        },
-      },
-    ],
-  })
-);
-
-
-
-// 启动服务器，使用标准输入/输出（stdio）与客户端通信
-
-// 启动服务器，使用标准输入/输出（stdio）与客户端通信
-async function main() {
-  const args = process.argv.slice(2);
-  const transportArgIndex = args.indexOf('--transport') !== -1 ? args.indexOf('--transport') : args.indexOf('-t');
-  const transportType = transportArgIndex !== -1 ? args[transportArgIndex + 1] : 'stdio';
-  
-  const portArgIndex = args.indexOf('--port') !== -1 ? args.indexOf('--port') : args.indexOf('-p');
-  const port = portArgIndex !== -1 ? parseInt(args[portArgIndex + 1]) : 8889;
-
-
-
-  if (transportType === 'http') {
-     const transport = new StreamableHTTPServerTransport({});
-     await server.connect(transport);
-
-     const httpServer = http.createServer(async (req, res) => {
-       // 设置 CORS 头
-       res.setHeader('Access-Control-Allow-Origin', '*');
-       res.setHeader('Access-Control-Allow-Methods', 'GET, POST, OPTIONS');
-       res.setHeader('Access-Control-Allow-Headers', 'Content-Type, Authorization, mcp-session-id');
-
-        if (req.method === 'OPTIONS') {
-            res.writeHead(204);
-            res.end();
-            return;
-        }
-
-        if (req.method === 'GET' && req.url === '/health') {
-            res.writeHead(200, { 'Content-Type': 'application/json' });
-            res.end(JSON.stringify({ status: 'ok' }));
-            return;
-        }
-
-        try {
-            await transport.handleRequest(req, res);
-        } catch (error) {
-            console.error("Error handling request:", error);
-            if (!res.headersSent) {
-                res.writeHead(500);
-                res.end("Internal Server Error");
-            }
-        }
-     });
-     
-     httpServer.listen(port, () => {
-         console.error(`Apifox MCP 服务器已通过 http 启动，监听端口 ${port}`);
-         console.error(`MCP 服务 endpoint: http://localhost:${port}/sse`);
-     });
-  } else {
-
-      const transport = new StdioServerTransport();
-      await server.connect(transport);
-      console.error("Apifox MCP 服务器已通过 stdio 启动"); // 日志输出到 stderr
-  }
-
-}
-
-
-// 运行主函数，并捕获可能的错误
-main().catch((error) => {
-  console.error("服务器运行出现致命错误:", error);
-  process.exit(1);
-});
-
+#!/usr/bin/env node
+// 引入必要的模块
+import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js";
+import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
+import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js";
+import http from "http";
+import { z } from "zod";
+import { AsyncLocalStorage } from 'async_hooks';
+import { ApifoxService } from './apifox.js'
+
+const requestContext = new AsyncLocalStorage();
+
+// 创建 MCP 服务器实例
+// 为其设置一个名字和版本
+const server = new McpServer(
+  {
+    name: "apifox-mcp-server",
+    version: "1.0.0",
+  },
+  {
+    capabilities: {
+      prompts: {},
+      tools: {},
+    },
+  }
+);
+
+function getApifoxService() {
+  const store = requestContext.getStore();
+  const token = store?.token || process.env.APIFOX_TOKEN;
+  const projectId = store?.projectId ? Number(store.projectId) : Number(process.env.APIFOX_PROJECT_ID);
+
+  if (!token) {
+    throw new Error("Apifox Token not configured (env: APIFOX_TOKEN or header: Authorization)");
+  }
+
+  return new ApifoxService({
+    projectId,
+    token
+  });
+}
+
+server.registerTool(
+  'get_api_by_path',
+  {
+    description: "根据接口path获取Apifox接口定义数据",
+    inputSchema: z.object({
+      path: z.string().describe("接口路径"),
+      projectId: z.number().optional().describe("Apifox项目ID"),
+    }),
+  },
+
+  async ({ path, projectId }) => {
+    try {
+      
+      const apifoxService = getApifoxService();
+      const apiData = await apifoxService.getApiDetailByPath(path, projectId);
+
+      return {
+        content: [
+          {
+            type: "text",
+            text: JSON.stringify(apiData, null, 2),
+          },
+        ],
+      };
+
+    } catch (error) {
+      return {
+        content: [
+          {
+            type: "text",
+            text: `获取接口详情失败: ${error.message}`,
+          },
+        ],
+        isError: true,
+      };
+    }
+  }
+)
+server.registerTool(
+  'get_apis_by_folder',
+  {
+    description: "根据接口目录获取Apifox目录下所有接口定义数据",
+    inputSchema: z.object({
+      folderName: z.string().describe("接口路径"),
+      projectId: z.number().optional().describe("Apifox项目ID"),
+    }),
+  },
+
+  async ({ folderName, projectId }) => {
+    try {
+      
+      const apifoxService = getApifoxService();
+      const apiData = await apifoxService.getApiListByFolderName(folderName, projectId);
+
+      return {
+        content: [
+          {
+            type: "text",
+            text: JSON.stringify(apiData, null, 2),
+          },
+        ],
+      };
+
+    } catch (error) {
+      return {
+        content: [
+          {
+            type: "text",
+            text: `获取接口数据失败: ${error.message}`,
+          },
+        ],
+        isError: true,
+      };
+    }
+  }
+)
+
+
+// 启动服务器，使用标准输入/输出（stdio）与客户端通信
+async function main() {
+  const args = process.argv.slice(2);
+  const transportArgIndex = args.indexOf('--transport') !== -1 ? args.indexOf('--transport') : args.indexOf('-t');
+  const transportType = transportArgIndex !== -1 ? args[transportArgIndex + 1] : 'stdio';
+  
+  const portArgIndex = args.indexOf('--port') !== -1 ? args.indexOf('--port') : args.indexOf('-p');
+  const port = portArgIndex !== -1 ? parseInt(args[portArgIndex + 1]) : 8889;
+
+
+
+  if (transportType === 'http') {
+     const transport = new StreamableHTTPServerTransport({});
+     await server.connect(transport);
+
+     const httpServer = http.createServer(async (req, res) => {
+       // 设置 CORS 头
+       res.setHeader('Access-Control-Allow-Origin', '*');
+       res.setHeader('Access-Control-Allow-Methods', 'GET, POST, OPTIONS');
+       res.setHeader('Access-Control-Allow-Headers', 'Content-Type, Authorization, mcp-session-id');
+
+        if (req.method === 'OPTIONS') {
+            res.writeHead(204);
+            res.end();
+            return;
+        }
+
+        if (req.method === 'GET' && req.url === '/health') {
+            res.writeHead(200, { 'Content-Type': 'application/json' });
+            res.end(JSON.stringify({ status: 'ok' }));
+            return;
+        }
+
+        const authHeader = req.headers['authorization'];
+        const token = authHeader && authHeader.startsWith('Bearer ') ? authHeader.slice(7) : null;
+        const projectId = req.headers['x-apifox-project-id'];
+
+        const context = {};
+        if (token) context.token = token;
+        if (projectId) context.projectId = projectId;
+
+        requestContext.run(context, async () => {
+            try {
+                await transport.handleRequest(req, res);
+            } catch (error) {
+                console.error("Error handling request:", error);
+                if (!res.headersSent) {
+                    res.writeHead(500);
+                    res.end("Internal Server Error");
+                }
+            }
+        });
+     });
+     
+     httpServer.listen(port, () => {
+         console.error(`Apifox MCP 服务器已通过 http 启动，监听端口 ${port}`);
+         console.error(`MCP 服务 endpoint: http://localhost:${port}/sse`);
+         console.error(`MCP 消息 endpoint: http://localhost:${port}/messages`);
+     });
+  } else {
+
+      const transport = new StdioServerTransport();
+      await server.connect(transport);
+      console.error("Apifox MCP 服务器已通过 stdio 启动"); // 日志输出到 stderr
+  }
+
+}
+
+
+// 运行主函数，并捕获可能的错误
+main().catch((error) => {
+  console.error("服务器运行出现致命错误:", error);
+  process.exit(1);
+});
+
 export { server };
\ No newline at end of file
diff --git a/package.json b/package.json
index bfa6d50..fca12ee 100644
--- a/package.json
+++ b/package.json
@@ -1,29 +1,29 @@
-{
-  "name": "apifox-mcp-server",
-  "version": "1.0.0",
-  "main": "index.js",
-  "type": "module",
-  "scripts": {
-    "start": "node index.js",
-    "dev": "npx @modelcontextprotocol/inspector node index.js"
-  },
-  "keywords": [
-    "mcp",
-    "apifox"
-  ],
-  "author": "Jasery",
-  "license": "ISC",
-  "description": "A Model Context Protocol server for Apifox",
-  "dependencies": {
-    "@modelcontextprotocol/sdk": "^1.22.0",
-    "axios": "^1.13.2",
-    "node-cache": "^5.1.2",
-    "zod": "^3.25.76"
-  },
-  "bin": {
-    "apifox-mcp-server": "./index.js"
-  },
-  "devDependencies": {
-    "@modelcontextprotocol/inspector": "^0.17.2"
-  }
-}
+{
+  "name": "apifox-mcp-server",
+  "version": "1.0.0",
+  "main": "index.js",
+  "type": "module",
+  "scripts": {
+    "start": "node index.js",
+    "dev": "npx @modelcontextprotocol/inspector node index.js"
+  },
+  "keywords": [
+    "mcp",
+    "apifox"
+  ],
+  "author": "Jasery",
+  "license": "ISC",
+  "description": "A Model Context Protocol server for Apifox",
+  "dependencies": {
+    "@modelcontextprotocol/sdk": "^1.22.0",
+    "axios": "^1.13.2",
+    "node-cache": "^5.1.2",
+    "zod": "^3.25.76"
+  },
+  "bin": {
+    "apifox-mcp-server": "./index.js"
+  },
+  "devDependencies": {
+    "@modelcontextprotocol/inspector": "^0.17.2"
+  }
+}