diff --git a/src/controllers/admin.ts b/src/controllers/admin.ts
index 321e082..7a4bcf0 100644
--- a/src/controllers/admin.ts
+++ b/src/controllers/admin.ts
@@ -9,7 +9,6 @@ import { logger } from '../utils/logger';
 
 const publicRoutes = new Hono();
 const protectedRoutes = new Hono();
-const isRepoListDebugEnabled = process.env.REPO_LIST_DEBUG_LOGS === 'true';
 
 // --- Public Routes ---
 
@@ -48,33 +47,27 @@ protectedRoutes.get('/repositories', async (c) => {
   };
 
   try {
-    if (isRepoListDebugEnabled) {
-      logger.debug('开始获取仓库列表', requestContext);
-    }
+    logger.debug('开始获取仓库列表', requestContext);
 
     const { repos, totalCount } = await giteaService.listAllRepositories(page, limit, query);
-    if (isRepoListDebugEnabled) {
-      logger.debug('仓库搜索接口返回成功', {
-        ...requestContext,
-        reposCount: repos.length,
-        totalCount,
-        sampleRepos: repos
-          .slice(0, 3)
-          .map((repo) => (typeof repo.full_name === 'string' ? repo.full_name : null)),
-      });
-    }
+    logger.debug('仓库搜索接口返回成功', {
+      ...requestContext,
+      reposCount: repos.length,
+      totalCount,
+      sampleRepos: repos
+        .slice(0, 3)
+        .map((repo) => (typeof repo.full_name === 'string' ? repo.full_name : null)),
+    });
 
     const webhookUrl = c.req.url.replace(/\/admin\/api\/repositories.*$/, '/webhook/gitea');
     const fullNames = repos
       .map((repo) => (typeof repo.full_name === 'string' ? repo.full_name : null))
       .filter((name): name is string => name !== null);
-    if (isRepoListDebugEnabled) {
-      logger.debug('准备批量读取项目级提示词', {
-        ...requestContext,
-        fullNamesCount: fullNames.length,
-        fullNamesSample: fullNames.slice(0, 5),
-      });
-    }
+    logger.debug('准备批量读取项目级提示词', {
+      ...requestContext,
+      fullNamesCount: fullNames.length,
+      fullNamesSample: fullNames.slice(0, 5),
+    });
 
     let promptMap: Record<string, string>;
     try {
diff --git a/src/services/gitea.ts b/src/services/gitea.ts
index 244c53a..9fd2045 100644
--- a/src/services/gitea.ts
+++ b/src/services/gitea.ts
@@ -3,8 +3,6 @@ import config from '../config';
 import { toErrorLogMeta } from '../utils/error-log';
 import { logger } from '../utils/logger';
 
-const isRepoListDebugEnabled = process.env.REPO_LIST_DEBUG_LOGS === 'true';
-
 export interface LineComment {
   path: string;
   line: number;
@@ -426,9 +424,7 @@ export const giteaService: GiteaService = {
     };
 
     try {
-      if (isRepoListDebugEnabled) {
-        logger.debug('开始请求 Gitea 仓库搜索接口', requestContext);
-      }
+      logger.debug('开始请求 Gitea 仓库搜索接口', requestContext);
 
       const response = await giteaAdminClient.get('/repos/search', {
         params: {
@@ -438,15 +434,13 @@ export const giteaService: GiteaService = {
         },
       });
 
-      if (isRepoListDebugEnabled) {
-        logger.debug('Gitea 仓库搜索接口返回成功', {
-          ...requestContext,
-          status: response.status,
-          contentType: response.headers['content-type'] ?? null,
-          dataCount: Array.isArray(response.data?.data) ? response.data.data.length : null,
-          headerTotalCount: response.headers['x-total-count'] ?? null,
-        });
-      }
+      logger.debug('Gitea 仓库搜索接口返回成功', {
+        ...requestContext,
+        status: response.status,
+        contentType: response.headers['content-type'] ?? null,
+        dataCount: Array.isArray(response.data?.data) ? response.data.data.length : null,
+        headerTotalCount: response.headers['x-total-count'] ?? null,
+      });
 
       const totalCount = Number.parseInt(response.headers['x-total-count'] || '0', 10);
       return { repos: response.data.data, totalCount };
diff --git a/src/utils/logger.ts b/src/utils/logger.ts
index 21c4b45..32e15e4 100644
--- a/src/utils/logger.ts
+++ b/src/utils/logger.ts
@@ -1,58 +1,90 @@
-// 简单的日志实用工具
+import pino from 'pino';
 
-/**
- * 日志级别
- */
 export enum LogLevel {
-  DEBUG = 'DEBUG',
-  INFO = 'INFO',
-  WARN = 'WARN',
-  ERROR = 'ERROR',
+  DEBUG = 'debug',
+  INFO = 'info',
+  WARN = 'warn',
+  ERROR = 'error',
 }
 
-/**
- * 格式化时间
- */
-function formatTime(): string {
-  return new Date().toISOString();
-}
+type LogMeta = Record<string, unknown>;
+type ErrorWithCode = Error & { code?: unknown };
 
-/**
- * 格式化日志消息
- */
-function formatMessage(level: LogLevel, message: string, meta?: any): string {
-  const timestamp = formatTime();
-
-  let formattedMessage = `[${timestamp}] [${level}] ${message}`;
-
-  if (meta) {
-    try {
-      formattedMessage += ` - ${JSON.stringify(meta)}`;
-    } catch (_error) {
-      formattedMessage += ` - ${meta}`;
-    }
+function resolveLogLevel(rawLevel: string | undefined): LogLevel {
+  if (!rawLevel) {
+    return LogLevel.INFO;
   }
 
-  return formattedMessage;
+  const normalized = rawLevel.toLowerCase();
+  if (normalized === LogLevel.DEBUG) return LogLevel.DEBUG;
+  if (normalized === LogLevel.INFO) return LogLevel.INFO;
+  if (normalized === LogLevel.WARN) return LogLevel.WARN;
+  if (normalized === LogLevel.ERROR) return LogLevel.ERROR;
+  return LogLevel.INFO;
+}
+
+function toLogMeta(meta: unknown): LogMeta | undefined {
+  if (meta === undefined) {
+    return undefined;
+  }
+
+  if (meta instanceof Error) {
+    const maybeCode = (meta as ErrorWithCode).code;
+    const code =
+      typeof maybeCode === 'string' || typeof maybeCode === 'number' ? maybeCode : undefined;
+
+    return {
+      error: {
+        name: meta.name,
+        message: meta.message,
+        stack: meta.stack,
+        ...(code !== undefined ? { code } : {}),
+      },
+    };
+  }
+
+  if (typeof meta === 'object' && meta !== null) {
+    return meta as LogMeta;
+  }
+
+  return { meta };
+}
+
+const baseLogger = pino({
+  level: resolveLogLevel(process.env.LOG_LEVEL),
+  base: null,
+  timestamp: pino.stdTimeFunctions.isoTime,
+  formatters: {
+    level(label) {
+      return { level: label.toUpperCase() };
+    },
+  },
+});
+
+function writeLog(level: LogLevel, message: string, meta?: unknown): void {
+  const logMeta = toLogMeta(meta);
+  if (logMeta) {
+    baseLogger[level](logMeta, message);
+    return;
+  }
+
+  baseLogger[level](message);
 }
 
-/**
- * 日志实用工具
- */
 export const logger = {
-  debug(message: string, meta?: any) {
-    console.debug(formatMessage(LogLevel.DEBUG, message, meta));
+  debug(message: string, meta?: unknown): void {
+    writeLog(LogLevel.DEBUG, message, meta);
   },
 
-  info(message: string, meta?: any) {
-    console.info(formatMessage(LogLevel.INFO, message, meta));
+  info(message: string, meta?: unknown): void {
+    writeLog(LogLevel.INFO, message, meta);
   },
 
-  warn(message: string, meta?: any) {
-    console.warn(formatMessage(LogLevel.WARN, message, meta));
+  warn(message: string, meta?: unknown): void {
+    writeLog(LogLevel.WARN, message, meta);
   },
 
-  error(message: string, meta?: any) {
-    console.error(formatMessage(LogLevel.ERROR, message, meta));
+  error(message: string, meta?: unknown): void {
+    writeLog(LogLevel.ERROR, message, meta);
   },
 };