diff --git a/docs/technical/how-to-write-middlewares.md b/docs/technical/how-to-write-middlewares.md
index 9f3b691309..0960cf91e2 100644
--- a/docs/technical/how-to-write-middlewares.md
+++ b/docs/technical/how-to-write-middlewares.md
@@ -80,7 +80,6 @@ import { ChunkType } from '@renderer/types' // 调整路径
 
 export const createSimpleLoggingMiddleware = (): CompletionsMiddleware => {
   return (api: MiddlewareAPI<AiProviderMiddlewareCompletionsContext, [CompletionsParams]>) => {
-    // console.log(`[LoggingMiddleware] Initialized for provider: ${api.getProviderId()}`);
 
     return (next: (context: AiProviderMiddlewareCompletionsContext, params: CompletionsParams) => Promise<any>) => {
       return async (context: AiProviderMiddlewareCompletionsContext, params: CompletionsParams): Promise<void> => {
@@ -88,7 +87,7 @@ export const createSimpleLoggingMiddleware = (): CompletionsMiddleware => {
         // 从 context 中获取 onChunk (它最初来自 params.onChunk)
         const onChunk = context.onChunk
 
-        console.log(
+        logger.debug(
           `[LoggingMiddleware] Request for ${context.methodName} with params:`,
           params.messages?.[params.messages.length - 1]?.content
         )
@@ -104,14 +103,14 @@ export const createSimpleLoggingMiddleware = (): CompletionsMiddleware => {
           // 如果在之前，那么它需要自己处理 rawSdkResponse 或确保下游会处理。
 
           const duration = Date.now() - startTime
-          console.log(`[LoggingMiddleware] Request for ${context.methodName} completed in ${duration}ms.`)
+          logger.debug(`[LoggingMiddleware] Request for ${context.methodName} completed in ${duration}ms.`)
 
           // 假设下游已经通过 onChunk 发送了所有数据。
           // 如果这个中间件是链的末端，并且需要确保 BLOCK_COMPLETE 被发送，
           // 它可能需要更复杂的逻辑来跟踪何时所有数据都已发送。
         } catch (error) {
           const duration = Date.now() - startTime
-          console.error(`[LoggingMiddleware] Request for ${context.methodName} failed after ${duration}ms:`, error)
+          logger.error(`[LoggingMiddleware] Request for ${context.methodName} failed after ${duration}ms:`, error)
 
           // 如果 onChunk 可用，可以尝试发送一个错误块
           if (onChunk) {
@@ -207,7 +206,7 @@ export default middlewareConfig
 
 ### 调试技巧
 
-- 在中间件的关键点使用 `console.log` 或调试器来检查 `params`、`context` 的状态以及 `next` 的返回值。
+- 在中间件的关键点使用 `logger.debug` 或调试器来检查 `params`、`context` 的状态以及 `next` 的返回值。
 - 暂时简化中间件链，只保留你正在调试的中间件和最简单的核心逻辑，以隔离问题。
 - 编写单元测试来独立验证每个中间件的行为。
 
diff --git a/src/main/index.ts b/src/main/index.ts
index e1e05dbf30..7b5338414f 100644
--- a/src/main/index.ts
+++ b/src/main/index.ts
@@ -129,8 +129,8 @@ if (!app.requestSingleInstanceLock()) {
 
     if (isDev) {
       installExtension([REDUX_DEVTOOLS, REACT_DEVELOPER_TOOLS])
-        .then((name) => console.log(`Added Extension:  ${name}`))
-        .catch((err) => console.log('An error occurred: ', err))
+        .then((name) => logger.info(`Added Extension:  ${name}`))
+        .catch((err) => logger.error('An error occurred: ', err))
     }
 
     //start selection assistant service
diff --git a/src/main/knowledage/preprocess/MineruPreprocessProvider.ts b/src/main/knowledage/preprocess/MineruPreprocessProvider.ts
index 1362ffa521..74fed3de8a 100644
--- a/src/main/knowledage/preprocess/MineruPreprocessProvider.ts
+++ b/src/main/knowledage/preprocess/MineruPreprocessProvider.ts
@@ -205,9 +205,9 @@ export default class MineruPreprocessProvider extends BasePreprocessProvider {
     try {
       // 步骤1: 获取上传URL
       const { batchId, fileUrls } = await this.getBatchUploadUrls(file)
-      logger.info(`Got upload URLs for batch: ${batchId}`)
+      logger.debug(`Got upload URLs for batch: ${batchId}`)
 
-      console.log('batchId:', batchId, 'fileurls:', fileUrls)
+      logger.debug(`batchId: ${batchId}, fileurls: ${fileUrls}`)
       // 步骤2: 上传文件到获取的URL
       await this.putFileToUrl(file.path, fileUrls[0])
       logger.info(`File uploaded successfully: ${file.path}`)
diff --git a/src/main/services/FileStorage.ts b/src/main/services/FileStorage.ts
index c3ac8035ad..61e8ed2ced 100644
--- a/src/main/services/FileStorage.ts
+++ b/src/main/services/FileStorage.ts
@@ -57,7 +57,7 @@ class FileStorage {
 
   findDuplicateFile = async (filePath: string): Promise<FileMetadata | null> => {
     const stats = fs.statSync(filePath)
-    console.log('stats', stats, filePath)
+    logger.debug('stats', stats, filePath)
     const fileSize = stats.size
 
     const files = await fs.promises.readdir(this.storageDir)
diff --git a/src/main/services/KnowledgeService.ts b/src/main/services/KnowledgeService.ts
index ef6115afec..0e5858a888 100644
--- a/src/main/services/KnowledgeService.ts
+++ b/src/main/services/KnowledgeService.ts
@@ -156,7 +156,7 @@ class KnowledgeService {
   }
 
   public delete = async (_: Electron.IpcMainInvokeEvent, id: string): Promise<void> => {
-    console.log('id', id)
+    logger.debug('delete id', id)
     const dbPath = path.join(this.storageDir, id)
     if (fs.existsSync(dbPath)) {
       fs.rmSync(dbPath, { recursive: true })
diff --git a/src/main/services/MCPService.ts b/src/main/services/MCPService.ts
index 4e93664d7d..1b6e012c5f 100644
--- a/src/main/services/MCPService.ts
+++ b/src/main/services/MCPService.ts
@@ -622,7 +622,7 @@ class McpService {
       const client = await this.initClient(server)
       const result = await client.callTool({ name, arguments: args }, undefined, {
         onprogress: (process) => {
-          console.log('[MCP] Progress:', process.progress / (process.total || 1))
+          logger.debug(`Progress: ${process.progress / (process.total || 1)}`)
           window.api.mcp.setProgress(process.progress / (process.total || 1))
         },
         timeout: server.timeout ? server.timeout * 1000 : 60000, // Default timeout of 1 minute
diff --git a/src/preload/index.ts b/src/preload/index.ts
index 163631c802..43ec5a255c 100644
--- a/src/preload/index.ts
+++ b/src/preload/index.ts
@@ -364,6 +364,7 @@ if (process.contextIsolated) {
       getFiles: (vaultName: string) => ipcRenderer.invoke(IpcChannel.Obsidian_GetFiles, vaultName)
     })
   } catch (error) {
+    // eslint-disable-next-line no-restricted-syntax
     console.error(error)
   }
 } else {
diff --git a/src/renderer/src/App.tsx b/src/renderer/src/App.tsx
index c8a5d41db4..4c02234305 100644
--- a/src/renderer/src/App.tsx
+++ b/src/renderer/src/App.tsx
@@ -26,7 +26,7 @@ import TranslatePage from './pages/translate/TranslatePage'
 const logger = loggerService.withContext('App.tsx')
 
 function App(): React.ReactElement {
-  logger.error('App initialized')
+  logger.info('App initialized')
 
   return (
     <Provider store={store}>
diff --git a/src/renderer/src/aiCore/clients/ApiClientFactory.ts b/src/renderer/src/aiCore/clients/ApiClientFactory.ts
index 991bdccf34..b92c6cb9f2 100644
--- a/src/renderer/src/aiCore/clients/ApiClientFactory.ts
+++ b/src/renderer/src/aiCore/clients/ApiClientFactory.ts
@@ -1,3 +1,4 @@
+import { loggerService } from '@logger'
 import { Provider } from '@renderer/types'
 
 import { AihubmixAPIClient } from './AihubmixAPIClient'
@@ -10,6 +11,8 @@ import { OpenAIAPIClient } from './openai/OpenAIApiClient'
 import { OpenAIResponseAPIClient } from './openai/OpenAIResponseAPIClient'
 import { PPIOAPIClient } from './ppio/PPIOAPIClient'
 
+const logger = loggerService.withContext('ApiClientFactory')
+
 /**
  * Factory for creating ApiClient instances based on provider configuration
  * 根据提供者配置创建ApiClient实例的工厂
@@ -20,7 +23,7 @@ export class ApiClientFactory {
    * 为给定的提供者创建ApiClient实例
    */
   static create(provider: Provider): BaseApiClient {
-    console.log(`[ApiClientFactory] Creating ApiClient for provider:`, {
+    logger.debug(`Creating ApiClient for provider:`, {
       id: provider.id,
       type: provider.type
     })
@@ -29,17 +32,17 @@ export class ApiClientFactory {
 
     // 首先检查特殊的provider id
     if (provider.id === 'aihubmix') {
-      console.log(`[ApiClientFactory] Creating AihubmixAPIClient for provider: ${provider.id}`)
+      logger.debug(`Creating AihubmixAPIClient for provider: ${provider.id}`)
       instance = new AihubmixAPIClient(provider) as BaseApiClient
       return instance
     }
     if (provider.id === 'new-api') {
-      console.log(`[ApiClientFactory] Creating NewAPIClient for provider: ${provider.id}`)
+      logger.debug(`Creating NewAPIClient for provider: ${provider.id}`)
       instance = new NewAPIClient(provider) as BaseApiClient
       return instance
     }
     if (provider.id === 'ppio') {
-      console.log(`[ApiClientFactory] Creating PPIOAPIClient for provider: ${provider.id}`)
+      logger.debug(`Creating PPIOAPIClient for provider: ${provider.id}`)
       instance = new PPIOAPIClient(provider) as BaseApiClient
       return instance
     }
@@ -63,7 +66,7 @@ export class ApiClientFactory {
         instance = new AnthropicAPIClient(provider) as BaseApiClient
         break
       default:
-        console.log(`[ApiClientFactory] Using default OpenAIApiClient for provider: ${provider.id}`)
+        logger.debug(`Using default OpenAIApiClient for provider: ${provider.id}`)
         instance = new OpenAIAPIClient(provider) as BaseApiClient
         break
     }
diff --git a/src/renderer/src/aiCore/middleware/common/ErrorHandlerMiddleware.ts b/src/renderer/src/aiCore/middleware/common/ErrorHandlerMiddleware.ts
index 8875a0b627..26d9342ebc 100644
--- a/src/renderer/src/aiCore/middleware/common/ErrorHandlerMiddleware.ts
+++ b/src/renderer/src/aiCore/middleware/common/ErrorHandlerMiddleware.ts
@@ -1,9 +1,12 @@
+import { loggerService } from '@logger'
 import { Chunk } from '@renderer/types/chunk'
 
 import { CompletionsResult } from '../schemas'
 import { CompletionsContext } from '../types'
 import { createErrorChunk } from '../utils'
 
+const logger = loggerService.withContext('ErrorHandlerMiddleware')
+
 export const MIDDLEWARE_NAME = 'ErrorHandlerMiddleware'
 
 /**
@@ -25,7 +28,7 @@ export const ErrorHandlerMiddleware =
       // 尝试执行下一个中间件
       return await next(ctx, params)
     } catch (error: any) {
-      console.log('ErrorHandlerMiddleware_error', error)
+      logger.error('ErrorHandlerMiddleware_error', error)
       // 1. 使用通用的工具函数将错误解析为标准格式
       const errorChunk = createErrorChunk(error)
       // 2. 调用从外部传入的 onError 回调
diff --git a/src/renderer/src/aiCore/middleware/core/WebSearchMiddleware.ts b/src/renderer/src/aiCore/middleware/core/WebSearchMiddleware.ts
index d4c8f71eff..4c72e877a9 100644
--- a/src/renderer/src/aiCore/middleware/core/WebSearchMiddleware.ts
+++ b/src/renderer/src/aiCore/middleware/core/WebSearchMiddleware.ts
@@ -1,9 +1,12 @@
+import { loggerService } from '@logger'
 import { ChunkType } from '@renderer/types/chunk'
 import { flushLinkConverterBuffer, smartLinkConverter } from '@renderer/utils/linkConverter'
 
 import { CompletionsParams, CompletionsResult, GenericChunk } from '../schemas'
 import { CompletionsContext, CompletionsMiddleware } from '../types'
 
+const logger = loggerService.withContext('WebSearchMiddleware')
+
 export const MIDDLEWARE_NAME = 'WebSearchMiddleware'
 
 /**
@@ -99,7 +102,7 @@ export const WebSearchMiddleware: CompletionsMiddleware =
           stream: enhancedStream
         }
       } else {
-        console.log(`[${MIDDLEWARE_NAME}] No stream to process or not a ReadableStream.`)
+        logger.debug(`No stream to process or not a ReadableStream.`)
       }
     }
 
diff --git a/src/renderer/src/components/CodeEditor/hooks.ts b/src/renderer/src/components/CodeEditor/hooks.ts
index 5a04b2178d..12117332cc 100644
--- a/src/renderer/src/components/CodeEditor/hooks.ts
+++ b/src/renderer/src/components/CodeEditor/hooks.ts
@@ -1,9 +1,12 @@
 import { linter } from '@codemirror/lint' // statically imported by @uiw/codemirror-extensions-basic-setup
 import { EditorView } from '@codemirror/view'
+import { loggerService } from '@logger'
 import { useCodeStyle } from '@renderer/context/CodeStyleProvider'
 import { Extension, keymap } from '@uiw/react-codemirror'
 import { useEffect, useMemo, useState } from 'react'
 
+const logger = loggerService.withContext('CodeEditorHooks')
+
 // 语言对应的 linter 加载器
 const linterLoaders: Record<string, () => Promise<any>> = {
   json: async () => {
@@ -39,7 +42,7 @@ async function loadLanguageExtension(language: string, languageMap: Record<strin
     try {
       return await specialLoader()
     } catch (error) {
-      console.debug(`Failed to load language ${normalizedLang}`, error)
+      logger.debug(`Failed to load language ${normalizedLang}`, error)
       return null
     }
   }
@@ -50,7 +53,7 @@ async function loadLanguageExtension(language: string, languageMap: Record<strin
     const extension = loadLanguage(normalizedLang as any)
     return extension || null
   } catch (error) {
-    console.debug(`Failed to load language ${normalizedLang}`, error)
+    logger.debug(`Failed to load language ${normalizedLang}`, error)
     return null
   }
 }
@@ -65,7 +68,7 @@ async function loadLinterExtension(language: string): Promise<Extension | null>
   try {
     return await loader()
   } catch (error) {
-    console.debug(`Failed to load linter for ${language}`, error)
+    logger.debug(`Failed to load linter for ${language}`, error)
     return null
   }
 }
@@ -105,7 +108,7 @@ export const useLanguageExtensions = (language: string, lint?: boolean) => {
         setExtensions(results)
       } catch (error) {
         if (!cancelled) {
-          console.debug('Failed to load language extensions:', error)
+          logger.debug('Failed to load language extensions:', error)
           setExtensions([])
         }
       }
diff --git a/src/renderer/src/components/MinApp/MinappPopupContainer.tsx b/src/renderer/src/components/MinApp/MinappPopupContainer.tsx
index 4ba7badff6..0d4680b7bb 100644
--- a/src/renderer/src/components/MinApp/MinappPopupContainer.tsx
+++ b/src/renderer/src/components/MinApp/MinappPopupContainer.tsx
@@ -10,6 +10,7 @@ import {
   PushpinOutlined,
   ReloadOutlined
 } from '@ant-design/icons'
+import { loggerService } from '@logger'
 import { isLinux, isMac, isWin } from '@renderer/config/constant'
 import { DEFAULT_MIN_APPS } from '@renderer/config/minapps'
 import { useBridge } from '@renderer/hooks/useBridge'
@@ -31,6 +32,8 @@ import styled from 'styled-components'
 
 import WebviewContainer from './WebviewContainer'
 
+const logger = loggerService.withContext('MinappPopupContainer')
+
 interface AppExtraInfo {
   canPinned: boolean
   isPinned: boolean
@@ -296,7 +299,7 @@ const MinappPopupContainer: React.FC = () => {
   const handleWebviewNavigate = (appid: string, url: string) => {
     // 记录当前URL，用于GoogleLoginTip判断
     if (appid === currentMinappId) {
-      console.log('URL changed:', url)
+      logger.debug('URL changed:', url)
       setCurrentUrl(url)
     }
   }
diff --git a/src/renderer/src/hooks/useAppInit.ts b/src/renderer/src/hooks/useAppInit.ts
index ee8096a943..60b8ce448d 100644
--- a/src/renderer/src/hooks/useAppInit.ts
+++ b/src/renderer/src/hooks/useAppInit.ts
@@ -34,6 +34,7 @@ export function useAppInit() {
 
   useEffect(() => {
     document.getElementById('spinner')?.remove()
+    // eslint-disable-next-line no-restricted-syntax
     console.timeEnd('init')
 
     // Initialize MemoryService after app is ready
diff --git a/src/renderer/src/hooks/useKnowledge.ts b/src/renderer/src/hooks/useKnowledge.ts
index 8008930bb3..4dc5f3770f 100644
--- a/src/renderer/src/hooks/useKnowledge.ts
+++ b/src/renderer/src/hooks/useKnowledge.ts
@@ -1,3 +1,4 @@
+import { loggerService } from '@logger'
 import { db } from '@renderer/databases'
 import KnowledgeQueue from '@renderer/queue/KnowledgeQueue'
 import { getKnowledgeBaseParams } from '@renderer/services/KnowledgeService'
@@ -26,6 +27,8 @@ import { v4 as uuidv4 } from 'uuid'
 import { useAgents } from './useAgents'
 import { useAssistants } from './useAssistant'
 
+const logger = loggerService.withContext('useKnowledge')
+
 export const useKnowledge = (baseId: string) => {
   const dispatch = useDispatch()
   const base = useSelector((state: RootState) => state.knowledge.bases.find((b) => b.id === baseId))
@@ -53,7 +56,7 @@ export const useKnowledge = (baseId: string) => {
       processingError: '',
       retryCount: 0
     }))
-    console.log('Adding files:', filesItems)
+    logger.debug('Adding files:', filesItems)
     dispatch(addFilesAction({ baseId, items: filesItems }))
     setTimeout(() => KnowledgeQueue.checkAllBases(), 0)
   }
diff --git a/src/renderer/src/pages/knowledge/KnowledgeContent.tsx b/src/renderer/src/pages/knowledge/KnowledgeContent.tsx
index 4d4e702d4e..e1b5464781 100644
--- a/src/renderer/src/pages/knowledge/KnowledgeContent.tsx
+++ b/src/renderer/src/pages/knowledge/KnowledgeContent.tsx
@@ -1,4 +1,5 @@
 import { RedoOutlined } from '@ant-design/icons'
+import { loggerService } from '@logger'
 import CustomTag from '@renderer/components/CustomTag'
 import { HStack } from '@renderer/components/Layout'
 import { useKnowledge } from '@renderer/hooks/useKnowledge'
@@ -20,6 +21,7 @@ import KnowledgeNotes from './items/KnowledgeNotes'
 import KnowledgeSitemaps from './items/KnowledgeSitemaps'
 import KnowledgeUrls from './items/KnowledgeUrls'
 
+const logger = loggerService.withContext('KnowledgeContent')
 interface KnowledgeContentProps {
   selectedBase: KnowledgeBase
 }
@@ -52,7 +54,7 @@ const KnowledgeContent: FC<KnowledgeContentProps> = ({ selectedBase }) => {
       }),
 
       window.electron.ipcRenderer.on('directory-processing-percent', (_, { itemId, percent }) => {
-        console.log('[Progress] Directory:', itemId, percent)
+        logger.debug('[Progress] Directory:', itemId, percent)
         setProgressMap((prev) => new Map(prev).set(itemId, percent))
       })
     ]
diff --git a/src/renderer/src/pages/knowledge/components/KnowledgeSettings.tsx b/src/renderer/src/pages/knowledge/components/KnowledgeSettings.tsx
index 7af6692abc..482517c1eb 100644
--- a/src/renderer/src/pages/knowledge/components/KnowledgeSettings.tsx
+++ b/src/renderer/src/pages/knowledge/components/KnowledgeSettings.tsx
@@ -17,6 +17,7 @@ import { useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import styled from 'styled-components'
 
+const logger = loggerService.withContext('KnowledgeSettings')
 interface ShowParams {
   base: KnowledgeBase
 }
@@ -25,8 +26,6 @@ interface Props extends ShowParams {
   resolve: (data: any) => void
 }
 
-const logger = loggerService.withContext('KnowledgeSettings')
-
 const PopupContainer: React.FC<Props> = ({ base: _base, resolve }) => {
   const { preprocessProviders } = usePreprocessProviders()
   const { ocrProviders } = useOcrProviders()
@@ -96,7 +95,7 @@ const PopupContainer: React.FC<Props> = ({ base: _base, resolve }) => {
 
   const onOk = async () => {
     try {
-      console.log('newbase', newBase)
+      logger.debug('newbase', newBase)
       updateKnowledgeBase(newBase)
       setOpen(false)
       resolve(newBase)
diff --git a/src/renderer/src/pages/knowledge/components/StatusIcon.tsx b/src/renderer/src/pages/knowledge/components/StatusIcon.tsx
index 465a7cef0f..b9ae3bafc9 100644
--- a/src/renderer/src/pages/knowledge/components/StatusIcon.tsx
+++ b/src/renderer/src/pages/knowledge/components/StatusIcon.tsx
@@ -1,10 +1,12 @@
 import { CheckCircleOutlined, CloseCircleOutlined } from '@ant-design/icons'
+import { loggerService } from '@logger'
 import { KnowledgeBase, ProcessingStatus } from '@renderer/types'
 import { Progress, Tooltip } from 'antd'
 import React, { FC, useMemo } from 'react'
 import { useTranslation } from 'react-i18next'
 import styled from 'styled-components'
 
+const logger = loggerService.withContext('StatusIcon')
 interface StatusIconProps {
   sourceId: string
   base: KnowledgeBase
@@ -26,7 +28,7 @@ const StatusIcon: FC<StatusIconProps> = ({
   const status = getProcessingStatus(sourceId)
   const item = base.items.find((item) => item.id === sourceId)
   const errorText = item?.processingError
-  console.log('[StatusIcon] Rendering for item:', item?.id, 'Status:', status, 'Progress:', progress)
+  logger.debug('[StatusIcon] Rendering for item:', item?.id, 'Status:', status, 'Progress:', progress)
 
   return useMemo(() => {
     if (!status) {
diff --git a/src/renderer/src/pages/knowledge/items/KnowledgeFiles.tsx b/src/renderer/src/pages/knowledge/items/KnowledgeFiles.tsx
index 8ac29817be..f036ea2ec7 100644
--- a/src/renderer/src/pages/knowledge/items/KnowledgeFiles.tsx
+++ b/src/renderer/src/pages/knowledge/items/KnowledgeFiles.tsx
@@ -1,4 +1,5 @@
 import { DeleteOutlined } from '@ant-design/icons'
+import { loggerService } from '@logger'
 import Ellipsis from '@renderer/components/Ellipsis'
 import { useKnowledge } from '@renderer/hooks/useKnowledge'
 import FileItem from '@renderer/pages/files/FileItem'
@@ -16,6 +17,8 @@ import { FC, useEffect, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import styled from 'styled-components'
 
+const logger = loggerService.withContext('KnowledgeFiles')
+
 import {
   ClickableSpan,
   FlexAlignCenter,
@@ -113,7 +116,7 @@ const KnowledgeFiles: FC<KnowledgeContentProps> = ({ selectedBase, progressMap,
         })
         .filter(({ ext }) => fileTypes.includes(ext))
       const uploadedFiles = await FileManager.uploadFiles(_files)
-      console.log('uploadedFiles', uploadedFiles)
+      logger.debug('uploadedFiles', uploadedFiles)
       addFiles(uploadedFiles)
     }
   }
diff --git a/src/renderer/src/pages/memory/index.tsx b/src/renderer/src/pages/memory/index.tsx
index eeafcf475b..eb7939884c 100644
--- a/src/renderer/src/pages/memory/index.tsx
+++ b/src/renderer/src/pages/memory/index.tsx
@@ -338,7 +338,7 @@ const MemoriesPage = () => {
   const loadMemories = useCallback(
     async (userId?: string) => {
       const targetUser = userId || currentUser
-      console.log('Loading all memories for user:', targetUser)
+      logger.debug('Loading all memories for user:', targetUser)
       setLoading(true)
       try {
         // First, ensure the memory service is using the correct user
@@ -349,7 +349,7 @@ const MemoriesPage = () => {
 
         // Get all memories for current user context (load up to 10000)
         const result = await memoryService.list({ limit: 10000, offset: 0 })
-        console.log('Loaded memories for user:', targetUser, 'count:', result.results?.length || 0)
+        logger.debug('Loaded memories for user:', targetUser, 'count:', result.results?.length || 0)
         setAllMemories(result.results || [])
       } catch (error) {
         logger.error('Failed to load memories:', error)
@@ -363,7 +363,7 @@ const MemoriesPage = () => {
 
   // Sync memoryService with Redux store on mount and when currentUser changes
   useEffect(() => {
-    console.log('useEffect triggered for currentUser:', currentUser)
+    logger.debug('useEffect triggered for currentUser:', currentUser)
     // Reset to first page when user changes
     setCurrentPage(1)
     loadMemories(currentUser)
@@ -453,7 +453,7 @@ const MemoriesPage = () => {
   }
 
   const handleUserSwitch = async (userId: string) => {
-    console.log('Switching to user:', userId)
+    logger.debug('Switching to user:', userId)
 
     // First update Redux state
     dispatch(setCurrentUserId(userId))
diff --git a/src/renderer/src/pages/paintings/AihubmixPage.tsx b/src/renderer/src/pages/paintings/AihubmixPage.tsx
index eefed99133..9e968dce0c 100644
--- a/src/renderer/src/pages/paintings/AihubmixPage.tsx
+++ b/src/renderer/src/pages/paintings/AihubmixPage.tsx
@@ -207,7 +207,7 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
 
           // 确保渲染速度参数正确传递
           const renderSpeed = painting.renderingSpeed || 'DEFAULT'
-          console.log('使用渲染速度:', renderSpeed)
+          logger.silly(`使用渲染速度: ${renderSpeed}`)
           formData.append('rendering_speed', renderSpeed)
 
           formData.append('num_images', String(painting.numImages || 1))
@@ -215,7 +215,7 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
           // Convert aspect ratio format from ASPECT_1_1 to 1x1 for V3 API
           if (painting.aspectRatio) {
             const aspectRatioValue = painting.aspectRatio.replace('ASPECT_', '').replace('_', 'x').toLowerCase()
-            console.log('转换后的宽高比:', aspectRatioValue)
+            logger.silly(`转换后的宽高比: ${aspectRatioValue}`)
             formData.append('aspect_ratio', aspectRatioValue)
           }
 
@@ -223,39 +223,39 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
             // 确保样式类型与API文档一致，保持大写形式
             // V3 API支持的样式类型: AUTO, GENERAL, REALISTIC, DESIGN
             const styleType = painting.styleType
-            console.log('使用样式类型:', styleType)
+            logger.silly(`使用样式类型: ${styleType}`)
             formData.append('style_type', styleType)
           } else {
             // 确保明确设置默认样式类型
-            console.log('使用默认样式类型: AUTO')
+            logger.silly('使用默认样式类型: AUTO')
             formData.append('style_type', 'AUTO')
           }
 
           if (painting.seed) {
-            console.log('使用随机种子:', painting.seed)
+            logger.silly(`使用随机种子: ${painting.seed}`)
             formData.append('seed', painting.seed)
           }
 
           if (painting.negativePrompt) {
-            console.log('使用负面提示词:', painting.negativePrompt)
+            logger.silly(`使用负面提示词: ${painting.negativePrompt}`)
             formData.append('negative_prompt', painting.negativePrompt)
           }
 
           if (painting.magicPromptOption !== undefined) {
             const magicPrompt = painting.magicPromptOption ? 'ON' : 'OFF'
-            console.log('使用魔法提示词:', magicPrompt)
+            logger.silly(`使用魔法提示词: ${magicPrompt}`)
             formData.append('magic_prompt', magicPrompt)
           }
 
           // 打印所有FormData内容
-          console.log('FormData内容:')
+          logger.silly('FormData内容:')
           for (const pair of formData.entries()) {
-            console.log(pair[0] + ': ' + pair[1])
+            logger.silly(`${pair[0]}: ${pair[1]}`)
           }
 
           body = formData
           // For V3 endpoints - 使用模板字符串而不是字符串连接
-          console.log('API 端点:', `${aihubmixProvider.apiHost}/ideogram/v1/ideogram-v3/generate`)
+          logger.silly(`API 端点: ${aihubmixProvider.apiHost}/ideogram/v1/ideogram-v3/generate`)
 
           // 调整请求头，可能需要指定multipart/form-data
           // 注意：FormData会自动设置Content-Type，不应手动设置
@@ -275,7 +275,7 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
             }
 
             const data = await response.json()
-            console.log('V3 API响应:', data)
+            logger.silly(`V3 API响应: ${data}`)
             const urls = data.data.map((item) => item.url)
 
             if (urls.length > 0) {
@@ -391,7 +391,7 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
           }
 
           const data = await response.json()
-          console.log('V3 Remix API响应:', data)
+          logger.silly(`V3 Remix API响应: ${data}`)
           const urls = data.data.map((item) => item.url)
 
           // Handle the downloaded images
@@ -461,7 +461,7 @@ const AihubmixPage: FC<{ Options: string[] }> = ({ Options }) => {
         }
 
         const data = await response.json()
-        console.log('通用API响应:', data)
+        logger.silly(`通用API响应: ${data}`)
         const urls = data.data.filter((item) => item.url).map((item) => item.url)
         const base64s = data.data.filter((item) => item.b64_json).map((item) => item.b64_json)
 
diff --git a/src/renderer/src/pages/paintings/PaintingsRoutePage.tsx b/src/renderer/src/pages/paintings/PaintingsRoutePage.tsx
index b31085c279..dc92c158c0 100644
--- a/src/renderer/src/pages/paintings/PaintingsRoutePage.tsx
+++ b/src/renderer/src/pages/paintings/PaintingsRoutePage.tsx
@@ -1,3 +1,4 @@
+import { loggerService } from '@logger'
 import { useAppDispatch } from '@renderer/store'
 import { setDefaultPaintingProvider } from '@renderer/store/settings'
 import { PaintingProvider } from '@renderer/types'
@@ -10,6 +11,8 @@ import NewApiPage from './NewApiPage'
 import SiliconPage from './SiliconPage'
 import TokenFluxPage from './TokenFluxPage'
 
+const logger = loggerService.withContext('PaintingsRoutePage')
+
 const Options = ['aihubmix', 'silicon', 'dmxapi', 'tokenflux', 'new-api']
 
 const PaintingsRoutePage: FC = () => {
@@ -18,7 +21,7 @@ const PaintingsRoutePage: FC = () => {
   const dispatch = useAppDispatch()
 
   useEffect(() => {
-    console.debug('defaultPaintingProvider', provider)
+    logger.debug('defaultPaintingProvider', provider)
     if (provider && Options.includes(provider)) {
       dispatch(setDefaultPaintingProvider(provider as PaintingProvider))
     }
diff --git a/src/renderer/src/pages/settings/MCPSettings/providers/lanyun.ts b/src/renderer/src/pages/settings/MCPSettings/providers/lanyun.ts
index 67acf6667f..7c773c5505 100644
--- a/src/renderer/src/pages/settings/MCPSettings/providers/lanyun.ts
+++ b/src/renderer/src/pages/settings/MCPSettings/providers/lanyun.ts
@@ -125,7 +125,7 @@ export const syncTokenLanYunServers = async (
 
     // Transform Token servers to MCP servers format
     const addedServers: MCPServer[] = []
-    console.log('TokenLanYun servers:', servers)
+    logger.debug('TokenLanYun servers:', servers)
     for (const server of servers) {
       try {
         if (!server.operationalUrls?.[0]?.url) continue
diff --git a/src/renderer/src/services/ApiService.ts b/src/renderer/src/services/ApiService.ts
index 0f34a95b6b..399fe9111c 100644
--- a/src/renderer/src/services/ApiService.ts
+++ b/src/renderer/src/services/ApiService.ts
@@ -370,7 +370,7 @@ export async function fetchChatCompletion({
   // TODO
   // onChunkStatus: (status: 'searching' | 'processing' | 'success' | 'error') => void
 }) {
-  console.log('fetchChatCompletion', messages, assistant)
+  logger.debug('fetchChatCompletion', messages, assistant)
 
   const provider = getAssistantProvider(assistant)
   const AI = new AiProvider(provider)
@@ -518,12 +518,12 @@ async function processConversationMemory(messages: Message[], assistant: Assista
     memoryProcessor
       .processConversation(conversationMessages, processorConfig)
       .then((result) => {
-        console.log('Memory processing completed:', result)
+        logger.debug('Memory processing completed:', result)
         if (result.facts.length > 0) {
-          console.log('Extracted facts from conversation:', result.facts)
-          console.log('Memory operations performed:', result.operations)
+          logger.debug('Extracted facts from conversation:', result.facts)
+          logger.debug('Memory operations performed:', result.operations)
         } else {
-          console.log('No facts extracted from conversation')
+          logger.debug('No facts extracted from conversation')
         }
       })
       .catch((error) => {
diff --git a/src/renderer/src/services/KnowledgeService.ts b/src/renderer/src/services/KnowledgeService.ts
index 930422e116..6d8b5fd4ec 100644
--- a/src/renderer/src/services/KnowledgeService.ts
+++ b/src/renderer/src/services/KnowledgeService.ts
@@ -61,7 +61,7 @@ export const getKnowledgeBaseParams = (base: KnowledgeBase): KnowledgeBaseParams
 }
 
 export const getFileFromUrl = async (url: string): Promise<FileMetadata | null> => {
-  console.log('getFileFromUrl', url)
+  logger.debug('getFileFromUrl', url)
   let fileName = ''
 
   if (url && url.includes('CherryStudio')) {
@@ -73,10 +73,10 @@ export const getFileFromUrl = async (url: string): Promise<FileMetadata | null>
       fileName = url.split('\\Data\\Files\\')[1]
     }
   }
-  console.log('fileName', fileName)
+  logger.debug('fileName', fileName)
   if (fileName) {
     const actualFileName = fileName.split(/[/\\]/).pop() || fileName
-    console.log('actualFileName', actualFileName)
+    logger.debug('actualFileName', actualFileName)
     const fileId = actualFileName.split('.')[0]
     const file = await FileManager.getFile(fileId)
     if (file) {
@@ -135,7 +135,7 @@ export const searchKnowledgeBase = async (
     return await Promise.all(
       limitedResults.map(async (item) => {
         const file = await getFileFromUrl(item.metadata.source)
-        console.log('Knowledge search item:', item, 'File:', file)
+        logger.debug('Knowledge search item:', item, 'File:', file)
         return { ...item, file }
       })
     )
diff --git a/src/renderer/src/services/MemoryProcessor.ts b/src/renderer/src/services/MemoryProcessor.ts
index bbceae0b81..20be0d3b4b 100644
--- a/src/renderer/src/services/MemoryProcessor.ts
+++ b/src/renderer/src/services/MemoryProcessor.ts
@@ -238,7 +238,7 @@ export class MemoryProcessor {
         limit
       })
 
-      console.log(
+      logger.debug(
         'Searching memories with query:',
         query,
         'for user:',
diff --git a/src/renderer/src/services/messageStreaming/callbacks/baseCallbacks.ts b/src/renderer/src/services/messageStreaming/callbacks/baseCallbacks.ts
index 67a6626f50..0bcfe50592 100644
--- a/src/renderer/src/services/messageStreaming/callbacks/baseCallbacks.ts
+++ b/src/renderer/src/services/messageStreaming/callbacks/baseCallbacks.ts
@@ -1,3 +1,4 @@
+import { loggerService } from '@logger'
 import { autoRenameTopic } from '@renderer/hooks/useTopic'
 import i18n from '@renderer/i18n'
 import { EVENT_NAMES, EventEmitter } from '@renderer/services/EventService'
@@ -21,6 +22,7 @@ import { isFocused, isOnHomePage } from '@renderer/utils/window'
 
 import { BlockManager } from '../BlockManager'
 
+const logger = loggerService.withContext('BaseCallbacks')
 interface BaseCallbacksDependencies {
   blockManager: BlockManager
   dispatch: any
@@ -68,7 +70,7 @@ export const createBaseCallbacks = (deps: BaseCallbacksDependencies) => {
     },
 
     onError: async (error: any) => {
-      console.dir(error, { depth: null })
+      logger.debug('onError', error)
       const isErrorTypeAbort = isAbortError(error)
       let pauseErrorLanguagePlaceholder = ''
       if (isErrorTypeAbort) {
diff --git a/src/renderer/src/services/messageStreaming/callbacks/citationCallbacks.ts b/src/renderer/src/services/messageStreaming/callbacks/citationCallbacks.ts
index cbaef2cb5a..c1ee6f6b05 100644
--- a/src/renderer/src/services/messageStreaming/callbacks/citationCallbacks.ts
+++ b/src/renderer/src/services/messageStreaming/callbacks/citationCallbacks.ts
@@ -43,9 +43,9 @@ export const createCitationCallbacks = (deps: CitationCallbacksDependencies) =>
     onLLMWebSearchInProgress: async () => {
       if (blockManager.hasInitialPlaceholder) {
         // blockManager.lastBlockType = MessageBlockType.CITATION
-        console.log('blockManager.initialPlaceholderBlockId', blockManager.initialPlaceholderBlockId)
+        logger.debug('blockManager.initialPlaceholderBlockId', blockManager.initialPlaceholderBlockId)
         citationBlockId = blockManager.initialPlaceholderBlockId!
-        console.log('citationBlockId', citationBlockId)
+        logger.debug('citationBlockId', citationBlockId)
 
         const changes = {
           type: MessageBlockType.CITATION,
diff --git a/src/renderer/src/store/knowledge.ts b/src/renderer/src/store/knowledge.ts
index dc7c328787..b82e99f471 100644
--- a/src/renderer/src/store/knowledge.ts
+++ b/src/renderer/src/store/knowledge.ts
@@ -1,7 +1,10 @@
+import { loggerService } from '@logger'
 import { createSlice, PayloadAction } from '@reduxjs/toolkit'
 import FileManager from '@renderer/services/FileManager'
 import { FileMetadata, KnowledgeBase, KnowledgeItem, ProcessingStatus } from '@renderer/types'
 
+const logger = loggerService.withContext('Store:Knowledge')
+
 export interface KnowledgeState {
   bases: KnowledgeBase[]
 }
@@ -176,7 +179,7 @@ const knowledgeSlice = createSlice({
       action: PayloadAction<{ baseId: string; itemId: string; uniqueId: string; uniqueIds: string[] }>
     ) {
       const base = state.bases.find((b) => b.id === action.payload.baseId)
-      console.log('base2', base)
+      logger.silly('base2', base)
       if (base) {
         const item = base.items.find((item) => item.id === action.payload.itemId)
         if (item) {
@@ -191,10 +194,10 @@ const knowledgeSlice = createSlice({
       action: PayloadAction<{ baseId: string; itemId: string; isPreprocessed: boolean }>
     ) {
       const base = state.bases.find((b) => b.id === action.payload.baseId)
-      console.log('base', base)
+      logger.silly('base', base)
       if (base) {
         const item = base.items.find((item) => item.id === action.payload.itemId)
-        console.log('item', item)
+        logger.silly('item', item)
         if (item) {
           item.isPreprocessed = action.payload.isPreprocessed
         }
diff --git a/src/renderer/src/utils/shiki.ts b/src/renderer/src/utils/shiki.ts
index 7ad0913ffe..5334a4446a 100644
--- a/src/renderer/src/utils/shiki.ts
+++ b/src/renderer/src/utils/shiki.ts
@@ -1,3 +1,4 @@
+import { loggerService } from '@logger'
 import { BundledLanguage, BundledTheme } from 'shiki/bundle/web'
 import { getTokenStyleObject, type HighlighterGeneric, SpecialLanguage, ThemedToken } from 'shiki/core'
 
@@ -6,6 +7,8 @@ import { AsyncInitializer } from './asyncInitializer'
 export const DEFAULT_LANGUAGES = ['javascript', 'typescript', 'python', 'java', 'markdown', 'json']
 export const DEFAULT_THEMES = ['one-light', 'material-theme-darker']
 
+const logger = loggerService.withContext('Shiki')
+
 /**
  * shiki 初始化器，避免并发问题
  */
@@ -87,7 +90,7 @@ export async function loadThemeIfNeeded(highlighter: HighlighterGeneric<any, any
       await highlighter.loadTheme(themeData)
     } catch (error) {
       // 回退到 one-light
-      console.debug(`Failed to load theme '${theme}', falling back to 'one-light':`, error)
+      logger.debug(`Failed to load theme '${theme}', falling back to 'one-light':`, error)
       const oneLightTheme = await shiki.bundledThemes['one-light']()
       await highlighter.loadTheme(oneLightTheme)
       loadedTheme = 'one-light'
@@ -153,7 +156,7 @@ export async function getMarkdownIt(theme: string, markdown: string) {
   try {
     actualTheme = await loadThemeIfNeeded(highlighter, theme)
   } catch (error) {
-    console.debug(`Failed to load theme '${theme}', using 'one-light' as fallback:`, error)
+    logger.debug(`Failed to load theme '${theme}', using 'one-light' as fallback:`, error)
     actualTheme = 'one-light'
   }
 
diff --git a/src/renderer/src/workers/pyodide.worker.ts b/src/renderer/src/workers/pyodide.worker.ts
index 896faa6d36..84394d2b82 100644
--- a/src/renderer/src/workers/pyodide.worker.ts
+++ b/src/renderer/src/workers/pyodide.worker.ts
@@ -1,5 +1,9 @@
 /// <reference lib="webworker" />
 
+import { loggerService } from '@logger'
+
+const logger = loggerService.withContext('PyodideWorker')
+
 // 定义输出结构类型
 interface PyodideOutput {
   result: any
@@ -47,7 +51,7 @@ const pyodidePromise = (async () => {
     })
   } catch (error: unknown) {
     const errorMessage = error instanceof Error ? error.message : String(error)
-    console.error('Failed to load Pyodide:', errorMessage)
+    logger.error('Failed to load Pyodide:', errorMessage)
 
     // 通知主线程初始化错误
     self.postMessage({
@@ -77,7 +81,7 @@ function processResult(result: any): any {
     return result
   } catch (error: unknown) {
     const errorMessage = error instanceof Error ? error.message : String(error)
-    console.error('Result processing error:', errorMessage)
+    logger.error('Result processing error:', errorMessage)
     return { __error__: 'Result processing failed', details: errorMessage }
   }
 }
@@ -89,7 +93,7 @@ pyodidePromise
   })
   .catch((error: unknown) => {
     const errorMessage = error instanceof Error ? error.message : String(error)
-    console.error('Failed to load Pyodide:', errorMessage)
+    logger.error('Failed to load Pyodide:', errorMessage)
     self.postMessage({ type: 'error', error: errorMessage })
   })
 
@@ -141,7 +145,7 @@ self.onmessage = async (event) => {
   } catch (error: unknown) {
     // 处理所有其他错误
     const errorMessage = error instanceof Error ? error.message : String(error)
-    console.error('Python processing error:', errorMessage)
+    logger.error('Python processing error:', errorMessage)
 
     if (output.error) {
       output.error += `\nSystem error:\n${errorMessage}`
diff --git a/src/renderer/src/workers/shiki-stream.worker.ts b/src/renderer/src/workers/shiki-stream.worker.ts
index 05e40fdd64..2931e2d2f3 100644
--- a/src/renderer/src/workers/shiki-stream.worker.ts
+++ b/src/renderer/src/workers/shiki-stream.worker.ts
@@ -1,11 +1,14 @@
 /// <reference lib="webworker" />
 
+import { loggerService } from '@logger'
 import { LRUCache } from 'lru-cache'
 import type { HighlighterCore, SpecialLanguage, ThemedToken } from 'shiki/core'
 
 // 注意保持 ShikiStreamTokenizer 依赖简单，避免打包出问题
 import { ShikiStreamTokenizer, ShikiStreamTokenizerOptions } from '../services/ShikiStreamTokenizer'
 
+const logger = loggerService.withContext('ShikiStreamWorker')
+
 // Worker 消息类型
 type WorkerMessageType = 'init' | 'highlight' | 'cleanup' | 'dispose'
 
@@ -93,7 +96,7 @@ async function ensureLanguageAndThemeLoaded(
       await highlighter.loadTheme(themeData)
     } catch (error) {
       // 回退到 one-light
-      console.debug(`Worker: Failed to load theme '${theme}', falling back to 'one-light':`, error)
+      logger.debug(`Worker: Failed to load theme '${theme}', falling back to 'one-light':`, error)
       const { bundledThemes } = await import('shiki')
       const oneLightTheme = await bundledThemes['one-light']()
       await highlighter.loadTheme(oneLightTheme)
@@ -154,7 +157,7 @@ async function highlightCodeChunk(
       recall: result.recall
     }
   } catch (error) {
-    console.error('Worker failed to highlight code chunk:', error)
+    logger.error('Worker failed to highlight code chunk:', error)
 
     // 提供简单的 fallback
     const fallbackToken: ThemedToken = { content: chunk || '', color: '#000000', offset: 0 }