diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 1fbead4..71b7605 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -15,6 +15,8 @@ jobs:
     steps:
       - name: Check out git repository
         uses: actions/checkout@v4
+        with:
+          fetch-depth: 0 
 
       - name: Install Node.js
         uses: actions/setup-node@v4
@@ -30,7 +32,39 @@ jobs:
           npx tsc
           npx vite build
 
+      # --- 生成更新日志步骤 ---
+      - name: Build Changelog
+        id: build_changelog
+        uses: mikepenz/release-changelog-builder-action@v4
+        with:
+          outputFile: "release-notes.md"
+          configurationJson: |
+            {
+              "categories": [
+                {
+                  "title": "## 🚀 Features",
+                  "labels": ["feat", "feature"]
+                },
+                {
+                  "title": "## 🐛 Fixes",
+                  "labels": ["fix", "bug"]
+                },
+                {
+                  "title": "## 🧰 Maintenance",
+                  "labels": ["chore", "refactor", "docs", "perf"]
+                }
+              ],
+              "template": "# Release Notes\n\n{{CHANGELOG}}" 
+            }
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      # --- 打包并发布步骤 ---
       - name: Package and Publish
         env:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: npx electron-builder --publish always
\ No newline at end of file
+        run: >
+          npx electron-builder 
+          --publish always 
+          -c.releaseInfo.releaseNotesFile=release-notes.md 
+          -c.publish.releaseType=release
\ No newline at end of file
diff --git a/electron/services/exportService.ts b/electron/services/exportService.ts
index 8a2613c..98f6363 100644
--- a/electron/services/exportService.ts
+++ b/electron/services/exportService.ts
@@ -1,5 +1,8 @@
 import * as fs from 'fs'
 import * as path from 'path'
+import * as http from 'http'
+import * as https from 'https'
+import { fileURLToPath } from 'url'
 import { ConfigService } from './config'
 import { wcdbService } from './wcdbService'
 
@@ -298,9 +301,9 @@ class ExportService {
     sessionId: string,
     cleanedMyWxid: string,
     dateRange?: { start: number; end: number } | null
-  ): Promise<{ rows: any[]; memberSet: Map<string, ChatLabMember>; firstTime: number | null; lastTime: number | null }> {
+  ): Promise<{ rows: any[]; memberSet: Map<string, { member: ChatLabMember; avatarUrl?: string }>; firstTime: number | null; lastTime: number | null }> {
     const rows: any[] = []
-    const memberSet = new Map<string, ChatLabMember>()
+    const memberSet = new Map<string, { member: ChatLabMember; avatarUrl?: string }>()
     let firstTime: number | null = null
     let lastTime: number | null = null
 
@@ -336,8 +339,11 @@ class ExportService {
           const memberInfo = await this.getContactInfo(actualSender)
           if (!memberSet.has(actualSender)) {
             memberSet.set(actualSender, {
-              platformId: actualSender,
-              accountName: memberInfo.displayName
+              member: {
+                platformId: actualSender,
+                accountName: memberInfo.displayName
+              },
+              avatarUrl: memberInfo.avatarUrl
             })
           }
 
@@ -361,6 +367,121 @@ class ExportService {
     return { rows, memberSet, firstTime, lastTime }
   }
 
+  private resolveAvatarFile(avatarUrl?: string): { data?: Buffer; sourcePath?: string; sourceUrl?: string; ext: string; mime?: string } | null {
+    if (!avatarUrl) return null
+    if (avatarUrl.startsWith('data:')) {
+      const match = /^data:(image\/[a-zA-Z0-9.+-]+);base64,(.+)$/i.exec(avatarUrl)
+      if (!match) return null
+      const mime = match[1].toLowerCase()
+      const data = Buffer.from(match[2], 'base64')
+      const ext = mime.includes('png') ? '.png'
+        : mime.includes('gif') ? '.gif'
+        : mime.includes('webp') ? '.webp'
+        : '.jpg'
+      return { data, ext, mime }
+    }
+    if (avatarUrl.startsWith('file://')) {
+      try {
+        const sourcePath = fileURLToPath(avatarUrl)
+        const ext = path.extname(sourcePath) || '.jpg'
+        return { sourcePath, ext }
+      } catch {
+        return null
+      }
+    }
+    if (avatarUrl.startsWith('http://') || avatarUrl.startsWith('https://')) {
+      const url = new URL(avatarUrl)
+      const ext = path.extname(url.pathname) || '.jpg'
+      return { sourceUrl: avatarUrl, ext }
+    }
+    const sourcePath = avatarUrl
+    const ext = path.extname(sourcePath) || '.jpg'
+    return { sourcePath, ext }
+  }
+
+  private async downloadToBuffer(url: string, remainingRedirects = 2): Promise<{ data: Buffer; mime?: string } | null> {
+    const client = url.startsWith('https:') ? https : http
+    return new Promise((resolve) => {
+      const request = client.get(url, (res) => {
+        const status = res.statusCode || 0
+        if (status >= 300 && status < 400 && res.headers.location && remainingRedirects > 0) {
+          res.resume()
+          const redirectedUrl = new URL(res.headers.location, url).href
+          this.downloadToBuffer(redirectedUrl, remainingRedirects - 1)
+            .then(resolve)
+          return
+        }
+        if (status < 200 || status >= 300) {
+          res.resume()
+          resolve(null)
+          return
+        }
+        const chunks: Buffer[] = []
+        res.on('data', (chunk) => chunks.push(Buffer.isBuffer(chunk) ? chunk : Buffer.from(chunk)))
+        res.on('end', () => {
+          const data = Buffer.concat(chunks)
+          const mime = typeof res.headers['content-type'] === 'string' ? res.headers['content-type'] : undefined
+          resolve({ data, mime })
+        })
+      })
+      request.on('error', () => resolve(null))
+      request.setTimeout(15000, () => {
+        request.destroy()
+        resolve(null)
+      })
+    })
+  }
+
+  private async exportAvatars(
+    members: Array<{ username: string; avatarUrl?: string }>
+  ): Promise<Map<string, string>> {
+    const result = new Map<string, string>()
+    if (members.length === 0) return result
+
+    for (const member of members) {
+      const fileInfo = this.resolveAvatarFile(member.avatarUrl)
+      if (!fileInfo) continue
+      try {
+        let data: Buffer | null = null
+        let mime = fileInfo.mime
+        if (fileInfo.data) {
+          data = fileInfo.data
+        } else if (fileInfo.sourcePath && fs.existsSync(fileInfo.sourcePath)) {
+          data = await fs.promises.readFile(fileInfo.sourcePath)
+        } else if (fileInfo.sourceUrl) {
+          const downloaded = await this.downloadToBuffer(fileInfo.sourceUrl)
+          if (downloaded) {
+            data = downloaded.data
+            mime = downloaded.mime || mime
+          }
+        }
+        if (!data) continue
+        const finalMime = mime || this.inferImageMime(fileInfo.ext)
+        const base64 = data.toString('base64')
+        result.set(member.username, `data:${finalMime};base64,${base64}`)
+      } catch {
+        continue
+      }
+    }
+
+    return result
+  }
+
+  private inferImageMime(ext: string): string {
+    switch (ext.toLowerCase()) {
+      case '.png':
+        return 'image/png'
+      case '.gif':
+        return 'image/gif'
+      case '.webp':
+        return 'image/webp'
+      case '.bmp':
+        return 'image/bmp'
+      default:
+        return 'image/jpeg'
+    }
+  }
+
   /**
    * 导出单个会话为 ChatLab 格式
    */
@@ -399,7 +520,7 @@ class ExportService {
       })
 
       const chatLabMessages: ChatLabMessage[] = allMessages.map((msg) => {
-        const memberInfo = collected.memberSet.get(msg.senderUsername) || {
+        const memberInfo = collected.memberSet.get(msg.senderUsername)?.member || {
           platformId: msg.senderUsername,
           accountName: msg.senderUsername
         }
@@ -412,6 +533,23 @@ class ExportService {
         }
       })
 
+      const avatarMap = options.exportAvatars
+        ? await this.exportAvatars(
+          [
+            ...Array.from(collected.memberSet.entries()).map(([username, info]) => ({
+              username,
+              avatarUrl: info.avatarUrl
+            })),
+            { username: sessionId, avatarUrl: sessionInfo.avatarUrl }
+          ]
+        )
+        : new Map<string, string>()
+
+      const members = Array.from(collected.memberSet.values()).map((info) => {
+        const avatar = avatarMap.get(info.member.platformId)
+        return avatar ? { ...info.member, avatar } : info.member
+      })
+
       const chatLabExport: ChatLabExport = {
         chatlab: {
           version: '0.0.1',
@@ -424,7 +562,7 @@ class ExportService {
           type: isGroup ? 'group' : 'private',
           ...(isGroup && { groupId: sessionId })
         },
-        members: Array.from(collected.memberSet.values()),
+        members,
         messages: chatLabMessages
       }
 
@@ -538,6 +676,29 @@ class ExportService {
         messages: allMessages
       }
 
+      if (options.exportAvatars) {
+        const avatarMap = await this.exportAvatars(
+          [
+            ...Array.from(collected.memberSet.entries()).map(([username, info]) => ({
+              username,
+              avatarUrl: info.avatarUrl
+            })),
+            { username: sessionId, avatarUrl: sessionInfo.avatarUrl }
+          ]
+        )
+        const avatars: Record<string, string> = {}
+        for (const [username, relPath] of avatarMap.entries()) {
+          avatars[username] = relPath
+        }
+        if (Object.keys(avatars).length > 0) {
+          detailedExport.session = {
+            ...detailedExport.session,
+            avatar: avatars[sessionId]
+          }
+          ;(detailedExport as any).avatars = avatars
+        }
+      }
+
       fs.writeFileSync(outputPath, JSON.stringify(detailedExport, null, 2), 'utf-8')
 
       onProgress?.({
diff --git a/src/pages/ExportPage.tsx b/src/pages/ExportPage.tsx
index e39dd07..105d29c 100644
--- a/src/pages/ExportPage.tsx
+++ b/src/pages/ExportPage.tsx
@@ -15,6 +15,7 @@ interface ExportOptions {
   format: 'chatlab' | 'chatlab-jsonl' | 'json' | 'html' | 'txt' | 'excel' | 'sql'
   dateRange: { start: Date; end: Date } | null
   useAllTime: boolean
+  exportAvatars: boolean
 }
 
 interface ExportResult {
@@ -41,7 +42,8 @@ function ExportPage() {
       start: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000),
       end: new Date()
     },
-    useAllTime: true
+    useAllTime: true,
+    exportAvatars: true
   })
 
   const loadSessions = useCallback(async () => {
@@ -140,6 +142,7 @@ function ExportPage() {
       const sessionList = Array.from(selectedSessions)
       const exportOptions = {
         format: options.format,
+        exportAvatars: options.exportAvatars,
         dateRange: options.useAllTime ? null : options.dateRange ? {
           start: Math.floor(options.dateRange.start.getTime() / 1000),
           end: Math.floor(options.dateRange.end.getTime() / 1000)
@@ -289,6 +292,20 @@ function ExportPage() {
             </div>
           </div>
 
+          <div className="setting-section">
+            <h3>导出头像</h3>
+            <div className="time-options">
+              <label className="checkbox-item">
+                <input
+                  type="checkbox"
+                  checked={options.exportAvatars}
+                  onChange={e => setOptions({ ...options, exportAvatars: e.target.checked })}
+                />
+                <span>导出头像图片</span>
+              </label>
+            </div>
+          </div>
+
           <div className="setting-section">
             <h3>导出位置</h3>
             <div className="export-path-display">