diff --git a/.github/workflows/release-on-version.yml b/.github/workflows/auto-release-pipeline.yml
similarity index 54%
rename from .github/workflows/release-on-version.yml
rename to .github/workflows/auto-release-pipeline.yml
index 2436da3c..8db44694 100644
--- a/.github/workflows/release-on-version.yml
+++ b/.github/workflows/auto-release-pipeline.yml
@@ -1,21 +1,19 @@
-name: Release on Version Change
+name: Auto Release Pipeline
 
 on:
   push:
     branches:
       - main
-    paths:
-      - 'VERSION'
 
 permissions:
   contents: write
   packages: write
 
 jobs:
-  check-and-release:
+  release-pipeline:
     runs-on: ubuntu-latest
-    # 只处理由GitHub Actions提交的VERSION更新
-    if: github.event.pusher.name == 'github-actions[bot]'
+    # 跳过由GitHub Actions创建的提交，避免死循环
+    if: github.event.pusher.name != 'github-actions[bot]' && !contains(github.event.head_commit.message, '[skip ci]')
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
@@ -23,29 +21,89 @@ jobs:
         fetch-depth: 0
         token: ${{ secrets.GITHUB_TOKEN }}
 
-    - name: Verify only VERSION changed
-      id: verify
+    - name: Check if version bump is needed
+      id: check
       run: |
-        # 获取最后一次提交变更的文件
-        CHANGED_FILES=$(git diff --name-only HEAD~1..HEAD)
-        echo "Changed files: $CHANGED_FILES"
+        # 获取当前提交的文件变更
+        CHANGED_FILES=$(git diff --name-only HEAD~1..HEAD 2>/dev/null || git diff --name-only $(git rev-list --max-parents=0 HEAD)..HEAD)
+        echo "Changed files:"
+        echo "$CHANGED_FILES"
         
-        # 检查是否只有VERSION文件
-        if [ "$CHANGED_FILES" = "VERSION" ]; then
-          echo "Only VERSION file changed, proceeding with release"
-          echo "should_release=true" >> $GITHUB_OUTPUT
+        # 检查是否只有无关文件（.md, docs/, .github/等）
+        SIGNIFICANT_CHANGES=false
+        while IFS= read -r file; do
+          # 跳过空行
+          [ -z "$file" ] && continue
           
-          # 读取新版本号
-          NEW_VERSION=$(cat VERSION | tr -d '[:space:]')
-          echo "new_version=$NEW_VERSION" >> $GITHUB_OUTPUT
-          echo "new_tag=v$NEW_VERSION" >> $GITHUB_OUTPUT
+          # 检查是否是需要忽略的文件
+          if [[ ! "$file" =~ \.(md|txt)$ ]] && 
+             [[ ! "$file" =~ ^docs/ ]] && 
+             [[ ! "$file" =~ ^\.github/ ]] &&
+             [[ "$file" != "VERSION" ]] &&
+             [[ "$file" != ".gitignore" ]] &&
+             [[ "$file" != "LICENSE" ]]; then
+            echo "Found significant change in: $file"
+            SIGNIFICANT_CHANGES=true
+            break
+          fi
+        done <<< "$CHANGED_FILES"
+        
+        if [ "$SIGNIFICANT_CHANGES" = true ]; then
+          echo "Significant changes detected, version bump needed"
+          echo "needs_bump=true" >> $GITHUB_OUTPUT
         else
-          echo "Other files changed besides VERSION, skipping release"
-          echo "should_release=false" >> $GITHUB_OUTPUT
+          echo "No significant changes, skipping version bump"
+          echo "needs_bump=false" >> $GITHUB_OUTPUT
         fi
 
+    - name: Get current version
+      if: steps.check.outputs.needs_bump == 'true'
+      id: get_version
+      run: |
+        # 获取最新的tag版本
+        LATEST_TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo "v0.0.0")
+        echo "Latest tag: $LATEST_TAG"
+        
+        # 从tag中提取版本号
+        VERSION=${LATEST_TAG#v}
+        echo "Current version: $VERSION"
+        echo "current_version=$VERSION" >> $GITHUB_OUTPUT
+
+    - name: Calculate next version
+      if: steps.check.outputs.needs_bump == 'true'
+      id: next_version
+      run: |
+        VERSION="${{ steps.get_version.outputs.current_version }}"
+        
+        # 分割版本号
+        IFS='.' read -r -a version_parts <<< "$VERSION"
+        MAJOR="${version_parts[0]:-0}"
+        MINOR="${version_parts[1]:-0}"
+        PATCH="${version_parts[2]:-0}"
+        
+        # 默认递增patch版本
+        NEW_PATCH=$((PATCH + 1))
+        NEW_VERSION="${MAJOR}.${MINOR}.${NEW_PATCH}"
+        
+        echo "New version: $NEW_VERSION"
+        echo "new_version=$NEW_VERSION" >> $GITHUB_OUTPUT
+        echo "new_tag=v$NEW_VERSION" >> $GITHUB_OUTPUT
+
+    - name: Update VERSION file
+      if: steps.check.outputs.needs_bump == 'true'
+      run: |
+        echo "${{ steps.next_version.outputs.new_version }}" > VERSION
+        
+        # 配置git
+        git config user.name "github-actions[bot]"
+        git config user.email "github-actions[bot]@users.noreply.github.com"
+        
+        # 提交VERSION文件 - 添加 [skip ci] 以避免再次触发
+        git add VERSION
+        git commit -m "chore: sync VERSION file with release ${{ steps.next_version.outputs.new_tag }} [skip ci]"
+
     - name: Install git-cliff
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       run: |
         wget -q https://github.com/orhun/git-cliff/releases/download/v1.4.0/git-cliff-1.4.0-x86_64-unknown-linux-gnu.tar.gz
         tar -xzf git-cliff-1.4.0-x86_64-unknown-linux-gnu.tar.gz
@@ -53,11 +111,11 @@ jobs:
         sudo mv git-cliff-1.4.0/git-cliff /usr/local/bin/
 
     - name: Generate changelog
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       id: changelog
       run: |
         # 获取上一个tag以来的更新日志
-        LATEST_TAG=$(git describe --tags --abbrev=0 --exclude="${{ steps.verify.outputs.new_tag }}" 2>/dev/null || echo "")
+        LATEST_TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo "")
         if [ -n "$LATEST_TAG" ]; then
           # 排除VERSION文件的提交
           CHANGELOG=$(git-cliff --config .github/cliff.toml $LATEST_TAG..HEAD --strip header | grep -v "bump version" | sed '/^$/d' || echo "- 代码优化和改进")
@@ -69,25 +127,23 @@ jobs:
         echo "EOF" >> $GITHUB_OUTPUT
 
     - name: Create and push tag
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       run: |
-        NEW_TAG="${{ steps.verify.outputs.new_tag }}"
-        git config user.name "github-actions[bot]"
-        git config user.email "github-actions[bot]@users.noreply.github.com"
+        NEW_TAG="${{ steps.next_version.outputs.new_tag }}"
         git tag -a "$NEW_TAG" -m "Release $NEW_TAG"
-        git push origin "$NEW_TAG"
+        git push origin HEAD:main "$NEW_TAG"
 
     - name: Create GitHub Release
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       uses: softprops/action-gh-release@v1
       with:
-        tag_name: ${{ steps.verify.outputs.new_tag }}
-        name: Release ${{ steps.verify.outputs.new_version }}
+        tag_name: ${{ steps.next_version.outputs.new_tag }}
+        name: Release ${{ steps.next_version.outputs.new_version }}
         body: |
           ## 🐳 Docker 镜像
           
           ```bash
-          docker pull ${{ secrets.DOCKERHUB_USERNAME || 'weishaw' }}/claude-relay-service:${{ steps.verify.outputs.new_tag }}
+          docker pull ${{ secrets.DOCKERHUB_USERNAME || 'weishaw' }}/claude-relay-service:${{ steps.next_version.outputs.new_tag }}
           docker pull ${{ secrets.DOCKERHUB_USERNAME || 'weishaw' }}/claude-relay-service:latest
           ```
           
@@ -104,15 +160,15 @@ jobs:
 
     # Docker构建步骤
     - name: Set up QEMU
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       uses: docker/setup-qemu-action@v3
 
     - name: Set up Docker Buildx
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       uses: docker/setup-buildx-action@v3
 
     - name: Log in to Docker Hub
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       uses: docker/login-action@v3
       with:
         registry: docker.io
@@ -120,31 +176,31 @@ jobs:
         password: ${{ secrets.DOCKERHUB_TOKEN }}
 
     - name: Build and push Docker image
-      if: steps.verify.outputs.should_release == 'true'
+      if: steps.check.outputs.needs_bump == 'true'
       uses: docker/build-push-action@v5
       with:
         context: .
         platforms: linux/amd64,linux/arm64
         push: true
         tags: |
-          ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:${{ steps.verify.outputs.new_tag }}
+          ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:${{ steps.next_version.outputs.new_tag }}
           ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:latest
-          ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:${{ steps.verify.outputs.new_version }}
+          ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:${{ steps.next_version.outputs.new_version }}
         labels: |
-          org.opencontainers.image.version=${{ steps.verify.outputs.new_version }}
+          org.opencontainers.image.version=${{ steps.next_version.outputs.new_version }}
           org.opencontainers.image.revision=${{ github.sha }}
         cache-from: type=gha
         cache-to: type=gha,mode=max
 
     - name: Send Telegram Notification
-      if: steps.verify.outputs.should_release == 'true' && env.TELEGRAM_BOT_TOKEN != '' && env.TELEGRAM_CHAT_ID != ''
+      if: steps.check.outputs.needs_bump == 'true' && env.TELEGRAM_BOT_TOKEN != '' && env.TELEGRAM_CHAT_ID != ''
       env:
         TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
         TELEGRAM_CHAT_ID: ${{ secrets.TELEGRAM_CHAT_ID }}
       continue-on-error: true
       run: |
-        VERSION="${{ steps.verify.outputs.new_version }}"
-        TAG="${{ steps.verify.outputs.new_tag }}"
+        VERSION="${{ steps.next_version.outputs.new_version }}"
+        TAG="${{ steps.next_version.outputs.new_tag }}"
         REPO="${{ github.repository }}"
         
         # 获取更新内容并限制长度
diff --git a/.github/workflows/auto-version-bump.yml b/.github/workflows/auto-version-bump.yml
deleted file mode 100644
index ea5a6834..00000000
--- a/.github/workflows/auto-version-bump.yml
+++ /dev/null
@@ -1,102 +0,0 @@
-name: Auto Version Bump
-
-on:
-  push:
-    branches:
-      - main
-
-permissions:
-  contents: write
-
-jobs:
-  version-bump:
-    runs-on: ubuntu-latest
-    # 跳过由GitHub Actions创建的提交，避免死循环
-    if: github.event.pusher.name != 'github-actions[bot]'
-    steps:
-    - name: Checkout code
-      uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-        token: ${{ secrets.GITHUB_TOKEN }}
-
-    - name: Check if version bump is needed
-      id: check
-      run: |
-        # 获取当前提交的文件变更
-        CHANGED_FILES=$(git diff --name-only HEAD~1..HEAD 2>/dev/null || git diff --name-only $(git rev-list --max-parents=0 HEAD)..HEAD)
-        echo "Changed files:"
-        echo "$CHANGED_FILES"
-        
-        # 检查是否只有无关文件（.md, docs/, .github/等）
-        SIGNIFICANT_CHANGES=false
-        while IFS= read -r file; do
-          # 跳过空行
-          [ -z "$file" ] && continue
-          
-          # 检查是否是需要忽略的文件
-          if [[ ! "$file" =~ \.(md|txt)$ ]] && 
-             [[ ! "$file" =~ ^docs/ ]] && 
-             [[ ! "$file" =~ ^\.github/ ]] &&
-             [[ "$file" != "VERSION" ]] &&
-             [[ "$file" != ".gitignore" ]] &&
-             [[ "$file" != "LICENSE" ]]; then
-            echo "Found significant change in: $file"
-            SIGNIFICANT_CHANGES=true
-            break
-          fi
-        done <<< "$CHANGED_FILES"
-        
-        if [ "$SIGNIFICANT_CHANGES" = true ]; then
-          echo "Significant changes detected, version bump needed"
-          echo "needs_bump=true" >> $GITHUB_OUTPUT
-        else
-          echo "No significant changes, skipping version bump"
-          echo "needs_bump=false" >> $GITHUB_OUTPUT
-        fi
-
-    - name: Get current version
-      if: steps.check.outputs.needs_bump == 'true'
-      id: get_version
-      run: |
-        # 获取最新的tag版本
-        LATEST_TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo "v0.0.0")
-        echo "Latest tag: $LATEST_TAG"
-        
-        # 从tag中提取版本号
-        VERSION=${LATEST_TAG#v}
-        echo "Current version: $VERSION"
-        echo "current_version=$VERSION" >> $GITHUB_OUTPUT
-
-    - name: Calculate next version
-      if: steps.check.outputs.needs_bump == 'true'
-      id: next_version
-      run: |
-        VERSION="${{ steps.get_version.outputs.current_version }}"
-        
-        # 分割版本号
-        IFS='.' read -r -a version_parts <<< "$VERSION"
-        MAJOR="${version_parts[0]:-0}"
-        MINOR="${version_parts[1]:-0}"
-        PATCH="${version_parts[2]:-0}"
-        
-        # 默认递增patch版本
-        NEW_PATCH=$((PATCH + 1))
-        NEW_VERSION="${MAJOR}.${MINOR}.${NEW_PATCH}"
-        
-        echo "New version: $NEW_VERSION"
-        echo "new_version=$NEW_VERSION" >> $GITHUB_OUTPUT
-
-    - name: Update VERSION file
-      if: steps.check.outputs.needs_bump == 'true'
-      run: |
-        echo "${{ steps.next_version.outputs.new_version }}" > VERSION
-        
-        # 配置git
-        git config user.name "github-actions[bot]"
-        git config user.email "github-actions[bot]@users.noreply.github.com"
-        
-        # 提交VERSION文件
-        git add VERSION
-        git commit -m "chore: bump version to ${{ steps.next_version.outputs.new_version }}"
-        git push origin main
\ No newline at end of file
diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml
deleted file mode 100644
index 4d34f1a4..00000000
--- a/.github/workflows/docker-publish.yml
+++ /dev/null
@@ -1,101 +0,0 @@
-name: Docker Build & Push
-
-on:
-  push:
-    tags:
-      - 'v*'
-  workflow_dispatch:
-
-env:
-  REGISTRY: docker.io
-  IMAGE_NAME: ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      packages: write
-
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-
-    - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3
-
-    - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3
-
-    - name: Log in to Docker Hub
-      if: github.event_name != 'pull_request'
-      uses: docker/login-action@v3
-      with:
-        registry: ${{ env.REGISTRY }}
-        username: ${{ secrets.DOCKERHUB_USERNAME }}
-        password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-    - name: Extract metadata
-      id: meta
-      uses: docker/metadata-action@v5
-      with:
-        images: ${{ env.IMAGE_NAME }}
-        tags: |
-          type=ref,event=branch
-          type=ref,event=pr
-          type=semver,pattern={{version}},priority=1000
-          type=semver,pattern={{major}}.{{minor}}
-          type=semver,pattern={{major}}
-          type=sha,prefix=sha-,format=short
-          type=raw,value=latest,enable={{is_default_branch}}
-
-    - name: Build and push Docker image
-      uses: docker/build-push-action@v5
-      with:
-        context: .
-        platforms: linux/amd64,linux/arm64
-        push: ${{ github.event_name != 'pull_request' }}
-        tags: ${{ steps.meta.outputs.tags }}
-        labels: ${{ steps.meta.outputs.labels }}
-        cache-from: type=gha
-        cache-to: type=gha,mode=max
-
-  test:
-    needs: build
-    runs-on: ubuntu-latest
-    if: github.event_name != 'pull_request'
-    permissions:
-      contents: read
-      security-events: write
-    
-    steps:
-    - name: Run Trivy vulnerability scanner
-      uses: aquasecurity/trivy-action@master
-      with:
-        image-ref: ${{ env.IMAGE_NAME }}:latest
-        format: 'sarif'
-        output: 'trivy-results.sarif'
-
-    - name: Upload Trivy scan results to GitHub Security tab
-      uses: github/codeql-action/upload-sarif@v3
-      if: always()
-      with:
-        sarif_file: 'trivy-results.sarif'
-
-  update-description:
-    needs: build
-    runs-on: ubuntu-latest
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-    
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-
-    - name: Update Docker Hub Description
-      uses: peter-evans/dockerhub-description@v3
-      with:
-        username: ${{ secrets.DOCKERHUB_USERNAME }}
-        password: ${{ secrets.DOCKERHUB_TOKEN }}
-        repository: ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service
-        readme-filepath: ./README.md
-        short-description: "Claude Code API Relay Service - 多账户管理的Claude API中转服务"
\ No newline at end of file
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
deleted file mode 100644
index 603fee45..00000000
--- a/.github/workflows/release.yml
+++ /dev/null
@@ -1,56 +0,0 @@
-name: Create Release
-
-on:
-  push:
-    tags:
-      - 'v*'
-
-permissions:
-  contents: write
-
-jobs:
-  release:
-    runs-on: ubuntu-latest
-    steps:
-    - name: Checkout code
-      uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-
-    - name: Install git-cliff
-      run: |
-        wget -q https://github.com/orhun/git-cliff/releases/download/v1.4.0/git-cliff-1.4.0-x86_64-unknown-linux-gnu.tar.gz
-        tar -xzf git-cliff-1.4.0-x86_64-unknown-linux-gnu.tar.gz
-        chmod +x git-cliff-1.4.0/git-cliff
-        sudo mv git-cliff-1.4.0/git-cliff /usr/local/bin/
-
-    - name: Generate changelog
-      id: changelog
-      run: |
-        CHANGELOG=$(git-cliff --config .github/cliff.toml --latest --strip header)
-        echo "content<<EOF" >> $GITHUB_OUTPUT
-        echo "$CHANGELOG" >> $GITHUB_OUTPUT
-        echo "EOF" >> $GITHUB_OUTPUT
-
-    - name: Create Release
-      uses: softprops/action-gh-release@v1
-      with:
-        body: |
-          ## 🐳 Docker 镜像
-          
-          ```bash
-          docker pull ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:${{ github.ref_name }}
-          docker pull ${{ secrets.DOCKERHUB_USERNAME }}/claude-relay-service:latest
-          ```
-          
-          ## 📦 主要更新
-          
-          ${{ steps.changelog.outputs.content }}
-          
-          ## 📋 完整更新日志
-          
-          查看 [所有版本](https://github.com/${{ github.repository }}/releases)
-          
-        draft: false
-        prerelease: false
-        generate_release_notes: true
\ No newline at end of file