diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index 66263c38..da368191 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -63,31 +63,80 @@ jobs:
       # 5. 运行 Ruff 格式检查（与项目的 make lint 命令一致）
       - name: Run Ruff format check
         id: ruff-format
+        # PR 事件中不失败，仅报告问题；Push 事件中仍然会失败
+        continue-on-error: ${{ github.event_name == 'pull_request' }}
         run: |
+          set +e  # 不立即退出失败
+
           echo "Running ruff check (uv run python -m ruff check .)..."
           uv run python -m ruff check .
+          ruff_check_result=$?
 
           echo "Running ruff format diff check (uv run python -m ruff format src --diff)..."
           uv run python -m ruff format src --diff
+          ruff_format_result=$?
 
           echo "Running import sorting check (uv run python -m ruff check --select I src)..."
           uv run python -m ruff check --select I src
+          ruff_import_result=$?
 
-          # 保存检查结果状态
-          if [ $? -eq 0 ]; then
+          # 检查是否有任何错误
+          if [ $ruff_check_result -eq 0 ] && [ $ruff_format_result -eq 0 ] && [ $ruff_import_result -eq 0 ]; then
             echo "ruff_format_passed=true" >> $GITHUB_OUTPUT
             echo "✅ Ruff format check passed"
           else
             echo "ruff_format_passed=false" >> $GITHUB_OUTPUT
-            echo "❌ Ruff format check failed"
+            echo "❌ Ruff format check failed (this is expected for PR reviews)"
+            echo "::warning::Ruff format check found issues that should be addressed"
+
+            # 汇总错误信息
+            echo "## Ruff Format Issues Summary" > $GITHUB_STEP_SUMMARY
+            echo "" >> $GITHUB_STEP_SUMMARY
+            echo "The following formatting issues were found:" >> $GITHUB_STEP_SUMMARY
+            echo "" >> $GITHUB_STEP_SUMMARY
+
+            # 运行 ruff check 以获取详细错误信息
+            echo "### Detailed Issues:" >> $GITHUB_STEP_SUMMARY
+            uv run python -m ruff check . --output-format=github >> $GITHUB_STEP_SUMMARY 2>&1 || true
+
+            echo "" >> $GITHUB_STEP_SUMMARY
+            echo "To fix these issues locally, run:" >> $GITHUB_STEP_SUMMARY
+            echo "\`\`\`bash" >> $GITHUB_STEP_SUMMARY
+            echo "make format" >> $GITHUB_STEP_SUMMARY
+            echo "\`\`\`" >> $GITHUB_STEP_SUMMARY
           fi
 
       # 6. 针对不同事件类型执行不同操作
       - name: Process Ruff Results
         if: ${{ github.event_name == 'push' }}
+        env:
+          GIT_AUTHOR_NAME: "GitHub Actions"
+          GIT_AUTHOR_EMAIL: "actions@github.com"
+          GIT_COMMITTER_NAME: "GitHub Actions"
+          GIT_COMMITTER_EMAIL: "actions@github.com"
         run: |
           echo "Processing push event to main branch..."
 
+          # 检查当前是否有未提交的修改
+          if ! git diff --exit-code --quiet; then
+            echo "⚠️  Warning: There are uncommitted changes before formatting"
+            echo "The formatting process might need to handle this specially."
+          fi
+
+          # 先检查是否有格式问题
+          echo "Checking for formatting issues..."
+          set +e
+          uv run python -m ruff check . --quiet
+          has_ruff_issues=$?
+          set -e
+
+          if [ $has_ruff_issues -eq 0 ]; then
+            echo "✅ No formatting issues found"
+            exit 0
+          fi
+
+          echo "Formatting issues detected, running automatic fixes..."
+
           # 自动应用格式修复（与项目的 make format 命令一致）
           echo "Running uv run ruff format ."
           uv run ruff format .
@@ -99,17 +148,24 @@ jobs:
           uv run python -m ruff check --select I src --fix
 
           # 检查是否有格式变更
-          git diff --exit-code --name-only || (
-            echo "Formatting changes detected"
-            git config user.name "GitHub Actions"
-            git config user.email "actions@github.com"
+          echo "Checking for formatting changes..."
+          if git diff --exit-code --quiet; then
+            echo "✅ No formatting changes needed"
+          else
+            echo "📝 Formatting changes detected"
+            echo "Changed files:"
+            git diff --name-only
+
+            # 添加所有变更并提交
             git add .
             git commit -m "style: auto-format with ruff [skip ci]"
+
+            echo "📤 Pushing formatting changes..."
             git push
             echo "✅ Formatting changes committed and pushed"
-          )
+          fi
 
-      - name: Create PR Comment on Failure
+      - name: Create PR Comment with Format Issues
         if: ${{ github.event_name == 'pull_request' && steps.ruff-format.outputs.ruff_format_passed == 'false' }}
         uses: actions/github-script@v7
         with:
@@ -118,35 +174,81 @@ jobs:
             const issue_number = context.issue.number;
             const repo = context.repo;
 
-            const commentBody = `## ⚠️ Ruff Format Check Failed
+            // 获取工作流运行 ID 以链接到特定的检查运行
+            const run_id = process.env.GITHUB_RUN_ID;
+            const run_url = `https://github.com/${repo.owner}/${repo.repo}/actions/runs/${run_id}`;
 
-            The Ruff format check failed on this pull request. Please run the following commands locally to fix formatting issues:
+            const commentBody = `## 📋 Ruff Format Review
+
+            The Ruff format check found some issues in this pull request. **This does not block the PR** - it's just a review of code style:
+
+            🔍 **Issues found**:
+            - Unused imports
+            - Line length violations (>120 characters)
+            - Import sorting issues
+
+            ⚙️ **To fix these issues locally**:
 
             \`\`\`bash
-            # Format code using project make command
+            # Run automatic formatting (same as make format)
             make format
 
-            # Or manually run ruff commands with uv (same as make lint)
-            uv run ruff check .
-            uv run python -m ruff format src --diff
-            uv run python -m ruff check --select I src
-            \`\`\`
-
-            To fix formatting issues:
-            \`\`\`bash
+            # Or manually with uv:
             uv run ruff format .
             uv run ruff check . --fix
             uv run python -m ruff check --select I src --fix
             \`\`\`
 
-            Once formatting issues are resolved, commit and push your changes.`;
+            📝 **To just check without fixing**:
+            \`\`\`bash
+            make lint
+            \`\`\`
 
-            github.rest.issues.createComment({
-              owner: repo.owner,
-              repo: repo.repo,
-              issue_number: issue_number,
-              body: commentBody
-            });
+            🔗 **View detailed linting output**: [Ruff Check Run #${run_id}](${run_url})
+
+            ---
+            *Note: This is an automated review for code formatting consistency. The PR can still be merged even with these formatting issues.*`;
+
+            // 先尝试更新已有的评论（如果存在）
+            try {
+              const comments = await github.rest.issues.listComments({
+                owner: repo.owner,
+                repo: repo.repo,
+                issue_number: issue_number,
+              });
+
+              const botComment = comments.data.find(comment =>
+                comment.user.login.includes('github-actions') ||
+                comment.body.includes('Ruff Format Review')
+              );
+
+              if (botComment) {
+                await github.rest.issues.updateComment({
+                  owner: repo.owner,
+                  repo: repo.repo,
+                  comment_id: botComment.id,
+                  body: commentBody
+                });
+                console.log("✅ Updated existing comment");
+              } else {
+                await github.rest.issues.createComment({
+                  owner: repo.owner,
+                  repo: repo.repo,
+                  issue_number: issue_number,
+                  body: commentBody
+                });
+                console.log("✅ Created new comment");
+              }
+            } catch (error) {
+              console.error("Error managing comment:", error);
+              // 如果出错，仍然尝试创建新评论
+              await github.rest.issues.createComment({
+                owner: repo.owner,
+                repo: repo.repo,
+                issue_number: issue_number,
+                body: commentBody
+              });
+            }
 
       - name: Create PR Comment on Success
         if: ${{ github.event_name == 'pull_request' && steps.ruff-format.outputs.ruff_format_passed == 'true' }}
@@ -157,13 +259,51 @@ jobs:
             const issue_number = context.issue.number;
             const repo = context.repo;
 
-            const commentBody = `## ✅ Ruff Format Check Passed
+            const commentBody = `## ✅ Ruff Format Review Passed
 
-            All Python files follow the required formatting standards. Great work!`;
+            ✅ **All Python files follow the project's formatting standards!**
 
-            github.rest.issues.createComment({
-              owner: repo.owner,
-              repo: repo.repo,
-              issue_number: issue_number,
-              body: commentBody
-            });
\ No newline at end of file
+            Great work maintaining code consistency! 🎉
+
+            ---
+            *Note: This is an automated review for code formatting. Your code follows the project's Ruff configuration.*`;
+
+            // 清理可能存在的失败评论（如果之前有失败，现在修复了）
+            try {
+              const comments = await github.rest.issues.listComments({
+                owner: repo.owner,
+                repo: repo.repo,
+                issue_number: issue_number,
+              });
+
+              const botComment = comments.data.find(comment =>
+                comment.user.login.includes('github-actions') ||
+                comment.body.includes('Ruff Format Review')
+              );
+
+              if (botComment) {
+                await github.rest.issues.updateComment({
+                  owner: repo.owner,
+                  repo: repo.repo,
+                  comment_id: botComment.id,
+                  body: commentBody
+                });
+                console.log("✅ Updated existing comment");
+              } else {
+                await github.rest.issues.createComment({
+                  owner: repo.owner,
+                  repo: repo.repo,
+                  issue_number: issue_number,
+                  body: commentBody
+                });
+                console.log("✅ Created new comment");
+              }
+            } catch (error) {
+              console.error("Error managing comment:", error);
+              await github.rest.issues.createComment({
+                owner: repo.owner,
+                repo: repo.repo,
+                issue_number: issue_number,
+                body: commentBody
+              });
+            }
\ No newline at end of file