From 71edbe9da682c51ba14bbfc871d5bd295cbce7b6 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 21:47:59 +0800
Subject: [PATCH 01/10] doc: format

---
 .claude/commands/review-commit.md | 4 ++++
 .claude/commands/review-pr.md     | 1 +
 2 files changed, 5 insertions(+)

diff --git a/.claude/commands/review-commit.md b/.claude/commands/review-commit.md
index 8f4a9b4..56bd35f 100644
--- a/.claude/commands/review-commit.md
+++ b/.claude/commands/review-commit.md
@@ -28,6 +28,7 @@ git show $SHA
 ### 步骤 2: 快速分析
 
 检查以下内容：
+
 - commit 信息是否清晰
 - 代码变更是否合理
 - 是否有明显问题
@@ -47,6 +48,7 @@ EOF
 ```
 
 **重要**: 必须将摘要写入 `/tmp/review-summary.json`，格式为 JSON：
+
 - `conclusion`: 审查结论 (PASS/WARN/FAIL)
 - `summary`: 一句话总结（不超过 50 字）
 
@@ -61,9 +63,11 @@ EOF
 **信息**: {commit message}
 
 ### 变更概要
+
 {变更文件列表}
 
 ### 审查结果
+
 ✅ / ⚠️ / ❌ {简要评价}
 
 {如有问题，列出 1-3 个要点}
diff --git a/.claude/commands/review-pr.md b/.claude/commands/review-pr.md
index f26fad3..361467f 100644
--- a/.claude/commands/review-pr.md
+++ b/.claude/commands/review-pr.md
@@ -78,6 +78,7 @@ EOF
 ```
 
 **重要**: 必须在发布评论前将摘要写入 `/tmp/review-summary.json`，格式为 JSON：
+
 - `conclusion`: 审查结论 (APPROVE/REQUEST_CHANGES/COMMENT)
 - `summary`: 一句话总结（不超过 50 字）
 - `critical_count`: 严重问题数量

From 455554ed215ba0c21ae7746723d173e3a5dc468b Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 21:56:26 +0800
Subject: [PATCH 02/10] add custom github token

---
 .github/workflows/commit-review.yml | 1 +
 .github/workflows/pr-review.yml     | 1 +
 2 files changed, 2 insertions(+)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index 04f3497..f04f4cf 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -22,6 +22,7 @@ jobs:
         id: review
         uses: anthropics/claude-code-action@v1
         with:
+          github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           prompt: |
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 3cf0146..88e717f 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -23,6 +23,7 @@ jobs:
         id: review
         uses: anthropics/claude-code-action@v1
         with:
+          github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           prompt: |

From 11f6be63d1d5c151e4830b16726e74a03a9542d6 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:00:14 +0800
Subject: [PATCH 03/10] remote stupid args

---
 .github/workflows/commit-review.yml | 4 ++--
 .github/workflows/pr-review.yml     | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index f04f4cf..086f343 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -27,8 +27,8 @@ jobs:
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           prompt: |
             /review-commit REPO: ${{ github.repository }} SHA: ${{ github.sha }} BRANCH: ${{ github.ref_name }}
-          claude_args: |
-            --allowedTools "Bash(gh *)" "Bash(git *)" "Read" "Glob" "Grep"
+          # claude_args: |
+            # --allowedTools "Bash(gh *)" "Bash(git *)" "Read" "Glob" "Grep"
 
       - name: Notify Feishu
         if: always()
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 88e717f..520ea76 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -28,8 +28,8 @@ jobs:
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           prompt: |
             /review-pr REPO: ${{ github.repository }} PR_NUMBER: ${{ github.event.pull_request.number }}
-          claude_args: |
-            --allowedTools "Bash(gh pr *)" "Bash(git *)" "Read" "Glob" "Grep" "Task" "WebFetch"
+          # claude_args: |
+            # --allowedTools "Bash(gh pr *)" "Bash(git *)" "Read" "Glob" "Grep" "Task" "WebFetch"
 
       - name: Notify Feishu
         if: always()

From f0022d977b1c5802b5254876d920803274caef4f Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:08:28 +0800
Subject: [PATCH 04/10] use direct_prompt

---
 .github/workflows/commit-review.yml | 61 ++++++++++++++++++++--
 .github/workflows/pr-review.yml     | 81 +++++++++++++++++++++++++++--
 2 files changed, 134 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index 086f343..5eb66ee 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -25,10 +25,63 @@ jobs:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
-          prompt: |
-            /review-commit REPO: ${{ github.repository }} SHA: ${{ github.sha }} BRANCH: ${{ github.ref_name }}
-          # claude_args: |
-            # --allowedTools "Bash(gh *)" "Bash(git *)" "Read" "Glob" "Grep"
+          direct_prompt: |
+            你是一个代码审查助手。请对最新的 commit 进行简单审查。
+
+            ## 审查信息
+            - 仓库: ${{ github.repository }}
+            - 分支: ${{ github.ref_name }}
+            - Commit SHA: ${{ github.sha }}
+
+            ## 审查步骤
+
+            ### 1. 获取 Commit 信息
+            执行以下命令：
+            ```bash
+            git show --stat ${{ github.sha }}
+            git show ${{ github.sha }}
+            ```
+
+            ### 2. 快速分析
+            检查：
+            - commit 信息是否清晰
+            - 代码变更是否合理
+            - 是否有明显问题
+
+            ### 3. 保存审查摘要
+            将结果写入文件（用于飞书通知）：
+            ```bash
+            cat > /tmp/review-summary.json << 'EOF'
+            {
+              "conclusion": "PASS 或 WARN 或 FAIL",
+              "summary": "一句话总结（不超过50字）"
+            }
+            EOF
+            ```
+            请根据实际审查结果填写。
+
+            ## 输出格式（简体中文）
+
+            直接输出简要报告：
+            ```
+            ## 📝 Commit 审查 - ${{ github.ref_name }}
+
+            **Commit**: {short_sha}
+            **信息**: {commit message}
+
+            ### 变更概要
+            {变更文件列表}
+
+            ### 审查结果
+            ✅/⚠️/❌ {简要评价}
+
+            {如有问题，列出1-3个要点}
+            ```
+
+            ## 注意事项
+            1. 保持简洁
+            2. 只关注明显问题
+            3. 使用简体中文
 
       - name: Notify Feishu
         if: always()
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 520ea76..71cc07e 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -26,10 +26,83 @@ jobs:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
-          prompt: |
-            /review-pr REPO: ${{ github.repository }} PR_NUMBER: ${{ github.event.pull_request.number }}
-          # claude_args: |
-            # --allowedTools "Bash(gh pr *)" "Bash(git *)" "Read" "Glob" "Grep" "Task" "WebFetch"
+          direct_prompt: |
+            你是一个专业的代码审查助手。请对 PR #${{ github.event.pull_request.number }} 进行全面审查。
+
+            ## 审查信息
+            - 仓库: ${{ github.repository }}
+            - PR 编号: ${{ github.event.pull_request.number }}
+            - PR 标题: ${{ github.event.pull_request.title }}
+
+            ## 审查步骤
+
+            ### 1. 获取 PR 信息
+            执行以下命令获取 PR 详情和代码变更：
+            ```bash
+            gh pr view ${{ github.event.pull_request.number }} --json number,title,body,author,baseRefName,headRefName,files,additions,deletions,changedFiles
+            gh pr diff ${{ github.event.pull_request.number }}
+            ```
+
+            ### 2. 分析代码
+            审查以下维度：
+
+            **代码质量**：代码风格、复杂度、重复代码、命名规范、错误处理、潜在 bug
+
+            **架构设计**：项目结构一致性、依赖合理性、设计模式、关注点分离
+
+            ### 3. 保存审查摘要
+            将审查结果写入文件（用于飞书通知）：
+            ```bash
+            cat > /tmp/review-summary.json << 'EOF'
+            {
+              "conclusion": "APPROVE 或 REQUEST_CHANGES 或 COMMENT",
+              "summary": "一句话总结（不超过50字）",
+              "critical_count": 0,
+              "important_count": 0,
+              "suggestion_count": 0
+            }
+            EOF
+            ```
+            请根据实际审查结果填写 JSON 内容。
+
+            ### 4. 发布审查评论
+            使用以下格式发布评论：
+            ```bash
+            gh pr review ${{ github.event.pull_request.number }} --comment --body "评论内容"
+            ```
+
+            ## 输出格式（简体中文）
+
+            ```markdown
+            ## 🔍 PR 代码审查报告
+
+            ### 📋 概要
+            - **PR 标题**: {title}
+            - **作者**: {author}
+            - **变更文件数**: {changedFiles}
+            - **新增/删除行数**: +{additions} / -{deletions}
+
+            ### 🎯 审查结论
+            {APPROVE/REQUEST_CHANGES/COMMENT 及简要说明}
+
+            ### 🔴 严重问题 (Critical)
+            {严重问题列表，如无则显示"无"}
+
+            ### 🟠 重要问题 (Important)
+            {重要问题列表，如无则显示"无"}
+
+            ### 🟢 改进建议 (Suggestions)
+            {改进建议列表，如无则显示"无"}
+
+            ### 💡 总体评价
+            {对本次 PR 的整体评价}
+            ```
+
+            ## 注意事项
+            1. 所有评论使用简体中文
+            2. 给出具体的文件名和行号
+            3. 对好的实践也要给予肯定
+            4. 保持客观、专业
 
       - name: Notify Feishu
         if: always()

From 61d69b1603cb89588f10bd6ba92ec6d8cda37221 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:10:03 +0800
Subject: [PATCH 05/10] fuck, use prompt

---
 .github/workflows/commit-review.yml | 2 +-
 .github/workflows/pr-review.yml     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index 5eb66ee..cb4bb9a 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -25,7 +25,7 @@ jobs:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
-          direct_prompt: |
+          prompt: |
             你是一个代码审查助手。请对最新的 commit 进行简单审查。
 
             ## 审查信息
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 71cc07e..e094f4c 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -26,7 +26,7 @@ jobs:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
-          direct_prompt: |
+          prompt: |
             你是一个专业的代码审查助手。请对 PR #${{ github.event.pull_request.number }} 进行全面审查。
 
             ## 审查信息

From b34ff47c2289fad774d05dc583b70fde44678e58 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:19:05 +0800
Subject: [PATCH 06/10] remove commands

---
 .claude/commands/review-commit.md   |  80 ----------------
 .claude/commands/review-pr.md       | 137 ----------------------------
 .github/workflows/commit-review.yml |  42 ++-------
 .github/workflows/pr-review.yml     |  67 ++++----------
 4 files changed, 26 insertions(+), 300 deletions(-)
 delete mode 100644 .claude/commands/review-commit.md
 delete mode 100644 .claude/commands/review-pr.md

diff --git a/.claude/commands/review-commit.md b/.claude/commands/review-commit.md
deleted file mode 100644
index 56bd35f..0000000
--- a/.claude/commands/review-commit.md
+++ /dev/null
@@ -1,80 +0,0 @@
----
-description: "简单审查分支的最新 commit"
-argument-hint: "[REPO: owner/repo SHA: commit_sha BRANCH: branch_name]"
----
-
-# /review-commit
-
-对分支的最新 commit 进行简单审查。
-
-## 输入参数
-
-- `REPO`: 仓库名称
-- `SHA`: Commit SHA
-- `BRANCH`: 分支名称
-
-## 审查流程
-
-### 步骤 1: 获取 Commit 信息
-
-```bash
-# 获取 commit 详情
-git show --stat $SHA
-
-# 获取 commit diff
-git show $SHA
-```
-
-### 步骤 2: 快速分析
-
-检查以下内容：
-
-- commit 信息是否清晰
-- 代码变更是否合理
-- 是否有明显问题
-
-### 步骤 3: 保存审查摘要
-
-将审查摘要写入文件供通知使用：
-
-```bash
-# 写入摘要到文件（用于飞书通知）
-cat > /tmp/review-summary.json << 'EOF'
-{
-  "conclusion": "PASS 或 WARN 或 FAIL",
-  "summary": "一句话总结审查结果"
-}
-EOF
-```
-
-**重要**: 必须将摘要写入 `/tmp/review-summary.json`，格式为 JSON：
-
-- `conclusion`: 审查结论 (PASS/WARN/FAIL)
-- `summary`: 一句话总结（不超过 50 字）
-
-### 步骤 4: 输出简要报告
-
-## 输出格式
-
-```markdown
-## 📝 Commit 审查 - {BRANCH}
-
-**Commit**: `{SHA}`
-**信息**: {commit message}
-
-### 变更概要
-
-{变更文件列表}
-
-### 审查结果
-
-✅ / ⚠️ / ❌ {简要评价}
-
-{如有问题，列出 1-3 个要点}
-```
-
-## 注意事项
-
-1. 保持简洁，不需要详细分析
-2. 只关注明显问题
-3. 使用简体中文
diff --git a/.claude/commands/review-pr.md b/.claude/commands/review-pr.md
deleted file mode 100644
index 361467f..0000000
--- a/.claude/commands/review-pr.md
+++ /dev/null
@@ -1,137 +0,0 @@
----
-description: "对 GitHub Pull Request 进行自动化代码审查"
-argument-hint: "[REPO: owner/repo PR_NUMBER: number]"
----
-
-# /review-pr
-
-对 GitHub Pull Request 进行全面的自动化代码审查，包括代码质量和架构设计分析。
-
-## 输入参数
-
-- `REPO`: 仓库名称，格式为 `owner/repo`
-- `PR_NUMBER`: Pull Request 编号
-
-## 审查流程
-
-### 步骤 1: 获取 PR 信息
-
-首先获取 PR 的详细信息和代码变更：
-
-```bash
-# 获取 PR 详情
-gh pr view $PR_NUMBER --repo $REPO --json number,title,body,author,baseRefName,headRefName,files,additions,deletions,changedFiles
-
-# 获取代码变更
-gh pr diff $PR_NUMBER --repo $REPO
-```
-
-### 步骤 2: 并行分析
-
-使用 subagent 并行分析以下维度：
-
-#### 分析 A - 代码质量
-
-分析代码变更中的：
-
-- 代码风格一致性
-- 代码复杂度
-- 重复代码
-- 命名规范
-- 错误处理
-- 潜在的 bug 或安全问题
-
-#### 分析 B - 架构设计
-
-分析代码变更中的：
-
-- 与项目现有结构的一致性
-- 新增依赖的合理性
-- 设计模式的使用
-- 关注点分离
-- 模块化程度
-- API 设计合理性
-
-### 步骤 3: 生成审查报告
-
-将分析结果整合为结构化的审查报告，按严重程度分类：
-
-- **严重 (Critical)**: 必须修复的问题，如安全漏洞、严重 bug
-- **重要 (Important)**: 建议修复的问题，如设计缺陷、性能问题
-- **建议 (Suggestion)**: 可选的改进建议，如代码风格优化
-
-### 步骤 4: 保存审查摘要
-
-将审查摘要写入文件供通知使用：
-
-```bash
-# 写入摘要到文件（用于飞书通知）
-cat > /tmp/review-summary.json << 'EOF'
-{
-  "conclusion": "APPROVE 或 REQUEST_CHANGES 或 COMMENT",
-  "summary": "一句话总结审查结果",
-  "critical_count": 0,
-  "important_count": 0,
-  "suggestion_count": 0
-}
-EOF
-```
-
-**重要**: 必须在发布评论前将摘要写入 `/tmp/review-summary.json`，格式为 JSON：
-
-- `conclusion`: 审查结论 (APPROVE/REQUEST_CHANGES/COMMENT)
-- `summary`: 一句话总结（不超过 50 字）
-- `critical_count`: 严重问题数量
-- `important_count`: 重要问题数量
-- `suggestion_count`: 建议数量
-
-### 步骤 5: 发布审查评论
-
-使用以下命令发布审查评论：
-
-```bash
-gh pr review $PR_NUMBER --repo $REPO --comment --body "审查内容"
-```
-
-## 输出格式
-
-审查评论采用以下 Markdown 格式（简体中文）：
-
-```markdown
-## 🔍 PR 代码审查报告
-
-### 📋 概要
-
-- **PR 标题**: {title}
-- **作者**: {author}
-- **变更文件数**: {changedFiles}
-- **新增/删除行数**: +{additions} / -{deletions}
-
-### 🎯 审查结论
-
-{APPROVE/REQUEST_CHANGES/COMMENT 及简要说明}
-
-### 🔴 严重问题 (Critical)
-
-{严重问题列表，如无则显示"无"}
-
-### 🟠 重要问题 (Important)
-
-{重要问题列表，如无则显示"无"}
-
-### 🟢 改进建议 (Suggestions)
-
-{改进建议列表，如无则显示"无"}
-
-### 💡 总体评价
-
-{对本次 PR 的整体评价和建议}
-```
-
-## 注意事项
-
-1. 所有评论使用简体中文
-2. 关注代码质量和架构设计两个维度
-3. 给出具体的代码行号和改进建议
-4. 对于好的实践也要给予肯定
-5. 保持客观、专业的审查态度
diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index cb4bb9a..b5b4f83 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -35,35 +35,11 @@ jobs:
 
             ## 审查步骤
 
-            ### 1. 获取 Commit 信息
-            执行以下命令：
-            ```bash
-            git show --stat ${{ github.sha }}
-            git show ${{ github.sha }}
-            ```
-
-            ### 2. 快速分析
-            检查：
-            - commit 信息是否清晰
-            - 代码变更是否合理
-            - 是否有明显问题
-
-            ### 3. 保存审查摘要
-            将结果写入文件（用于飞书通知）：
-            ```bash
-            cat > /tmp/review-summary.json << 'EOF'
-            {
-              "conclusion": "PASS 或 WARN 或 FAIL",
-              "summary": "一句话总结（不超过50字）"
-            }
-            EOF
-            ```
-            请根据实际审查结果填写。
+            1. 使用 git show 查看 commit 详情和变更
+            2. 检查 commit 信息是否清晰、代码变更是否合理、是否有明显问题
 
             ## 输出格式（简体中文）
 
-            直接输出简要报告：
-            ```
             ## 📝 Commit 审查 - ${{ github.ref_name }}
 
             **Commit**: {short_sha}
@@ -76,12 +52,13 @@ jobs:
             ✅/⚠️/❌ {简要评价}
 
             {如有问题，列出1-3个要点}
-            ```
 
             ## 注意事项
             1. 保持简洁
             2. 只关注明显问题
             3. 使用简体中文
+          claude_args: |
+            --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["PASS","WARN","FAIL"]},"summary":{"type":"string","maxLength":50}},"required":["conclusion","summary"]}'
 
       - name: Notify Feishu
         if: always()
@@ -90,13 +67,14 @@ jobs:
           SHORT_SHA="${{ github.sha }}"
           SHORT_SHA="${SHORT_SHA:0:7}"
 
-          # 读取审查摘要
-          if [ -f /tmp/review-summary.json ]; then
-            CONCLUSION=$(jq -r '.conclusion // "UNKNOWN"' /tmp/review-summary.json)
-            SUMMARY=$(jq -r '.summary // "审查完成"' /tmp/review-summary.json)
+          # 解析结构化输出
+          STRUCTURED_OUTPUT='${{ steps.review.outputs.structured_output }}'
+          if [ -n "$STRUCTURED_OUTPUT" ] && [ "$STRUCTURED_OUTPUT" != "null" ]; then
+            CONCLUSION=$(echo "$STRUCTURED_OUTPUT" | jq -r '.conclusion // "UNKNOWN"')
+            SUMMARY=$(echo "$STRUCTURED_OUTPUT" | jq -r '.summary // "审查完成"')
           else
             CONCLUSION="UNKNOWN"
-            SUMMARY="未获取到审查摘要"
+            SUMMARY="未获取到审查结果"
           fi
 
           # 根据结论设置样式
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index e094f4c..6ee68f2 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -7,7 +7,6 @@ on:
 jobs:
   review:
     runs-on: ubuntu-latest
-    # 跳过 draft PR
     if: github.event.pull_request.draft == false
     permissions:
       contents: read
@@ -26,59 +25,23 @@ jobs:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
+          use_sticky_comment: true
           prompt: |
-            你是一个专业的代码审查助手。请对 PR #${{ github.event.pull_request.number }} 进行全面审查。
+            你是一个专业的代码审查助手。请对当前 PR 进行全面审查。
 
-            ## 审查信息
-            - 仓库: ${{ github.repository }}
-            - PR 编号: ${{ github.event.pull_request.number }}
-            - PR 标题: ${{ github.event.pull_request.title }}
-
-            ## 审查步骤
-
-            ### 1. 获取 PR 信息
-            执行以下命令获取 PR 详情和代码变更：
-            ```bash
-            gh pr view ${{ github.event.pull_request.number }} --json number,title,body,author,baseRefName,headRefName,files,additions,deletions,changedFiles
-            gh pr diff ${{ github.event.pull_request.number }}
-            ```
-
-            ### 2. 分析代码
-            审查以下维度：
+            ## 审查维度
 
             **代码质量**：代码风格、复杂度、重复代码、命名规范、错误处理、潜在 bug
 
             **架构设计**：项目结构一致性、依赖合理性、设计模式、关注点分离
 
-            ### 3. 保存审查摘要
-            将审查结果写入文件（用于飞书通知）：
-            ```bash
-            cat > /tmp/review-summary.json << 'EOF'
-            {
-              "conclusion": "APPROVE 或 REQUEST_CHANGES 或 COMMENT",
-              "summary": "一句话总结（不超过50字）",
-              "critical_count": 0,
-              "important_count": 0,
-              "suggestion_count": 0
-            }
-            EOF
-            ```
-            请根据实际审查结果填写 JSON 内容。
-
-            ### 4. 发布审查评论
-            使用以下格式发布评论：
-            ```bash
-            gh pr review ${{ github.event.pull_request.number }} --comment --body "评论内容"
-            ```
-
             ## 输出格式（简体中文）
 
-            ```markdown
+            请按以下格式输出审查报告：
+
             ## 🔍 PR 代码审查报告
 
             ### 📋 概要
-            - **PR 标题**: {title}
-            - **作者**: {author}
             - **变更文件数**: {changedFiles}
             - **新增/删除行数**: +{additions} / -{deletions}
 
@@ -96,29 +59,31 @@ jobs:
 
             ### 💡 总体评价
             {对本次 PR 的整体评价}
-            ```
 
             ## 注意事项
             1. 所有评论使用简体中文
             2. 给出具体的文件名和行号
             3. 对好的实践也要给予肯定
             4. 保持客观、专业
+          claude_args: |
+            --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"summary":{"type":"string","maxLength":50},"critical_count":{"type":"integer"},"important_count":{"type":"integer"},"suggestion_count":{"type":"integer"}},"required":["conclusion","summary","critical_count","important_count","suggestion_count"]}'
 
       - name: Notify Feishu
         if: always()
         run: |
           STATUS="${{ job.status }}"
 
-          # 读取审查摘要
-          if [ -f /tmp/review-summary.json ]; then
-            CONCLUSION=$(jq -r '.conclusion // "UNKNOWN"' /tmp/review-summary.json)
-            SUMMARY=$(jq -r '.summary // "审查完成"' /tmp/review-summary.json)
-            CRITICAL=$(jq -r '.critical_count // 0' /tmp/review-summary.json)
-            IMPORTANT=$(jq -r '.important_count // 0' /tmp/review-summary.json)
-            SUGGESTION=$(jq -r '.suggestion_count // 0' /tmp/review-summary.json)
+          # 解析结构化输出
+          STRUCTURED_OUTPUT='${{ steps.review.outputs.structured_output }}'
+          if [ -n "$STRUCTURED_OUTPUT" ] && [ "$STRUCTURED_OUTPUT" != "null" ]; then
+            CONCLUSION=$(echo "$STRUCTURED_OUTPUT" | jq -r '.conclusion // "UNKNOWN"')
+            SUMMARY=$(echo "$STRUCTURED_OUTPUT" | jq -r '.summary // "审查完成"')
+            CRITICAL=$(echo "$STRUCTURED_OUTPUT" | jq -r '.critical_count // 0')
+            IMPORTANT=$(echo "$STRUCTURED_OUTPUT" | jq -r '.important_count // 0')
+            SUGGESTION=$(echo "$STRUCTURED_OUTPUT" | jq -r '.suggestion_count // 0')
           else
             CONCLUSION="UNKNOWN"
-            SUMMARY="未获取到审查摘要"
+            SUMMARY="未获取到审查结果"
             CRITICAL=0
             IMPORTANT=0
             SUGGESTION=0

From 5e177410d42b344cb60dbef8c46e128880247116 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:21:11 +0800
Subject: [PATCH 07/10] why?

---
 .github/workflows/pr-review.yml |  1 +
 README.md                       | 40 +++++++++++++++++++++++----------
 2 files changed, 29 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 6ee68f2..126d69e 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -26,6 +26,7 @@ jobs:
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
           anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           use_sticky_comment: true
+          show_full_output: true
           prompt: |
             你是一个专业的代码审查助手。请对当前 PR 进行全面审查。
 
diff --git a/README.md b/README.md
index bfddb2e..a50edf9 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,7 @@
 | Commit Review | v* 分支 push 时自动审查最新 commit |
 | 飞书通知 | 审查完成后发送卡片消息到飞书群 |
 | 中文输出 | 所有审查报告和通知使用简体中文 |
+| Sticky Comment | PR 多次审查会更新同一条评论 |
 
 ## 快速开始
 
@@ -21,10 +22,6 @@
 .github/workflows/
 ├── pr-review.yml       # PR 审查工作流
 └── commit-review.yml   # Commit 审查工作流
-
-.claude/commands/
-├── review-pr.md        # PR 审查命令
-└── review-commit.md    # Commit 审查命令
 ```
 
 ### 2. 配置 GitHub Secrets
@@ -35,6 +32,7 @@
 |------------|:----:|------|
 | `ANTHROPIC_API_KEY` | ✅ | Anthropic API 密钥 |
 | `ANTHROPIC_BASE_URL` | ❌ | API 基础 URL（使用代理时需要） |
+| `CUSTOM_GITHUB_TOKEN` | ❌ | 自定义 GitHub Token（默认使用 GITHUB_TOKEN） |
 | `FEISHU_WEBHOOK_TOKEN` | ✅ | 飞书机器人 Webhook Token |
 
 ### 3. 获取飞书 Webhook Token
@@ -102,8 +100,6 @@
 ## 🔍 PR 代码审查报告
 
 ### 📋 概要
-- **PR 标题**: feat: 添加用户认证模块
-- **作者**: developer
 - **变更文件数**: 5
 - **新增/删除行数**: +120 / -15
 
@@ -195,9 +191,27 @@ on:
       - 'main'      # 添加 main 分支
 ```
 
-### 修改审查维度
+### 修改审查 Prompt
+
+编辑 workflow 文件中的 `prompt` 字段：
+
+```yaml
+- name: PR Review with Claude
+  uses: anthropics/claude-code-action@v1
+  with:
+    prompt: |
+      你是一个专业的代码审查助手...
+      # 自定义审查要求
+```
+
+### 修改结构化输出
 
-编辑 `.claude/commands/review-pr.md` 或 `review-commit.md` 中的审查流程。
+编辑 `claude_args` 中的 `--json-schema`：
+
+```yaml
+claude_args: |
+  --json-schema '{"type":"object","properties":{...}}'
+```
 
 ## 文件结构
 
@@ -207,13 +221,15 @@ on:
 │   └── workflows/
 │       ├── pr-review.yml        # PR 审查工作流
 │       └── commit-review.yml    # Commit 审查工作流
-├── .claude/
-│   └── commands/
-│       ├── review-pr.md         # PR 审查命令定义
-│       └── review-commit.md     # Commit 审查命令定义
 └── README.md
 ```
 
+## 技术说明
+
+- 使用 [claude-code-action](https://github.com/anthropics/claude-code-action) v1
+- 通过 `--json-schema` 获取结构化输出用于飞书通知
+- PR Review 使用 `use_sticky_comment` 合并多次评论
+
 ## License
 
 MIT

From eb11e327c1b14dcfba3509cc7e778c32f2fafc3d Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:27:12 +0800
Subject: [PATCH 08/10] base_url

---
 .github/workflows/commit-review.yml | 3 ++-
 .github/workflows/pr-review.yml     | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index b5b4f83..335b9c4 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -21,10 +21,11 @@ jobs:
       - name: Review Commits with Claude
         id: review
         uses: anthropics/claude-code-action@v1
+        env:
+          ANTHROPIC_BASE_URL: ${{ secrets.ANTHROPIC_BASE_URL }}
         with:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           prompt: |
             你是一个代码审查助手。请对最新的 commit 进行简单审查。
 
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 126d69e..1741601 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -21,10 +21,11 @@ jobs:
       - name: PR Review with Claude
         id: review
         uses: anthropics/claude-code-action@v1
+        env:
+          ANTHROPIC_BASE_URL: ${{ secrets.ANTHROPIC_BASE_URL }}
         with:
           github_token: ${{ secrets.CUSTOM_GITHUB_TOKEN }}
           anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          anthropic_base_url: ${{ secrets.ANTHROPIC_BASE_URL }}
           use_sticky_comment: true
           show_full_output: true
           prompt: |

From 74b212e8f6d8aa3e46c879534f2e28a31452c187 Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:36:34 +0800
Subject: [PATCH 09/10] add allowed tools

---
 .github/workflows/commit-review.yml |  2 +-
 .github/workflows/pr-review.yml     | 10 +++++++---
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/commit-review.yml b/.github/workflows/commit-review.yml
index 335b9c4..7fb9962 100644
--- a/.github/workflows/commit-review.yml
+++ b/.github/workflows/commit-review.yml
@@ -59,7 +59,7 @@ jobs:
             2. 只关注明显问题
             3. 使用简体中文
           claude_args: |
-            --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["PASS","WARN","FAIL"]},"summary":{"type":"string","maxLength":50}},"required":["conclusion","summary"]}'
+            --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*)" --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["PASS","WARN","FAIL"]},"summary":{"type":"string","maxLength":50}},"required":["conclusion","summary"]}'
 
       - name: Notify Feishu
         if: always()
diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 1741601..36307a5 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -29,7 +29,12 @@ jobs:
           use_sticky_comment: true
           show_full_output: true
           prompt: |
-            你是一个专业的代码审查助手。请对当前 PR 进行全面审查。
+            你是一个专业的代码审查助手。请对当前 PR 进行全面审查.
+
+            总是使用 `gh` 命令在github上评论PR, 尽可能的使用一条评论, 不断的更新.
+            使用 `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
+            
+            但是注意, 这个PR可能存在多个comment , 不提出重复的问题
 
             ## 审查维度
 
@@ -68,8 +73,7 @@ jobs:
             3. 对好的实践也要给予肯定
             4. 保持客观、专业
           claude_args: |
-            --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"summary":{"type":"string","maxLength":50},"critical_count":{"type":"integer"},"important_count":{"type":"integer"},"suggestion_count":{"type":"integer"}},"required":["conclusion","summary","critical_count","important_count","suggestion_count"]}'
-
+            --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*)" --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"summary":{"type":"string","maxLength":50},"critical_count":{"type":"integer"},"important_count":{"type":"integer"},"suggestion_count":{"type":"integer"}},"required":["conclusion","summary","critical_count","important_count","suggestion_count"]}'
       - name: Notify Feishu
         if: always()
         run: |

From 0ebb0b1ccf20794060ec6dc423d1e645d288da2b Mon Sep 17 00:00:00 2001
From: DJJ <shuaiqijianhao@qq.com>
Date: Thu, 4 Dec 2025 22:52:46 +0800
Subject: [PATCH 10/10] add note

---
 .github/workflows/pr-review.yml | 17 ++++++++++-------
 1 file changed, 10 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/pr-review.yml b/.github/workflows/pr-review.yml
index 36307a5..a648d9e 100644
--- a/.github/workflows/pr-review.yml
+++ b/.github/workflows/pr-review.yml
@@ -29,13 +29,8 @@ jobs:
           use_sticky_comment: true
           show_full_output: true
           prompt: |
-            你是一个专业的代码审查助手。请对当前 PR 进行全面审查.
-
-            总是使用 `gh` 命令在github上评论PR, 尽可能的使用一条评论, 不断的更新.
-            使用 `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
+            请对当前 PR 进行全面审查.
             
-            但是注意, 这个PR可能存在多个comment , 不提出重复的问题
-
             ## 审查维度
 
             **代码质量**：代码风格、复杂度、重复代码、命名规范、错误处理、潜在 bug
@@ -44,7 +39,7 @@ jobs:
 
             ## 输出格式（简体中文）
 
-            请按以下格式输出审查报告：
+            请按以下格式输出审查报告, 作为：
 
             ## 🔍 PR 代码审查报告
 
@@ -72,6 +67,14 @@ jobs:
             2. 给出具体的文件名和行号
             3. 对好的实践也要给予肯定
             4. 保持客观、专业
+
+            Note: The PR branch is already checked out in the current working directory.
+
+            Use `gh pr comment` for top-level feedback.
+            Use `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
+            Only post GitHub comments - don't submit review text as messages.
+
+            ALWAYS Answer in 简体中文.
           claude_args: |
             --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*)" --json-schema '{"type":"object","properties":{"conclusion":{"type":"string","enum":["APPROVE","REQUEST_CHANGES","COMMENT"]},"summary":{"type":"string","maxLength":50},"critical_count":{"type":"integer"},"important_count":{"type":"integer"},"suggestion_count":{"type":"integer"}},"required":["conclusion","summary","critical_count","important_count","suggestion_count"]}'
       - name: Notify Feishu