diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
index 980b1e9..70aff70 100644
--- a/.github/release-drafter.yml
+++ b/.github/release-drafter.yml
@@ -17,7 +17,7 @@ categories:
   - title: 'Maintenance'
     label: 'maintenance'
   - title: 'Documentation'
-    label: 'docs'
+    label: 'documentation'
   - title: 'Other changes'
   - title: 'Dependency Updates'
     label: 'dependencies'
@@ -34,7 +34,7 @@ version-resolver:
     labels:
       - 'bug'
       - 'maintenance'
-      - 'docs'
+      - 'documentation'
       - 'dependencies'
       - 'security'
 
diff --git a/.github/workflows/pr-auto-label.yml b/.github/workflows/pr-auto-label.yml
index 919be4b..ef741eb 100644
--- a/.github/workflows/pr-auto-label.yml
+++ b/.github/workflows/pr-auto-label.yml
@@ -1,4 +1,4 @@
-name: 'Auto Label by Title'
+name: "Auto Label by Title"
 
 on:
   pull_request:
@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     # 添加权限配置
     permissions:
-      issues: write  # 或者 contents: write
+      issues: write # 或者 contents: write
       pull-requests: write
     steps:
       - name: Label PR based on title keywords
@@ -37,13 +37,20 @@ jobs:
               'dependabot': 'dependencies',
               'upgrade': 'dependencies',
               'security': 'security',
-              'ci':'ci'
+              'ci': 'ci'
             };
 
-            // 检查标题是否包含关键词
-            for (const [keyword, label] of Object.entries(keywordMap)) {
-              if (title.includes(keyword)) {
-                labelsToAdd.add(label);
+            // 提取标题的第一个单词（冒号前的部分）
+            const firstPart = title.split(':')[0].trim();
+            const words = firstPart.split(/\s+/); // 分割成单词数组
+
+            // 检查第一个单词或前缀是否匹配关键词
+            for (const word of words) {
+              const normalizedWord = word.toLowerCase().replace(/^[\W_]+|[\W_]+$/g, '');
+              
+              if (keywordMap.hasOwnProperty(normalizedWord)) {
+                labelsToAdd.add(keywordMap[normalizedWord]);
+                break; // 找到第一个匹配就停止
               }
             }
 
diff --git a/docs/source/development/git.md b/docs/source/development/git.md
index dfa0285..3afc754 100644
--- a/docs/source/development/git.md
+++ b/docs/source/development/git.md
@@ -227,6 +227,7 @@ git log --stat    # 查看所有提交记录的修改文件信息
 git log -p file   # 查看某个文件的修改历史
 git log COMMIT1..COMMIT2 -- file # 查看某个文件从 COMMIT1 到COMMIT2 所有的修改情况（概略信息）
 git log COMMIT1..COMMIT2 -p file # 查看某个文件从 COMMIT1 到COMMIT2 所有的修改情况（详细信息）
+git log -n 4 --pretty=format:"%s" # 查看最近4条提交记录并只显示提交信息
 ```
 
 - 合并分支（变基）
@@ -555,10 +556,11 @@ oco config set OCO_AI_PROVIDER='azure' OCO_MODEL='gpt-4o'
 oco config set OCO_API_KEY=xxx
 ```
 
-3. 【可选】关闭自动 push
+3. 【可选配置】
 
 ```bash
-oco config set OCO_GITPUSH=false
+oco config set OCO_GITPUSH=false # 关闭自动 push
+oco config set OCO_ONE_LINE_COMMIT=true # 单行 commit
 ```
 
 4. 使用 oco 命令生成 commit