diff --git a/skills/gitlink-community-ops/scripts/01-issue-triage.sh b/skills/gitlink-community-ops/scripts/01-issue-triage.sh
index c5563f5..9767cd8 100644
--- a/skills/gitlink-community-ops/scripts/01-issue-triage.sh
+++ b/skills/gitlink-community-ops/scripts/01-issue-triage.sh
@@ -7,7 +7,6 @@
 # ================================================================
 set -e
 
-# ---- 参数解析 ----
 OWNER=${1:?"Usage: $0 <owner> <repo>"}
 REPO=${2}
 DRY_RUN=${DRY_RUN:-true}
@@ -21,7 +20,7 @@ echo "[  Target:  $OWNER/$REPO                  ]"
 echo "[  DRY_RUN: $DRY_RUN                     ]"
 echo "[========================================]"
 
-# ---- Step 1: 获取所有打开的 Issue ----
+# Step 1: 获取所有打开的 Issue
 echo "[INFO] 获取所有打开的 Issue..."
 ISSUES=$(gitlink-cli issue +list --owner "$OWNER" --repo "$REPO" --state open --format json 2>&1) || {
     echo "[ERROR] 获取 Issue 列表失败: $ISSUES"
@@ -29,7 +28,6 @@ ISSUES=$(gitlink-cli issue +list --owner "$OWNER" --repo "$REPO" --state open --
 }
 echo "$ISSUES" > "$OUTPUT_DIR/issues-open.json"
 
-# 解析 Issue 数量（支持两种 data 格式：数组或 {total_count, issues[]}）
 TOTAL=$(echo "$ISSUES" | node -e "
     let s='';
     process.stdin.on('data',d=>s+=d).on('end',()=>{
@@ -40,25 +38,22 @@ TOTAL=$(echo "$ISSUES" | node -e "
 " 2>/dev/null || echo "0")
 
 echo "[INFO] 发现 $TOTAL 个待处理的 Issue"
-
 if [ "$TOTAL" -eq 0 ]; then
     echo "[INFO] 没有待处理的 Issue，跳过"
     exit 0
 fi
 
-# ---- Step 2: 获取可用标签 ----
+# Step 2: 获取可用标签
 echo "[INFO] 获取可用标签列表..."
 LABELS=$(gitlink-cli label +list --owner "$OWNER" --repo "$REPO" --format json 2>&1) || {
-    echo "[WARN] 获取标签列表失败，使用默认标签: $LABELS"
+    echo "[WARN] 获取标签列表失败"
     LABELS='{"data":[]}'
 }
 echo "$LABELS" > "$OUTPUT_DIR/labels.json"
 
-# ---- Step 3: 逐 Issue 分析 ----
+# Step 3: 逐 Issue 分析
 echo "[INFO] 开始分析每个 Issue..."
-
 for i in $(seq 0 $((TOTAL - 1))); do
-    # 提取 Issue 基本信息
     ISSUE_DATA=$(echo "$ISSUES" | node -e "
         let s='';
         process.stdin.on('data',d=>s+=d).on('end',()=>{
@@ -79,35 +74,48 @@ for i in $(seq 0 $((TOTAL - 1))); do
     echo ""
     echo "[INFO] --- Issue #$NUMBER: $SUBJECT ---"
 
-    # 获取 Issue 详情（含 description）
+    # 获取 Issue 详情
     DETAIL=$(gitlink-cli issue +view --owner "$OWNER" --repo "$REPO" --number "$NUMBER" --format json 2>&1) || {
         echo "[WARN] 获取 Issue #$NUMBER 详情失败，使用标题分析"
         DETAIL="{\"data\":{\"subject\":\"$SUBJECT\",\"description\":\"\"}}"
     }
     echo "$DETAIL" > "$OUTPUT_DIR/issue-$NUMBER-detail.json"
 
-    # ---- 关键词权重分析（AI 在此处执行） ----
-    # AI Agent 读取 title + description，按权重矩阵计算分类得分
-    # 注意：以下分析由 AI 在运行脚本时根据实际内容进行
-    echo "[INFO] AI 分析中...（关键词权重评分）"
-    echo "[INFO] 分析依据：gitlink-issue-triage/SKILL.md 权重分类矩阵"
-    echo "[INFO] 参考命令：issue +view -> labels -> issue +update + issue +comment"
-
-    # 生成分类建议（占位，AI 在实际运行时填入）
+    # ---- Step 4: 关键词权重分析（自动分类） ----
     CATEGORY="needs-triage"
     LABEL_ID=""
-    URGENCY="P3"
-    COMMENT_BODY=""
+    LABEL_NAME=""
+    COMMENT_TEXT=""
 
-    # ---- Step 4: 打标签（dry-run 保护） ----
+    # 简单关键词匹配
+    case "$SUBJECT" in
+        *[Bb]ug*|*错误*|*失败*|*异常*|*crash*|*报错*)
+            CATEGORY="bug"; LABEL_ID="325573"; LABEL_NAME="缺陷"
+            COMMENT_TEXT="AI 自动分类结果：🐛 Bug（缺陷）"
+            ;;
+        *建议*|*希望*|*需要*|*feature*|*新增*|*支持*)
+            CATEGORY="enhancement"; LABEL_ID="325574"; LABEL_NAME="功能"
+            COMMENT_TEXT="AI 自动分类结果：✨ 功能需求"
+            ;;
+        *文档*|*README*|*拼写*|*帮助*|*doc*)
+            CATEGORY="documentation"; LABEL_ID="325580"; LABEL_NAME="文档"
+            COMMENT_TEXT="AI 自动分类结果：📝 文档"
+            ;;
+    esac
+    echo "[INFO] 分类结果: $CATEGORY (标签: $LABEL_NAME)"
+
+    # ---- Step 5: 打标签 + 加评论 ----
     if [ "$DRY_RUN" = "true" ]; then
-        echo "[DRY-RUN] 将为 Issue #$NUMBER 添加标签: \$CATEGORY"
-        echo "[DRY-RUN] 将添加引导评论"
+        echo "[DRY-RUN] 将为 Issue #$NUMBER 添加标签: $LABEL_NAME ($LABEL_ID)"
+        echo "[DRY-RUN] 将添加引导评论: $COMMENT_TEXT"
     else
         echo "[INFO] 为 Issue #$NUMBER 打标签和添加评论..."
-        # 实际执行（由 AI 填入具体参数）
-        # gitlink-cli issue +update --owner "$OWNER" --repo "$REPO" --number "$NUMBER" --labels "$LABEL_ID"
-        # gitlink-cli issue +comment --owner "$OWNER" --repo "$REPO" --number "$NUMBER" --body "$COMMENT_BODY"
+        if [ -n "$LABEL_ID" ]; then
+            gitlink-cli issue +update --owner "$OWNER" --repo "$REPO" --number "$NUMBER" --labels "$LABEL_ID" 2>&1 || echo "[WARN] 打标签失败"
+        fi
+        if [ -n "$COMMENT_TEXT" ]; then
+            gitlink-cli issue +comment --owner "$OWNER" --repo "$REPO" --number "$NUMBER" --body "$COMMENT_TEXT" 2>&1 || echo "[WARN] 添加评论失败"
+        fi
         echo "[INFO] Issue #$NUMBER 处理完成"
     fi
 done