diff --git a/.features/skill/MEMORY.md b/.features/skill/MEMORY.md
index b68ebd7..2fa4c9e 100644
--- a/.features/skill/MEMORY.md
+++ b/.features/skill/MEMORY.md
@@ -25,6 +25,7 @@ Skill 系统支持两种来源：官方 skills (`./skills/`) 和用户 skills (`
 
 ## Gotchas（开发必读）
 
+- ⚠️ `create_robot_project` 的 autoload 去重是“包含匹配”，只要传入的 skill 字符串里包含 autoload skill 名，就不会重复自动加载
 - ⚠️ `_extract_skills_to_robot` 只会从 `skills/{SKILLS_SUBDIR}` 读取官方 skills，默认是 `common`
 - ⚠️ 执行脚本必须使用绝对路径
 - ⚠️ MCP 配置优先级：Skill MCP > 默认 MCP > 用户参数
diff --git a/utils/multi_project_manager.py b/utils/multi_project_manager.py
index 250777a..0295541 100644
--- a/utils/multi_project_manager.py
+++ b/utils/multi_project_manager.py
@@ -322,7 +322,6 @@ def create_robot_project(dataset_ids: List[str], bot_id: str, force_rebuild: boo
     """
 
     skills = list(skills or [])
-    existing_skill_names = {Path(skill.lstrip("@")).name for skill in skills}
     if os.path.isabs(settings.SKILLS_DIR):
         autoload_skills_dir = Path(settings.SKILLS_DIR) / "autoload" / settings.SKILLS_SUBDIR
     else:
@@ -330,11 +329,10 @@ def create_robot_project(dataset_ids: List[str], bot_id: str, force_rebuild: boo
 
     if autoload_skills_dir.exists():
         for item in sorted(autoload_skills_dir.iterdir()):
-            if not item.is_dir() or item.name in existing_skill_names:
+            if not item.is_dir() or any(re.search(re.escape(item.name), skill) for skill in skills):
                 continue
             skill_path = f"@skills/autoload/{settings.SKILLS_SUBDIR}/{item.name}"
             skills.append(skill_path)
-            existing_skill_names.add(item.name)
             logger.info(f"Auto loaded skill '{skill_path}' from {autoload_skills_dir}")
     else:
         logger.warning(f"Autoload skills directory does not exist: {autoload_skills_dir}")