feat(agents): Phase 7-10 hook system, plugins, skills, orchestration

Phase 7: Built-in Hooks (audit_log, dangerous_confirmation, security_scan)
Phase 8: Plugin system (PluginManager, PluginSandbox, PluginManifest)
Phase 9: Skills registry (SkillRegistry, local/plugin/MCP loaders)
Phase 10: TeamLeader, RemoteTransport, BackgroundTaskManager

backend/app/agents/skills/loaders/local_loader.py

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+"""本地 Skills 加载器 - Phase 9.2"""
+
+import os
+import re
+from typing import Any
+
+from app.agents.skills.metadata import SkillMetadata
+
+
+class LocalSkillLoader:
+    """本地 Skills 加载器
+
+    从 skills_dir 目录加载 SKILL.md 文件。
+    """
+
+    def __init__(self, skills_dir: str):
+        self.skills_dir = skills_dir
+
+    def load_all(self) -> list[SkillMetadata]:
+        """加载所有本地 Skills
+
+        Returns:
+            Skill 元数据列表
+        """
+        skills = []
+
+        if not os.path.exists(self.skills_dir):
+            return skills
+
+        for root, dirs, files in os.walk(self.skills_dir):
+            # 跳过隐藏目录
+            dirs[:] = [d for d in dirs if not d.startswith(".")]
+
+            if "SKILL.md" in files:
+                skill = self._load_skill_from_dir(root)
+                if skill:
+                    skills.append(skill)
+
+        return skills
+
+    def _load_skill_from_dir(self, skill_dir: str) -> SkillMetadata | None:
+        """从目录加载 Skill
+
+        Args:
+            skill_dir: Skill 目录
+
+        Returns:
+            Skill 元数据
+        """
+        skill_path = os.path.join(skill_dir, "SKILL.md")
+
+        try:
+            with open(skill_path, "r", encoding="utf-8") as f:
+                content = f.read()
+
+            # 解析 frontmatter
+            metadata = self._parse_frontmatter(content)
+
+            # 获取 Skill 名称（目录名）
+            name = os.path.basename(skill_dir)
+
+            return SkillMetadata(
+                name=metadata.get("name", name),
+                description=metadata.get("description", ""),
+                version=metadata.get("version", "1.0.0"),
+                author=metadata.get("author", ""),
+                tags=metadata.get("tags", []),
+                triggers=metadata.get("triggers", []),
+                content=content,
+                source="local",
+                source_id=skill_dir,
+            )
+
+        except Exception:
+            return None
+
+    def _parse_frontmatter(self, content: str) -> dict[str, Any]:
+        """解析 frontmatter"""
+        metadata = {}
+
+        # 匹配 --- 包裹的 frontmatter
+        match = re.match(r"^---\n(.*?)\n---", content, re.DOTALL)
+        if match:
+            frontmatter = match.group(1)
+
+            for line in frontmatter.split("\n"):
+                if ":" in line:
+                    key, value = line.split(":", 1)
+                    key = key.strip()
+                    value = value.strip()
+
+                    # 处理列表
+                    if value.startswith("[") and value.endswith("]"):
+                        value = [v.strip().strip('"').strip("'") for v in value[1:-1].split(",")]
+                    elif value.lower() in ("true", "false"):
+                        value = value.lower() == "true"
+
+                    metadata[key] = value
+
+        return metadata

backend/app/agents/skills/loaders/plugin_loader.py

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+"""插件 Skills 加载器 - Phase 9.2"""
+
+from app.agents.skills.metadata import SkillMetadata
+from app.agents.plugins.manager import get_plugin_manager
+
+
+class PluginSkillLoader:
+    """插件 Skills 加载器
+
+    从已安装的插件中加载 Skills。
+    """
+
+    def __init__(self):
+        self.plugin_manager = get_plugin_manager()
+
+    def load_all(self) -> list[SkillMetadata]:
+        """从所有已启用的插件加载 Skills
+
+        Returns:
+            Skill 元数据列表
+        """
+        skills = []
+
+        for plugin in self.plugin_manager.list_plugins():
+            if not self.plugin_manager.is_enabled(plugin.id):
+                continue
+
+            # 从插件加载 Skills
+            plugin_skills = self._load_from_plugin(plugin)
+            skills.extend(plugin_skills)
+
+        return skills
+
+    def _load_from_plugin(self, plugin: Any) -> list[SkillMetadata]:
+        """从单个插件加载 Skills"""
+        skills = []
+
+        for skill_name in plugin.skills:
+            skill = SkillMetadata(
+                name=f"{plugin.id}/{skill_name}",
+                description=f"Skill from plugin: {plugin.name}",
+                version=plugin.version,
+                author=plugin.author,
+                tags=["plugin", plugin.id],
+                content=f"# {skill_name}\n\nFrom plugin: {plugin.name}",
+                source="plugin",
+                source_id=plugin.id,
+            )
+            skills.append(skill)
+
+        return skills