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A third-party MCP server that enable all IDEs to access Claude Code Skills capabilities
一个第三方 MCP 服务器：让所有 IDE 获得 Claude Code Skills 的能力。
A third-party MCP server: Enable all IDEs to access Claude Code Skills capabilities.
~/.claude/skills or ./.skills / 本仓库默认不内置 skills，请将 skills 放到 ~/.claude/skills 或 ./.skillsskill_cortex_server/
├── skill_cortex/ # Main package / 主包
│ ├── __init__.py # Package initialization / 包初始化
│ ├── server.py # MCP server implementation / MCP 服务器实现
│ ├── models.py # Data models / 数据模型
│ ├── config.py # Configuration management / 配置管理
│ ├── scanner.py # Skill file scanner / 技能文件扫描器
│ ├── index_store.py # Index storage and caching / 索引存储和缓存
│ ├── tags_registry.py # Tag management system / 标签管理系统
│ └── frontmatter.py # Frontmatter parsing / 前置元数据解析
├── config/ # Configuration files / 配置文件
│ └── examples/ # Example configuration files / 示例配置文件
│ ├── skills-config.yaml # YAML configuration example / YAML配置示例
│ └── skills-config.json # JSON configuration example / JSON配置示例
├── .kiro/ # Kiro specs and development files / Kiro规范和开发文件
│ └── specs/ # Feature specifications / 功能规范
├── .skill_cortex_cache/ # Cache directory / 缓存目录
│ └── index.json # Skill index cache / 技能索引缓存
├── .skill_cortex_sources/ # Imported skills source / 导入的技能源
├── .skills/ # Local skills directory / 本地技能目录
│ └── imported/ # Imported skills / 导入的技能
├── import_skills.py # Enhanced skill import script / 增强的技能导入脚本
├── pyproject.toml # Project configuration / 项目配置
├── README.md # This file / 本文件
└── tags.md # Allowed tags list / 允许的标签列表
# Install in editable mode / 以可编辑模式安装
pip install -e .
# Or install from PyPI (when available) / 或从 PyPI 安装（当可用时）
pip install skill-cortex-lite
# Run directly / 直接运行
skill-cortex
# Or use Python module / 或使用 Python 模块
python -m skill_cortex.server
Browse skills in a hierarchical tree structure / 以分层树结构浏览技能
Parameters / 参数:
path (optional): Starting path in the skill tree / 技能树中的起始路径Example / 示例:
{
"path": "coding"
}
Response / 响应: Returns a hierarchical tree of skills with their metadata / 返回包含元数据的分层技能树
Search for skills by query text / 通过查询文本搜索技能
Parameters / 参数:
query (optional): Search query string / 搜索查询字符串tags (optional): Array of tags to filter by / 用于筛选的标签数组Example / 示例:
{
"query": "database",
"tags": ["coding", "data"]
}
Response / 响应: Returns matching skills with their details / 返回匹配的技能及其详细信息
Get detailed information about a specific skill with context compression / 获取特定技能的详细信息，支持上下文压缩
Parameters / 参数:
skill_id (required): Unique identifier of the skill / 技能的唯一标识符section (optional): What to return / 返回内容类型
"summary" (default): Frontmatter + description snapshot (token-friendly) / 仅元数据和描述摘要（节省token）"instructions": Main instructions section only / 仅主要指令部分"examples": Code examples section only / 仅代码示例部分"full": Complete SKILL.md content / 完整内容max_lines (optional): Limit output to N lines / 限制输出行数Example / 示例:
{
"skill_id": "coding/database/query",
"section": "summary"
}
{
"skill_id": "coding/database/query",
"section": "instructions",
"max_lines": 50
}
Response / 响应: Returns skill information based on section parameter / 根据 section 参数返回技能信息
Manage tags inside skills frontmatter / 管理 skills 的 frontmatter tags
Parameters / 参数:
mode (required): "list" or "apply" / 操作模式："list" 或 "apply"updates (optional): required when mode is "apply" / 当 mode 为 "apply" 时需要提供Example / 示例:
{
"mode": "list"
}
{
"mode": "apply",
"updates": [
{"skill_id": "...", "tags": ["python", "mcp"]}
]
}
Response / 响应: Returns the current tags list or operation result / 返回当前标签列表或操作结果
Create a new skill with automatic validation and indexing / 创建新技能并自动验证和索引
Parameters / 参数:
path (required): Skill path (e.g., "coding/python-helper" or "simple-skill") / 技能路径description (required): Skill description (1-1024 characters) / 技能描述（1-1024字符）tags (optional): Array of tags / 标签数组instructions (optional): Custom instructions (if not provided, a template will be generated) / 自定义指令（如未提供则生成模板）license (optional): License information / 许可证信息metadata (optional): Metadata dict (e.g., {"author": "example", "version": "1.0"}) / 元数据字典create_scripts_dir (optional): Whether to create scripts/ directory / 是否创建 scripts/ 目录create_references_dir (optional): Whether to create references/ directory / 是否创建 references/ 目录create_assets_dir (optional): Whether to create assets/ directory / 是否创建 assets/ 目录Example / 示例:
{
"path": "coding/python-helper",
"description": "A helper skill for Python development tasks",
"tags": ["python", "coding", "development"],
"create_scripts_dir": true
}
{
"path": "simple-skill",
"description": "A simple skill example",
"tags": ["example"],
"instructions": "## Instructions\n\nDetailed instructions here...",
"metadata": {"author": "example-user", "version": "1.0"}
}
Response / 响应: Returns creation result with skill path and details / 返回创建结果，包含技能路径和详细信息
Notes / 注意事项:
.skills/ directory / 技能创建在 .skills/ 目录中Delete a user-created skill (requires confirmation) / 删除用户创建的技能（需要确认）
Parameters / 参数:
skill_id (required): Unique identifier of the skill to delete / 要删除的技能的唯一标识符confirm (required): Must be True to actually delete (False shows preview only) / 必须为 True 才能实际删除（False 仅显示预览）Example / 示例:
{
"skill_id": ".skills:coding/python-helper/SKILL.md",
"confirm": false
}
{
"skill_id": ".skills:simple-skill/SKILL.md",
"confirm": true
}
Response / 响应: Returns deletion result or preview information / 返回删除结果或预览信息
Safety Features / 安全特性:
.skills/ directory / 仅允许删除 .skills/ 目录中的技能.skills/imported/) / 无法删除导入的技能.skill_cortex_sources/) / 无法删除源仓库技能confirm=true to execute deletion / 需要显式 confirm=true 才能执行删除SKILL_CORTEX_ROOTS: Comma-separated list of skill root directories / 逗号分隔的技能根目录列表
~/.claude/skills,./.skills / 默认值/path/to/skills1,/path/to/skills2 / 示例SKILL_CORTEX_CACHE_PATH: Path to the index cache file / 索引缓存文件路径
./.skill_cortex_cache/index.json / 默认值/custom/path/cache.json / 示例SKILL_CORTEX_TAGS_PATH: Path to the allowed tags file / 允许的标签文件路径
./tags.md / 默认值/custom/path/tags.md / 示例{
"mcpServers": {
"skill-cortex-lite": {
"command": "skill-cortex",
"args": [],
"env": {
"SKILL_CORTEX_ROOTS": "/Users/username/skills1,/Users/username/skills2",
"SKILL_CORTEX_CACHE_PATH": "/Users/username/.skill_cortex_cache/index.json",
"SKILL_CORTEX_TAGS_PATH": "/Users/username/tags.md"
}
}
}
}
The project includes an enhanced import script with advanced features for importing skills from public repositories / 项目包含一个增强的导入脚本，具有从公共仓库导入技能的高级功能
skills-config.yaml, skills-config.yml, or skills-config.json in current directory / 自动查找当前目录中的配置文件--config option to specify custom configuration file / 使用 --config 选项指定自定义配置文件This repository does not bundle skills by default. Use the import script (optional) to fetch skills from public repositories / 本仓库默认不内置 skills，可使用导入脚本（可选）从公共仓库拉取：
A comprehensive collection of AI agent skills and capabilities / 一个全面的 AI 代理技能和能力集合
Official skills repository from Anthropic / Anthropic 的官方技能仓库
Community-curated collection of Claude Skills resources / 社区策划的Claude Skills资源集合
Hugging Face's skills repository for AI and machine learning / Hugging Face 的 AI 和机器学习技能仓库
# Preview what would be imported (recommended first step) / 预览将要导入的内容（推荐第一步）
python import_skills.py --dry-run
# Actually import the skills / 实际导入技能
python import_skills.py
# Clean import (remove existing skills first) / 清理导入（先删除现有技能）
python import_skills.py --clean
# Use custom configuration file / 使用自定义配置文件
python import_skills.py --config my-config.yaml
# Import only specific repositories / 仅导入特定仓库
python import_skills.py --only anthropics_skills --only agentskills_agentskills
# Skip cloning (use existing local repositories) / 跳过克隆（使用现有本地仓库）
python import_skills.py --no-clone
# Don't update existing repositories / 不更新现有仓库
python import_skills.py --no-update
YAML Configuration (skills-config.yaml):
repositories:
- name: "anthropics_skills"
url: "https://github.com/anthropics/skills.git"
enabled: true
- name: "agentskills_agentskills"
url: "https://github.com/agentskills/agentskills.git"
enabled: true
- name: "composio_awesome_skills"
url: "https://github.com/ComposioHQ/awesome-claude-skills.git"
enabled: true
- name: "huggingface_skills"
url: "https://github.com/huggingface/skills.git"
enabled: true
settings:
incremental: false
validation: false
JSON Configuration (skills-config.json):
{
"repositories": [
{
"name": "anthropics_skills",
"url": "https://github.com/anthropics/skills.git",
"enabled": true
},
{
"name": "agentskills_agentskills",
"url": "https://github.com/agentskills/agentskills.git",
"enabled": true
},
{
"name": "composio_awesome_skills",
"url": "https://github.com/ComposioHQ/awesome-claude-skills.git",
"enabled": true
},
{
"name": "huggingface_skills",
"url": "https://github.com/huggingface/skills.git",
"enabled": true
}
],
"settings": {
"incremental": false,
"validation": false
}
}
Skills are imported to: ./.skill_cortex_sources/ / 技能导入到：./.skill_cortex_sources/
Skills are copied to: ./.skills/imported/ / 技能拷贝到：./.skills/imported/
The import process includes:
Problem / 问题:
ModuleNotFoundError: No module named 'skill_cortex'
Solution / 解决方案: Install the package in editable mode / 以可编辑模式安装包
pip install -e .
Problem / 问题: Skills are not showing up in the tool results / 技能未在工具结果中显示
Solution / 解决方案:
SKILL_CORTEX_ROOTS points to correct directories / 检查 SKILL_CORTEX_ROOTS 是否指向正确的目录SKILL.md files exist in those directories / 验证这些目录中是否存在 SKILL.md 文件Problem / 问题: Tags are being rejected / 标签被拒绝
Solution / 解决方案:
tags.md file for the allowed tags list / 检查 tags.md 文件中的允许标签列表update_tags tool to add missing tags / 使用 update_tags 工具添加缺失的标签Problem / 问题: Import script fails with configuration or repository errors / 导入脚本因配置或仓库错误而失败
Solution / 解决方案:
--dry-run first to preview what will be imported / 首先使用 --dry-run 预览将要导入的内容--no-clone to skip cloning if repositories already exist locally / 如果仓库已存在本地，使用 --no-clone 跳过克隆# Clone the repository / 克隆仓库
git clone <repository-url>
cd skill_cortex_server
# Install in development mode / 以开发模式安装
pip install -e .
# Run all tests / 运行所有测试
pytest
# Run with coverage / 运行并生成覆盖率报告
pytest --cov=skill_cortex
Contributions are welcome! Please feel free to submit a Pull Request / 欢迎贡献！请随时提交 Pull Request
This project is licensed under the MIT License / 本项目采用 MIT 许可证
For questions and support, please open an issue on GitHub / 如有问题和支持需求，请在 GitHub 上提交 issue
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