
MCP Skills Server
io.github.srprasanna由 GitHub 账号 srprasanna 发布v1.0.0更新于 Oct 24, 2026
MCP server that loads and serves skills from a mounted directory with hot reload.
概览
一个本地 MCP 服务器,从挂载的 SKILL.md 技能目录加载技能定义,并以可搜索的资源和工具形式提供给助手。
- 可以做什么
- 按查询词、分类、标签或复杂度搜索技能,并列出技能目录中有效的技能文件夹。以资源形式读取完整技能目录或单个技能的 Markdown 内容,并可在不加载全文的情况下获取技能元数据。手动触发全部技能重新加载,SKILL.md 文件变更时也会自动热重载。
- 适用场景
- 适合在 Markdown 中维护个人或团队可复用技能说明库,并希望助手按需发现、搜索和阅读这些技能,包括在编辑过程中即时生效的场景。
- 运行要求
- 以 Docker 容器或 Python 3.13 配合 Poetry 在本地运行。需要通过挂载或 MCP_SKILLS_DIR 指定技能目录,每个技能必须位于独立文件夹并包含 SKILL.md 文件。可选配置包括 MCP_SKILLS_HOT_RELOAD 和 MCP_SKILLS_LOG_LEVEL。未声明身份验证。
安装
在 SourceWeft 中
- 打开 控制台中的 MCP Skills Server,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
MCP Skills Server
[Python 3.13+] [Poetry] [License: MIT] [MCP Registry] [Docker] [Docker Pulls]
A production-ready Model Context Protocol (MCP) server that dynamically loads and exposes skills from a mounted volume with hot-reloading support.
📦 Available on MCP Registry - Install with one command!
Features
- Dynamic Skill Loading: Automatically discovers and loads skills from a directory
- Hot-Reloading: Detects changes to SKILL.md files and reloads without restart
- Folder Structure Validation: Enforces best practices with clear error messages
- MCP Protocol Compliant: Full implementation of resources and tools
- Production Ready: Comprehensive error handling, logging, and validation
- Docker Support: Run in containers with volume mounting
- Type Safe: Full type hints using Python 3.13 features
- Well Tested: >80% code coverage with comprehensive test suite
Table of Contents
- Skills Directory Structure
- Quick Start
- Installation
- Usage
- Configuration
- Skill File Format
- MCP Resources and Tools
- Development
- Troubleshooting
- Contributing
- License
Skills Directory Structure
CRITICAL REQUIREMENT: Each skill MUST be in its own dedicated folder within the skills directory. The server will ONLY recognize skills that follow this structure.
✅ Valid Structure
❌ Invalid Structures (Will Be Ignored)
Folder Naming Conventions
Valid folder names:
- Lowercase with hyphens:
my-skill-name - Lowercase with underscores:
excel_advanced - Alphanumeric:
skill-name-v2
Invalid (will be skipped):
- Hidden folders starting with
. - Private folders starting with
_ - System folders:
__pycache__,node_modules,.git, etc.
Quick Start
Using Docker (Recommended)
- Create your skills directory:
- Create a skill file:
- Run the server:
Using Poetry (Development)
- Clone and install:
- Create your skills directory:
- Run the server:
Installation
Prerequisites
- Python 3.13+ (for development)
- Poetry 1.7+ (for dependency management)
- Docker (optional, for containerized deployment)
Install with Poetry
Build Docker Image
Usage
Running Locally
Running with Docker
Running with Docker Compose
Integrating with Claude Desktop
Add to your Claude Desktop configuration (claude_desktop_config.json):
Or using Poetry:
Important: Make sure your ${HOME}/claude-skills directory contains skill folders, not loose SKILL.md files!
Configuration
Configuration is done via environment variables with the prefix MCP_SKILLS_:
Example .env File
Skill File Format
Skills are defined in SKILL.md files with YAML frontmatter:
Minimal Example
Complete Example
Available Metadata Fields
Required:
name: Unique identifier (kebab-case recommended)description: Brief description
Optional:
version: Semantic versionauthor: Creator namecreated,updated: ISO dates (YYYY-MM-DD)dependencies: Python packages or system toolscategory: Main category for groupingtags: Array of tags for searchcomplexity: beginner, intermediate, or advancedwhen_to_use: Array of usage scenariosrelated_skills: Names of related skillshas_examples: Boolean flagexample_files: Paths to example files (relative to skill folder)
MCP Resources and Tools
Resources
The server exposes these MCP resources:
skill://catalog- JSON catalog of all skills with metadataskill://{name}- Individual skill markdown content
Tools
Four tools are available for interacting with skills:
1. search_skills
Search for skills by query, category, tag, or complexity.
2. reload_skills
Manually trigger a reload of all skills from the directory.
3. get_skill_info
Get metadata for a specific skill without loading full content.
4. list_skill_folders
List all valid skill folders found in the skills directory.
Development
Setup Development Environment
Running Tests
Code Quality
Development Workflow
-
Create a branch:
-
Make changes and test:
-
Format and lint:
-
Commit and push:
Project Structure
Troubleshooting
Common Issues
Skills Not Loading
Problem: No skills are loaded when the server starts.
Solution:
- Check that your skills are in dedicated folders:
- Verify folder names don't start with
.or_ - Check logs for detailed error messages
Hot-Reload Not Working
Problem: Changes to SKILL.md files aren't detected.
Solution:
- Ensure
MCP_SKILLS_HOT_RELOAD=true - Check file is named exactly
SKILL.md - Verify file is in a valid skill folder
- Look for file watcher errors in logs
Parsing Errors
Problem: SKILL.md files fail to parse.
Solution:
- Validate YAML frontmatter syntax
- Ensure frontmatter is between
---delimiters - Check required fields (
name,description) are present - Use a YAML validator to check syntax
Validation Command
Check your skills directory structure:
Expected output:
Logging
Enable debug logging for detailed information:
Logs include:
- Folder structure validation messages
- Scan progress and results
- Parse successes and failures
- Hot-reload events
- Detailed error context
Contributing
Contributions are welcome! Please see CONTRIBUTING.md for guidelines.
Quick Contributing Guide
- Fork the repository
- Create a feature branch
- Make your changes with tests
- Ensure all tests pass and code is formatted
- Submit a pull request
Code Standards
- Python 3.13+ with type hints
- Black for formatting (88 char line length)
- Ruff for linting
- Mypy for type checking (strict mode)
- Pytest for testing (>80% coverage)
Releases
This project uses automated releases via GitHub Actions.
Creating a Release
- Go to Actions → Release workflow
- Click Run workflow
- Choose version bump type:
patch- Bug fixes (0.1.0 → 0.1.1)minor- New features (0.1.0 → 0.2.0)major- Breaking changes (0.1.0 → 1.0.0)- Or specify exact version (e.g.,
1.2.3)
- Select Docker registry (
docker.ioorghcr.io) - Click Run workflow
The workflow will:
- ✅ Bump version in
pyproject.toml - ✅ Create Git tag and GitHub release
- ✅ Build and push Docker image
- ✅ Run tests to verify release
Docker Images:
- Docker Hub:
{username}/mcp-skill-hub:{version} - GitHub:
ghcr.io/{owner}/mcp-skill-hub:{version}
See RELEASING.md for detailed release documentation.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Acknowledgments
- Built with MCP Python SDK
- Inspired by the need for dynamic skill management in Claude
- Thanks to all contributors!
Note: This server makes it impossible to misunderstand the folder structure requirement through:
- Clear error messages with folder context
- Comprehensive logging
- Validation at multiple levels
- Detailed documentation
- Working examples
Each skill MUST be in its own folder. This design decision ensures clean organization, easy management, and unambiguous structure. 🎯
来源:README.md,提交 09b22be
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0版本历史
1- v1.0.0最新Sep 16, 2026
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