MCP Skill Hub
A production-level skill server based on the MCP protocol, supporting dynamic loading and hot-reloading of skills from the mounted directory, and providing a complete interface to resources and tools.
rating : 2.5 points
downloads : 5.6K
What is the MCP Skills Server?
The MCP Skills Server is a skill management server specifically designed for AI assistants (such as Claude). It allows you to organize custom skills (such as Excel automation, data analysis, document processing, etc.) into a structured skill library and enables AI assistants to discover and use these skills through the standardized MCP protocol. You can think of it as a 'skill store' where AI assistants can browse, search for, and invoke various tools and capabilities you provide.How to use the MCP Skills Server?
Using the MCP Skills Server is very simple: 1. Organize your skills into folders in a specific format. 2. Start the MCP server and specify the skill directory. 3. Configure the connection in applications such as Claude Desktop. 4. The AI assistant can automatically discover and use all your skills. There is no need to restart the AI application during the whole process, and skill changes will be automatically synchronized.Use cases
The MCP Skills Server is particularly suitable for the following scenarios: • Team-shared skill library: Team members can share commonly used automation scripts and tools. • Personal skill management: Organize and reuse your commonly used work processes. • Skill development and testing: Rapidly develop and test new AI skills. • Enterprise automation: Expose internal enterprise tools and processes for use by AI assistants.Main features
Dynamic skill loading
Automatically scan the specified directory, discover and load all skill files that meet the format requirements, without manual registration or configuration.
Hot-reloading support
When a skill file changes, automatically detect and reload it, allowing the AI assistant to immediately use the updated skill.
Structure validation
Strictly validate the skill folder structure and provide clear error messages to ensure the standardization and consistency of the skill library.
MCP protocol compliant
Fully comply with the Model Context Protocol standard and seamlessly integrate with MCP clients such as Claude Desktop.
Docker containerization
Provide a Docker image to support rapid deployment in various environments and ensure the consistency of the running environment.
Type safety
Use the type hinting feature of Python 3.13 to provide better code reliability and development experience.
Advantages
Ready to use out of the box: Provide a Docker image for deployment within minutes.
Easy to manage: Skills are stored as Markdown files, facilitating version control and collaboration.
Flexible expansion: Support dynamic addition and removal of skills without restarting the service.
Production-ready: Include complete error handling, logging, and monitoring functions.
Community support: Registered in the MCP Registry and maintained by an active community.
Limitations
Learning curve: Requires understanding of the MCP protocol and skill file format.
Directory structure requirements: Skills must be placed in independent folders and cannot be directly placed in the root directory.
Python dependency: A Python 3.13+ environment is required for local operation.
Skill limitations: Currently mainly support document-based skills, and additional development is required for complex skills.
How to use
Prepare the skill directory
Create a directory to store your skills. Each skill must be placed in an independent subfolder, and the folder should contain a SKILL.md file.
Create the skill file
Create a SKILL.md file in each skill folder, including YAML metadata and skill descriptions.
Start the MCP server
Run the MCP server using Docker and mount your skill directory to the container.
Configure Claude Desktop
Add the MCP server configuration to the Claude Desktop configuration file.
Usage examples
Excel automation skill library
Create an Excel automation skill library for the finance team, including common functions such as report generation, data cleaning, and formula calculation.
Data analysis skill set
Create common data processing skills for data analysts, including functions such as data visualization, statistical analysis, and data transformation.
Document processing tool set
Create a document processing skill set that supports functions such as Markdown conversion, PDF processing, and document format arrangement.
Frequently Asked Questions
Why aren't my skills being loaded?
What if the hot-reloading function doesn't work?
Where should the skill files be placed?
How can I validate my skill directory structure?
What types of skills are supported?
How can I view detailed running logs?
Related resources
MCP Skills Server GitHub repository
Project source code, issue tracking, and contribution guidelines
MCP Registry page
Project page in the official MCP registry
Docker Hub image
Official Docker image and version information
Model Context Protocol official documentation
Official documentation and specifications of the MCP protocol
Claude Desktop configuration guide
How to configure Claude Desktop to use the MCP server

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