A collection of meta-skills for Claude that enhance skill creation and customization workflows.
Meta-skills are skills that help you create or improve other skills. This collection provides powerful tools for:
- Creating new skills from MCP servers with workflow optimizations
- Customizing existing skills to match your preferences and requirements
- Iteratively improving skills based on real-world usage
Transform MCP servers into workflow-optimized skills following Anthropic's MCP + Code Execution best practices.
Use when you want to:
- Create a custom skill from one or more MCP servers
- Optimize workflows with parallel execution and data filtering
- Build reusable automation scripts for specific work scenarios
- Capture personal SOPs and preferences into a skill
Key Features:
- Progressive Disclosure: Load tool definitions on-demand (98.7% token savings)
- Working Code Generation: Generates actual working MCP client infrastructure
- Context Efficiency: Process data in execution environment
- Personalization: Embed user preferences and SOPs into workflow
Example:
"I search files with priority: Projects → Downloads → Tmp, stop when found"
→ Generates a skill with prioritized search workflow and embedded preferences
Fork and iteratively improve existing skills based on your specific preferences and workflows.
Use when you want to:
- Customize an existing skill's output format or behavior
- Adapt a skill to company-specific requirements
- Add domain-specific knowledge to an existing skill
- Fine-tune a skill based on real-world usage
Key Features:
- Systematic Forking: Copy and track skill customizations
- Structured Feedback: Capture what works and what doesn't
- Guided Customization: Modify behaviors, scripts, and references
- Version Control: Timestamped packaging for distribution
Example:
"I want the pdf skill to always output tables as CSV instead of JSON"
→ Forks and customizes the pdf skill with your preferences
# Add this repository as a marketplace
/plugin marketplace add https://github.com/nemori-ai/skills.git
# Browse and install plugins
# Then select "Browse and install plugins" → Choose skill → "Install now"- mcp-skill-creator - Create workflow-optimized skills from MCP servers
- skill-customizer - Customize existing skills based on preferences
# 1. Install MCP SDK
pip3 install mcp --break-system-packages
# 2. Use mcp-skill-creator
"I want to create a skill that searches my Projects, Downloads, and Tmp
directories with priority order, stopping when files are found"# Use skill-customizer
"I want to customize the data-analysis skill to always include
confidence intervals and use my company's data visualization standards"- Python 3.10+
- MCP SDK:
pip3 install mcp --break-system-packages - Node.js (for running MCP servers via npx)
- Python 3.10+
Each skill has detailed documentation in its directory:
- mcp-skill-creator/SKILL.md - Complete workflow for creating MCP-powered skills
- mcp-skill-creator/references/ - MCP best practices and examples
- skill-customizer/SKILL.md - Complete workflow for customizing skills
- skill-customizer/references/ - Customization patterns and examples
Skills are folders of instructions, scripts, and resources that Claude loads dynamically to improve performance on specialized tasks. For more information:
- What are skills?
- Using skills in Claude
- How to create custom skills
- Equipping agents for the real world with Agent Skills
Contributions are welcome! If you have suggestions for improvements or new meta-skills, please feel free to contribute.
This project is open source under the Apache 2.0 license, following the Anthropic Skills repository licensing.
Inspired by Anthropic's Skills repository and MCP engineering practices.