Can I include my own company's SOPs in the generated skill?

Absolutely. The creator is designed to embed your specific work preferences and standard operating procedures directly into the generated skill's documentation and logic.

Does it handle dependency installation?

Yes, it automatically checks for and installs the necessary MCP SDK using pip to ensure generated scripts run correctly without manual user intervention.

How does it optimize context window usage?

The skill uses 'Progressive Disclosure' and execution-environment filtering, which processes raw data locally and only returns relevant summaries to the LLM context.

Do I need to be a Python expert to use this?

While it generates Python scripts, the meta-skill handles the complex infrastructure, connection management, and boilerplate code based on your natural language workflow description.

What is the MCP Skill Creator?

It is a meta-skill for Claude Code that automates the process of building custom, specialized skills based on Model Context Protocol (MCP) servers and user-defined workflows.

MCP Skill Creator

Name: MCP Skill Creator
Author: nemori-ai

bynemori-ai

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Productivity & Workflow

Automates the generation of workflow-optimized Claude skills by integrating Model Context Protocol (MCP) servers with custom scripts and SOPs.

The MCP Skill Creator is a powerful meta-skill designed to streamline the development of specialized Claude Code capabilities. It transforms standard MCP servers into personalized, high-performance workflows by automating server introspection, dependency management, and script generation. By following Anthropic's best practices for code execution, the skill ensures context efficiency through progressive disclosure and parallel execution patterns. It is ideal for developers who need to bridge multiple MCP tools into a cohesive automation suite that respects specific domain knowledge, user preferences, and standard operating procedures.

Key Features

01Automatic MCP SDK installation and environment setup

0211 GitHub stars

03Programmatic introspection of MCP servers for tool discovery

04Context-efficient Python wrapper generation to minimize token usage

05Seamless embedding of custom SOPs and user preferences into generated skills

06Support for parallel execution patterns and data filtering

Use Cases

01Building specialized DevOps skills that combine monitoring, alerting, and remediation steps

02Developing personalized data processing pipelines that filter information in the execution environment

03Creating multi-step research workflows that fetch data from multiple APIs simultaneously

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nemori-ai/skills mcp-skill-creator

For use in Claude.ai and ChatGPT

Download Skill