What is the BAIME-aligned protocol?

It is a structured methodology used by this skill to ensure refactoring is systematic, measurable, and follows proven architectural design patterns.

Does this skill work with any programming language?

While parts of the logic are transferable, this specific skill is optimized for Go codebases, particularly CLIs, services, and MCP-compatible tools.

How does it measure refactoring success?

Success is measured by a 30% reduction in complexity, ensuring cyclomatic complexity stays below 10, and verifying that test coverage meets a 70% minimum threshold.

Is it safe to use on production code?

Yes, it incorporates a mandatory TDD refactoring workflow, safety checklists, and an incremental commit protocol to minimize the risk of regressions.

What tools are required to run the metrics?

The skill utilizes standard tools like Grep, Bash, and Make, along with specific scripts for capturing metrics and counting artifacts within the repository.

Go Code Refactoring & Optimization

Name: Go Code Refactoring & Optimization
Author: yaleh

byyaleh

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Analytics & Monitoring

Refactors complex Go codebases using automated metrics and BAIME-aligned protocols to reduce cyclomatic complexity and improve test coverage.

This skill provides a rigorous, data-driven approach to refactoring Go language hotspots, specifically tailored for CLIs, services, and Model Context Protocol (MCP) tooling. By leveraging a structured BAIME-aligned protocol, it automatically identifies high-complexity functions, applies standardized design patterns, and validates improvements through strict metrics like cyclomatic complexity reduction and test coverage thresholds. It integrates seamlessly with TDD workflows and incremental commit protocols to ensure that refactoring remains safe, measurable, and highly documented for long-term maintainability.

Key Features

01Automated cyclomatic complexity analysis and reduction targets

02BAIME-aligned refactoring protocols for Go-specific hotspots

03Integrated TDD workflows with safety checklists and incremental commits

04Real-time metrics capture for services and MCP tools

05Automated knowledge documentation of patterns and best practices

0615 GitHub stars

Use Cases

01Optimizing Model Context Protocol (MCP) tools for better performance and maintainability

02Improving test coverage and code quality in Go-based CLI applications

03Reducing technical debt in high-complexity Go microservices

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yaleh/meta-cc code-refactoring

For use in Claude.ai and ChatGPT

Download Skill