What is the SPP human-to-AI ratio?

It is a metric within the SPP workflow that tracks how much code is written by the human versus the AI to ensure the developer remains the primary driver of the project.

Does this skill affect git commit history?

Yes, it specifically ensures Claude is not marked as a co-author on these commits so that the work is correctly tracked as human-written in the SPP system.

When should I use the SPP Help Human Code skill?

Use it when you are blocked by SPP write hooks, want to practice coding yourself, or need to rebalance your contribution stats to stay sharp.

Will Claude still review the code I write?

Yes. After you complete your changes, the skill includes a specific step to review your code against standard industry best practices.

How does this skill help me learn programming?

Instead of writing code for you, it provides high-level logic and file pointers, requiring you to implement the solution while Claude provides mentorship and review.

SPP Human Code Mentor

Name: SPP Human Code Mentor
Author: mlolson

bymlolson

•

Learning & Documentation

Guides developers through manual coding tasks to improve programming skills and maintain healthy human-to-AI contribution ratios.

This skill transforms Claude into a supportive pair-programming coach designed specifically for the SPP (Smallest Possible Patch) workflow. Instead of generating code automatically, it provides high-level architectural guidance, specific file pointers, and testing instructions to help human developers write their own code. It is ideal for situations where the AI-to-human contribution ratio is unbalanced, or when a developer wants to deepen their understanding of a codebase through guided hands-on implementation and expert code review.

Key Features

01Strategic code pointers and file location mapping

02Automated testing and verification instructions

03Post-implementation code review and best practices

04SPP contribution ratio management and coaching

0510 GitHub stars

06Step-by-step human-led coding guidance

Use Cases

01Learning a new codebase or language through guided implementation

02Correcting an unhealthy SPP ratio where the AI has written too much code

03Maintaining project ownership by ensuring human-only commit attribution

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mlolson/claude-spp spp-help-human-code

For use in Claude.ai and ChatGPT

Download Skill