Get Shit Done: A Lightweight System for Meta-Prompting with Claude

Ever feel like you're spending more time crafting the perfect prompt for your AI assistant than actually writing code? You're not alone. As developers, we're quickly learning that the quality of the output from tools like Claude Code depends heavily on the quality of the input. But who has time to become a full-time prompt engineer on top of everything else?

That's where Get Shit Done comes in—a lightweight, pragmatic system designed to streamline your workflow with Claude. It's not another bloated framework or over-engineered solution. It's a simple, effective approach to meta-prompting that helps you get better results with less effort.

What It Does

Get Shit Done (GSD) is essentially a structured method for creating and using meta-prompts—prompts that help you build better prompts. Think of it as a prompt factory for your development work. The system provides templates and patterns that guide Claude in understanding your context, your project's requirements, and your preferred working style, so you can jump straight into productive coding sessions.

The repository contains a collection of starter prompts, context templates, and workflow examples that you can adapt to your specific needs. Instead of starting from scratch every time, you begin with a solid foundation that's already tuned for technical work.

Why It's Cool

The beauty of GSD is in its simplicity and practicality. Unlike some AI tooling that adds complexity, this system is designed to reduce friction. Here's what makes it stand out:

It's project-aware: The templates help you establish context about your codebase, tech stack, and objectives right from the start. This means Claude spends less time guessing what you're working on and more time giving you relevant suggestions.

It's developer-centric: The prompts are written by developers for developers. They speak our language and understand our workflows—whether you're debugging, refactoring, implementing a new feature, or just exploring an idea.

It's flexible, not prescriptive: You're not locked into a rigid system. The templates are starting points that you modify and extend based on what works for your specific projects and style.

It embraces iteration: The system acknowledges that good prompting is often an iterative process. It provides patterns for refining and building upon previous interactions rather than treating each prompt as an isolated request.

How to Try It

Getting started is straightforward—no complicated setup or dependencies:

1. Head over to the Get Shit Done repository
2. Browse through the prompts/ directory to see the available templates
3. Pick a template that matches your current task (like feature_development.md or debugging_session.md)
4. Copy the template, fill in your specific context, and use it as your starting prompt with Claude Code
5. Adapt and modify the templates as you discover what works best for your workflow

The repository is documentation-heavy by design—it's meant to be read, understood, and customized rather than just installed and run.

Final Thoughts

As AI assistants become more integrated into our development workflows, having a systematic approach to interacting with them isn't just nice-to-have—it's becoming essential. Get Shit Done offers that system without the overhead of yet another tool to learn and maintain.

What I appreciate most is that it doesn't try to solve everything. It focuses on one thing—improving your prompt quality—and does it well. Whether you're a seasoned prompt crafter or just getting started with Claude Code, there's something here that can help you work more effectively.

The real power comes when you start adapting these templates to your own patterns and sharing what you learn. After all, the best systems are the ones that evolve with the people using them.

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