Making affordable AI models perform like Claude Code + Sonnet
Open-CCMD is a collection of expert-level coding assistant guides (CLAUDE.md files) for different programming languages and frameworks. These guides help open-source AI models achieve better performance in code generation, debugging, and development tasks.
Open-source AI models are affordable but often struggle with code quality and debugging efficiency. This project provides comprehensive, language-specific guides that help these models:
- ✅ Write better, more maintainable code
- ✅ Debug more efficiently with systematic approaches
- ✅ Follow best practices and patterns
- ✅ Understand codebases before making changes
- ✅ Test and verify changes properly
Goal: Make cheap open-source models perform on par with Claude Code + Sonnet for coding tasks.
Important: While these guides make open-source AI models significantly better at coding tasks, they do not yet achieve the same level of performance as premium models like Claude Opus, Claude Sonnet, or GPT-5.
We are on a journey toward that goal, and these guides represent an important step in bridging the gap between affordable open-source models and premium coding assistants. With continued improvements, community contributions, and refinements, we're working to close that gap.
What you can expect:
- ✅ Significantly improved code quality compared to using open-source models without guides
- ✅ Better debugging and systematic problem-solving approaches
- ✅ More consistent adherence to best practices
⚠️ Not yet at the level of premium models, but continuously improving
| Language/Framework | File | Status |
|---|---|---|
| C | languages/C_CLAUDE.md |
✅ Complete |
| C# | languages/CSHARP_CLAUDE.md |
✅ Complete |
| C++ | languages/CPP_CLAUDE.md |
✅ Complete |
| Go | languages/GO_CLAUDE.md |
✅ Complete |
| Java | languages/JAVA_CLAUDE.md |
✅ Complete |
| JavaScript | languages/JAVASCRIPT_CLAUDE.md |
✅ Complete |
| Python | languages/PYTHON_CLAUDE.md |
✅ Complete |
| Rust | languages/RUST_CLAUDE.md |
✅ Complete |
| TypeScript | languages/TYPESCRIPT_CLAUDE.md |
✅ Complete |
More languages and frameworks coming soon! See Contributing to add your own.
-
Download the guide for your language:
# Clone the repository git clone https://github.com/yourusername/open-ccmd.git cd open-ccmd # Copy the guide to your project cp languages/PYTHON_CLAUDE.md /path/to/your/project/CLAUDE.md
-
Use with your AI assistant:
- Add the guide to your project root as
CLAUDE.md - Reference it in your AI assistant's system prompt or context
- The guide will help the model follow best practices and systematic approaches
- Add the guide to your project root as
-
Customize (optional):
- Add project-specific patterns or conventions
- Include framework-specific guidelines
- Add your team's coding standards
When working with a project that includes a CLAUDE.md file:
- Read the guide first - Understand the methodology and principles
- Follow Phase 0 - Always start with the 5-Question Framework
- Apply the workflows - Use the systematic approaches for coding, debugging, and testing
- Verify everything - Never assume code works; always test and verify
Each language-specific guide includes:
- 🎯 Phase 0: Strategic Analysis - The 5-Question Framework for understanding tasks
- 🔌 Interface-First Design - Define contracts before implementation
- 🏗️ Bottom-Up Development - Build and test incrementally
- ✋ Verification Protocol - Never assume, always verify
- 📐 Syntax & Type Checking - Catch errors early
- 🔍 Hypothesis-Driven Debugging - Systematic problem-solving
- 🚨 Common Failure Patterns - Learn from mistakes
- 📚 Language-Specific Patterns - Best practices for the language
open-ccmd/
├── languages/ # Language-specific guides
│ ├── C_CLAUDE.md
│ ├── CPP_CLAUDE.md
│ ├── CSHARP_CLAUDE.md
│ ├── GO_CLAUDE.md
│ ├── JAVA_CLAUDE.md
│ ├── JAVASCRIPT_CLAUDE.md
│ ├── PYTHON_CLAUDE.md
│ ├── RUST_CLAUDE.md
│ ├── TYPESCRIPT_CLAUDE.md
│ └── [More languages...]
├── CONTRIBUTING.md # How to contribute
├── LICENSE # MIT License
└── README.md # This file
We welcome contributions! Whether you want to:
- Add a new language or framework guide
- Improve existing guides
- Fix bugs or typos
- Add examples or use cases
See CONTRIBUTING.md for detailed guidelines.
- Fork the repository
- Create a new guide in
languages/following the structure of existing guides - Test it with an AI assistant
- Submit a pull request
This project is licensed under the MIT License - see the LICENSE file for details.
- Inspired by Claude Code's systematic approach to coding assistance
- Built for the open-source AI community
- Contributions from developers who want better AI coding tools
- Add guides for TypeScript/JavaScript
- Add guides for Go, Rust, C++
- Add guide for C
- Add guide for C#
- Optimize length of CLAUDE.md files for efficiency
- Add framework-specific guides (React, Django, Spring Boot, etc.)
Have questions, suggestions, or want to discuss improvements?
- Open an issue on GitHub
- Start a discussion
- Contribute a guide!
If you find this project useful, please consider giving it a star! It helps others discover the project.
Remember: "Simple, working code beats complex, perfect code."
Think strategically. Act systematically. Iterate until it works. Always clean up.