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Skills are installed by placing their folder where your agent loads skills.

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The download comes from github.com/moham1999/claude-multi-ai-framework itself, not from our server, so what you get is exactly what its author published.

Install instructions come from the README

Skills do not use an MCP config. Follow the steps in the README below.

README

synced Oct 23, 2026

Claude Multi-AI Framework

A language-agnostic, multi-AI orchestration framework for software development automation with pluggable language adapters.

🎯 What Is This?

A production-ready framework that enables AI agents (Claude Code, Gemini CLI, GPT-4, etc.) to work together on software projects across any programming language through a plugin-based adapter system.

Key Innovation: Generic agents + language-specific skill adapters = Universal automation

✨ Features

  • 🌐 Multi-AI Support: Claude Code, Gemini CLI, GPT-4, and extensible to any AI
  • 🔌 Language Adapters: Plug-and-play skills for PHP, Python, Java, JavaScript, and more
  • 🤖 Specialized Agents: Code validation, testing, research, session management
  • 📝 Context Management: Auto-synced context files for all AI providers
  • ⚡ Auto-Orchestration: Skills activate based on task patterns
  • 🎓 Guided Learning: Interactive tutorials for framework mastery

📦 What's Included

Agents (4 Generic + 2 TODO)

  • ✅ code-validator - Generic validation with language adapter loading
  • ✅ context-sync - Synchronizes multi-AI context files
  • ✅ session-closer - Automated session finalization with git
  • ✅ external-ai-coordinator - Multi-AI ensemble coordination
  • 🔲 test-implementer - TODO: Refactor to use adapters
  • 🔲 research-specialist - TODO: Refactor to use adapters

Skills (5 Total)

  • php-validation - PHP/PSR-12/security validation (proof of concept)
  • multi-agent-orchestrator - Auto-coordinates complex workflows
  • ensemble-decision - Multi-AI voting for decisions
  • guided-learning - Interactive learning system
  • gemini-integration - Gemini CLI integration helper

Commands (13 Slash Commands)

  • /research, /quick-research, /dev-research
  • /hybrid-implement, /test-validate-loop
  • /ensemble-decide, /route-ai
  • /gemini, /use-gemini
  • /session-close
  • And more...

🚀 Quick Start

Installation

# Clone the repository
git clone https://github.com/YOUR_USERNAME/claude-multi-ai-framework.git
cd claude-multi-ai-framework

# Install globally
./install.sh

# Or manually:
cp -r agents ~/.claude/
cp -r skills ~/.claude/
cp -r commands ~/.claude/
cp config/ai-registry.json ~/.claude/

Initialize a New Project

cd your-project
~/.claude/init-project.sh "My Project" "PHP" "Project description"

This creates:

  • .claude/claude.md - Claude Code context
  • .claude/gemini.md - Gemini CLI context
  • .claude/gpt4.md - GPT-4 context
  • .claude/settings.json - Hooks and permissions
  • .agent-state/ - Agent communication infrastructure

Use in Your Project

# Start Claude Code (auto-loads claude.md)
claude

# Or use Gemini CLI (auto-loads gemini.md)  
gemini

# Framework provides all agents and skills automatically

🏗️ Architecture

The Adapter Pattern

Generic Agent (e.g., code-validator)
    ↓
Detects Language (from context or project files)
    ↓
Loads Appropriate Adapter (e.g., php-validation)
    ↓
Executes with Language-Specific Knowledge

Benefits:

  • One agent works with ALL languages
  • Easy to add new languages (just create skill)
  • No code duplication
  • Follows industry best practices (validated by Gemini 2.5 Pro)

Multi-AI Context System

Project Context Files:
├── claude.md  (auto-loaded by Claude Code)
├── gemini.md  (auto-loaded by Gemini CLI)
└── gpt4.md    (auto-loaded by GPT-4)

AI-agnostic content synchronized automatically via context-sync agent

📖 Documentation

🔧 Creating Language Adapters

Want to add support for a new language? It's easy:

  1. Copy the adapter template:

    cp -r skills/php-validation skills/rust-validation

  2. Update SKILL.md with Rust-specific:

    • Linter (cargo clippy)
    • Test framework (cargo test)
    • Security patterns
    • Best practices

  3. Add to registry:

    {
  "rust": {
    "validation_skill": "rust-validation",
    "testing_skill": "rust-testing"
  }
}

  4. Done! The framework now supports Rust.

See adapters/ADAPTER_INTERFACE.md for full specification.

🧪 Testing

# Test code-validator with PHP project
cd examples/php-sample
claude "validate all PHP files"

# Test with Python project
cd examples/python-sample  
claude "validate all Python files"

# Multi-language project
cd examples/polyglot
claude "validate backend (Java) and frontend (JavaScript)"

🤝 Contributing

Contributions welcome! Priority areas:

  1. Language Adapters: Python, Java, JavaScript, TypeScript, Go, Rust
  2. Refactor Agents: test-implementer, research-specialist
  3. Documentation: Tutorials, examples, best practices
  4. Testing: Unit tests, integration tests, example projects

See CONTRIBUTING.md for guidelines.

📊 Project Status

  • ✅ Multi-AI architecture (claude.md, gemini.md, gpt4.md)
  • ✅ Adapter interface specification
  • ✅ PHP validation adapter (proof of concept)
  • ✅ Generic code-validator agent
  • ✅ Context synchronization
  • ✅ Session management automation
  • ⏳ Python/Java/JavaScript adapters (planned)
  • ⏳ Refactor test-implementer (planned)
  • ⏳ Refactor research-specialist (planned)

🙏 Credits

Built on research validating industry best practices from:

  • ESLint (plugin architecture)
  • Docker (adapter pattern)
  • Terraform (provider system)
  • VS Code (extension model)

Architectural approach validated by:

  • Gemini 2.5 Pro (independent research)
  • Claude Sonnet 4.5 (implementation)
  • Multi-agent collaboration testing

📄 License

MIT License - see LICENSE for details

🔗 Links

Built with ❤️ by the multi-AI community

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