Orion AI Coding Agent

Created

Dec 31, 2025 5:09 PM

Tags

GitHub

Orion is a smart multi-agent system powered by LangGraph that turns prompts into GitHub PRs with intelligent workflow orchestration, parallel processing, and advanced error recovery.

✨ Key Features

🧠 Intelligent Workflow Routing: Dynamic decision-making based on repository analysis
⚡ Parallel Agent Execution: Multiple agents working simultaneously for better performance
🔄 Smart Error Recovery: Multiple retry strategies and alternative workflow paths
📊 Advanced State Management: Sophisticated state tracking with built-in persistence
🎯 Context-Aware Decisions: Adaptive workflow based on task complexity and requirements

🚀 Quick Start

Installation

git clone <repository-url>
cd orion
pip install -r requirements.txt

Setup Authentication

python main.py --setup-auth

Basic Usage

# Basic code generation
python main.py --prompt "Add logging functionality to the project"

# With commit and PR creation
python main.py --prompt "Build REST API with comprehensive tests" --commit --create-pr

# Enable debug mode for detailed workflow information
python main.py --prompt "Refactor database layer" --debug

# List available repositories
python main.py --list-repos

# Discord bot integration
python main.py --discord-bot

# Explain repository structure with an OpenAI summary (no changes made)
python main.py --prompt "Explain" --repo-url <repository-url> --branch <branch>

📋 Available Commands

Command	Description
`--prompt "text"`	Instruction for the AI agent
`--repo-url URL`	GitHub repository URL to work with
`--branch BRANCH`	Name of the branch to work on
`--commit`	Commit the generated changes
`--create-pr`	Create a pull request (auto-enables --commit)
`--debug`	Enable detailed LangGraph workflow information
`--strict-testing`	Abort commit if tests fail
`--no-testing`	Disable code testing
`--no-venv`	Disable virtual environment creation
`--list-repos`	List repositories from your GitHub account
`--setup-auth`	Run authentication setup
`--discord-bot`	Start Discord bot for interactive prompts
`--prompt "Explain"`	Use OpenAI to describe the repository and ignore commit/PR flags

🎯 LangGraph Architecture

Orion uses LangGraph for production-grade workflow orchestration:

Intelligent Routing: Analyzes repository structure to choose optimal workflow paths
Parallel Processing: Runs independent tasks simultaneously (30-50% faster execution)
Error Recovery: Smart retry strategies with context-aware fallbacks
State Persistence: Resume interrupted workflows from any checkpoint
Adaptive Workflows: Dynamic execution based on task complexity

Workflow Phases

Repository Analysis → Intelligent context gathering
Code Generation → AI-powered implementation
Environment Setup → Automated dependency management
Testing & Validation → Quality assurance with smart recovery
Git Operations → Commit and PR creation