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HelixML - AI Agents on a Private GenAI Stack

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Deploy AI agents in your own data center or VPC and retain complete data security & control.

HelixML is an enterprise-grade platform for building and deploying AI agents with support for RAG (Retrieval-Augmented Generation), API calling, vision, and multi-provider LLM support. Build and deploy LLM applications by writing a simple helix.yaml configuration file.

Our intelligent GPU scheduler packs models efficiently into available GPU memory and dynamically loads and unloads models based on demand, optimizing resource utilization.

✨ Key Features

🤖 AI Agents

• Easy-to-use Web UI for agent interaction and management
• Session-based architecture with pause/resume capabilities
• Multi-step reasoning with tool orchestration
• Memory management for context-aware interactions
• Support for multiple LLM providers (OpenAI, Anthropic, and local models)

🛠️ Skills and Tools

• REST API integration with OpenAPI schema support
• MCP (Model Context Protocol) server compatibility
• GPTScript integration for advanced scripting
• OAuth token management for secure third-party access
• Custom tool development with flexible SDK

📚 Knowledge Management

• Built-in document ingestion (PDFs, Word, text files)
• Web scraper for automatic content extraction
• Multiple RAG backends: Kodit, LlamaIndex
• Vector embeddings with PGVector for semantic search
• Vision RAG support for multimodal content

Main use cases:

• Upload and analyze corporate documents
• Add website documentation URLs to create instant customer support agents
• Build knowledge bases from multiple sources

🔍 Tracing and Observability

Context is everything. Agents can process tens of thousands of tokens per step—Helix provides complete visibility under the hood:

Tracing features:

• View all agent execution steps
• Inspect requests and responses to LLM providers, third-party APIs, and MCP servers
• Real-time token usage tracking
• Pricing and cost analysis
• Performance metrics and debugging

🚀 Additional Features

• Multi-tenancy with organization, team, and role-based access control
• Scheduled tasks and cron jobs
• Webhook triggers for event-driven workflows
• Evaluation framework for testing and quality assurance
• Payment integration with Stripe support
• Notifications via Slack, Discord, and email
• Keycloak authentication with OAuth and OIDC support

🏗️ Architecture

HelixML uses a microservices architecture with the following components:

┌─────────────────────────────────────────────────────────┐
│                      Frontend (React)                    │
│                     vite + TypeScript                    │
└────────────────────┬────────────────────────────────────┘
                     │
┌────────────────────▼────────────────────────────────────┐
│                  API / Control Plane (Go)                │
│  ┌──────────────┬──────────────┬──────────────────────┐ │
│  │   Agents     │  Knowledge   │   Auth & Sessions    │ │
│  │   Skills     │  RAG Pipeline│   Organizations      │ │
│  │   Tools      │  Vector DB   │   Usage Tracking     │ │
│  └──────────────┴──────────────┴──────────────────────┘ │
└─────────┬──────────────────────────────────┬───────────┘
          │                                  │
┌─────────▼──────────┐            ┌─────────▼──────────┐
│   PostgreSQL       │            │   GPU Runners      │
│   + PGVector       │            │   Model Scheduler  │
└────────────────────┘            └────────────────────┘
          │
┌─────────▼──────────────────────────────────────────────┐
│  Supporting Services: Keycloak, Kodit, GPTScript       │
│  Runner, Chrome/Rod, SearXNG                           │
└────────────────────────────────────────────────────────┘

Three-layer agent hierarchy:

1. Session: Manages agent lifecycle and state
2. Agent: Coordinates skills and handles LLM interactions
3. Skills: Group related tools for specific capabilities
4. Tools: Individual actions (API calls, functions, scripts)

💻 Tech Stack

Backend

• Go 1.24.0 - Main backend language
• PostgreSQL + PGVector - Data storage and vector embeddings
• GORM - ORM for database operations
• Gorilla Mux - HTTP routing
• Keycloak - Identity and access management
• NATS - Message queue
• Zerolog - Structured logging

Frontend

• React 18.3.1 - UI framework
• TypeScript - Type-safe JavaScript
• Material-UI (MUI) - Component library
• MobX - State management
• Vite - Build tool
• Monaco Editor - Code editing

AI/ML

• OpenAI SDK - GPT models integration
• Anthropic SDK - Claude models integration
• LangChain Go - LLM orchestration
• GPTScript - Scripting capabilities
• Kodit / LlamaIndex - RAG backends

Infrastructure

• Docker & Docker Compose - Containerization
• Kubernetes + Helm - Orchestration
• Flux - GitOps operator

🚀 Quick Start

Install on Docker

Use our quickstart installer:

curl -sL -O https://get.helixml.tech/install.sh
chmod +x install.sh
sudo ./install.sh

The installer will prompt you before making changes to your system. By default, the dashboard will be available on http://localhost:8080.

For setting up a deployment with a DNS name, see ./install.sh --help or read the detailed docs. We've documented easy TLS termination for you.

Next steps:

• Attach your own GPU runners per runners docs
• Use any external OpenAI-compatible LLM

Install on Kubernetes

Use our Helm charts for production deployments:

• Control Plane Helm Chart
• Runner Helm Chart

🔧 Configuration

All server configuration is done via environment variables. You can find the complete list of configuration options in api/pkg/config/config.go.

Key environment variables:

• OPENAI_API_KEY - OpenAI API credentials
• ANTHROPIC_API_KEY - Anthropic API credentials
• POSTGRES_* - Database connection settings
• KEYCLOAK_* - Authentication settings
• SERVER_URL - Public URL for the deployment
• RUNNER_* - GPU runner configuration

See the configuration documentation for detailed setup instructions.

👨‍💻 Development

For local development, refer to the Helix local development guide.

Prerequisites:

• Docker Desktop (or Docker + Docker Compose)
• Go 1.24.0+
• Node.js 18+
• Make

Quick development setup:

# Clone the repository
git clone https://github.com/helixml/helix.git
cd helix

# Start supporting services
docker-compose up -d postgres keycloak

# Run the backend
cd api
go run . serve

# Run the frontend (in a new terminal)
cd frontend
npm install
npm run dev

See local-development.md for comprehensive setup instructions.

📖 Documentation

• Overview - Platform introduction
• Getting Started - Build your first agent
• Control Plane Deployment - Production deployment guide
• Runner Deployment - GPU runner setup
• Agent Architecture - Technical specification
• API Reference - REST API documentation
• Contributing Guide - How to contribute
• Upgrading Guide - Migration instructions

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for details.

By contributing, you confirm that:

• Your changes will fall under the same license
• Your changes will be owned by HelixML, Inc.

📄 License

Helix is licensed under a similar license to Docker Desktop. You can run the source code (in this repo) for free for:

• Personal Use: Individuals or people personally experimenting
• Educational Use: Schools and universities
• Small Business Use: Companies with under $10M annual revenue and less than 250 employees

If you fall outside of these terms, please use the Launchpad to purchase a license for large commercial use. Trial licenses are available for experimentation.

You are not allowed to use our code to build a product that competes with us.

Why these license clauses?

• We generate revenue to support the development of Helix. We are an independent software company.
• We don't want cloud providers to take our open source code and build a rebranded service on top of it.

If you would like to use some part of this code under a more permissive license, please get in touch.

🆘 Support

• Discord Community - Join our community for help and discussions
• GitHub Issues - Report bugs or request features
• Documentation - Comprehensive guides and references
• Email - Contact us for commercial inquiries

🌟 Star History

If you find Helix useful, please consider giving us a star on GitHub!

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Built with ❤️ by HelixML, Inc.