Features
Visual drag-and-drop workflow builder
Interactive sandbox for testing workflows
End-to-end request tracing with OpenTelemetry
Real-time cost tracking and optimization recommendations
Performance analytics with bottleneck identification
Custom metrics and real-time alerting
Quality assurance with test datasets and version comparison
LLM-as-a-judge evaluation and deterministic metrics
Self-hostable open-source platform
Policy-based governance center
Budget controls with caps, quotas, and proactive alerts
Cost forecasting and cost centers by agent, team, provider
REST APIs for integration
Supports OpenAI, Anthropic, Google Gemini, Mistral
Gated promotion from sandbox to production
AI-powered code generation from natural language
One-click deployment to Replit hosting
Real-time collaborative editing
Agent 4 with faster, more versatile AI
Voice Mode for hands-free development
Custom Instructions and reusable Skills
Package Firewall to block malicious dependencies
Built-in database support (PostgreSQL, SQLite)
Integrated cloud IDE with terminal
Automatic dependency management
Version control with Git integration
Multi-language support (Python, JavaScript, TypeScript, etc.)
Context-aware code suggestions
Direct integration with Claude and Databricks
One-click MCP servers (Apollo, Black Forest Labs)
