Features
Visual drag-and-drop workflow editor (Vue Flow)
AI assistant generates workflows from natural language or voice
Multi-agent orchestration with up to 5 levels of nesting
Built-in RAG pipeline (Qdrant or pgvector) with document upload
MCP (Model Context Protocol) client and server support
Human-in-the-loop approval checkpoints
Content guardrails with 4 layers (input, output, action, human review)
Persistent agent memory with knowledge graphs
Execution traces and evals for debugging and testing
Token cost tracking per workflow
User-built dashboards with chart widgets (Dashboard tab)
Python tools and skills system for portable agent capabilities
Playwright browser automation with auto-healing
Data pinning and version history for workflows
Parallel DAG execution for independent branches
Connect to 715+ MCP servers
Built-in OAuth authentication and automatic token refresh
One-click add to toolbox for MCP servers
Credential and session management (stateless for you)
OrgX coordination infrastructure (task delegation, decision workflows, cross-session memory)
Flamecast persistent assistant for Telegram and Slack
CLI and REST API for programmatic access
Publish custom MCP servers to marketplace
Usage statistics and server popularity metrics
Agent News for verified AI agent news with citations
OneSignal push notifications, email, SMS
Tavily optimized web search
Context7 version-specific documentation fetching
