PraisonAI is a low-code, production-ready multi-agent framework designed to automate complex challenges with AI agent teams that plan, research, code, and deliver results 24/7. With agent instantiation in under 4 microseconds, it achieves exceptional performance for multi-agent systems at scale. The framework supports 100+ LLM providers (OpenAI, Anthropic, Google, DeepSeek, Ollama, and more), native agent handoffs, RAG with quality-based scoring, graph memory, and comprehensive guardrails. PraisonAI features deep MCP integration across stdio, HTTP, WebSocket, and SSE transports, and can deploy agents as bots to Telegram, Discord, Slack, and WhatsApp. It includes a dashboard UI (PraisonAI Claw) and supports both code-first and YAML-based no-code agent configuration.