Mcp_omni_connect

OmniCoreAgent provides a production-ready AI agent framework that enables developers to build autonomous agents with pluggable memory backends, custom tool registration, and automatic context management. The server supplies core capabilities including runtime memory store switching (Redis, MongoDB, etc.), a ToolRegistry for defining custom tools with type hints, built-in guardrails to prevent prompt injection, and automatic context management for handling long conversations. It solves the problem of deploying scalable AI agents in production environments where flexibility, reliability, and memory persistence are critical requirements.