AI Agency Ops
Independent Project
Multi-Agent Orchestration
The Challenge
Managing 30+ specialized AI agents across different LLM providers, communication channels, and tool integrations requires a unified orchestration layer with cross-agent coordination.
The Solution
Built a unified multi-agent platform managing 30+ specialized agents — from code automation and content generation to IoT control and knowledge management — with Model Context Protocol integration and real-time event coordination.
What It Does
AI Agency Ops is a production-grade platform that orchestrates 30+ specialized AI agents. It provides unified context management, real-time event streaming via Redis, and Model Context Protocol (MCP) for seamless tool sharing across agent boundaries.
How It Works
Built on LangGraph state machines with vector memory persistence. Agents communicate via Redis Streams event bus. MCP enables tools to be shared as capabilities rather than possessions. Multi-LLM routing intelligently selects providers based on query type.
Process Flow
Key Innovations
Technologies Used
Performance Metrics
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