Custom AI Agent & Automation Systems (Powered by MCP)
I design and build intelligent automation systems where an AI agent monitors data, makes decisions, and takes real actions not just chatbot replies.
Using the Model Context Protocol (MCP), I build modular systems with three core pieces:
- Orchestrator coordinates the workflow and calls the right tools at the right time
- Connector service(s) securely interact with your external systems (APIs, databases, inboxes, files, messaging apps, etc.)
- AI decision engine classifies, scores, or reasons about your data using an LLM (Claude, GPT, or local models), with fallback logic so the system stays reliable
Use cases I can build for:
- Automated triage & classification (emails, tickets, documents)
- Monitoring & alerting systems
- Data enrichment/tagging pipelines
- Multi-tool AI agents connected to your existing apps
- Custom MCP servers linking an LLM to your internal tools/APIs
What you get:
- A working, deployable system (Dockerized)
- Secure credential/data handling
- Clear logging of every decision the AI made
- Flexible LLM provider choice
I have hands-on experience with this architecture and can adapt it to your specific workflow. Message me before ord