An AI agent system that performs multi-step research tasks with tool use, state management, and error recovery.
Starting development after Project 1 MCP server is complete.
This project demonstrates:
- AI agent architecture and design
- Multi-step reasoning and planning
- Tool use and MCP server integration
- State management across sessions
- Error handling and retry logic
- Prompt engineering best practices
Backend:
- Python 3.11+
- FastAPI
- Anthropic Claude API
- Custom MCP servers (from Project 1)
Frontend:
- Next.js 14
- TypeScript
- Real-time updates via Server-Sent Events
Agent Framework:
- Custom agent implementation
- MCP protocol for tool integration
- Conversation state management
- Multi-step task decomposition
- Web search and content synthesis
- Code analysis via MCP tools
- Document generation
- Self-correction and error recovery
- Conversation history and context management
Agent Loop:
- Receive user task
- Plan steps to accomplish task
- Execute steps using available tools
- Evaluate results and re-plan if needed
- Return synthesized response
Tools Available:
- Web search (via MCP)
- Code repository analysis (via Project 1 MCP server)
- Document creation
- Data analysis
- Natural language task input
- Real-time progress updates
- Transparent reasoning (show agent's thought process)
- Session persistence
- Retry logic with exponential backoff
- Cost tracking (API usage)
"Research the latest developments in MCP servers and create a comparison document"
"Analyze my GitHub repos and suggest architectural improvements"
"Find and summarize recent papers on prompt engineering"
- State Management: Persistent conversation context with PostgreSQL
- Error Handling: Graceful degradation, retry with backoff
- Tool Orchestration: Dynamic tool selection based on task
- Performance: Async execution, parallel tool calls where possible
[Installation instructions coming soon]
- Understand AI agent design patterns
- Master MCP protocol and tool use
- Build robust error handling systems
- Production-grade prompt engineering
Built as part of my software engineering portfolio | View Other Projects