Conversation is all your charts need
Built at Global Codex Hackathon: [Singapore] · Apr 21, 2026 · Virtual

An AI-powered charting agent that lets anyone transform raw data into polished, interactive charts through natural conversation — no coding required. Key capabilities include: - Intelligent Chart Recommendation — The AI analyzes uploaded data structure and automatically suggests the most appropriate chart type (bar, line, scatter, pie, etc.) before the user even asks. - Natural Language Editing — Users can modify colors, axis labels, chart types, legends, and data ranges through free-form conversation, making iteration as easy as typing a sentence. - Click-to-Edit Interactivity — Users can click directly on any chart element to target and modify just that component, bridging the gap between conversational AI and direct manipulation. - Dual-Protocol Architecture — Built on FastAPI + FastAPI-MCP, the service simultaneously exposes both HTTP REST endpoints and MCP (Model Context Protocol) interfaces, enabling seamless integration as a standalone web app or as a composable tool within larger agentic workflows. - Non-Developer First — Every design decision prioritizes accessibility, ensuring that business analysts, marketers, and domain experts can produce production-quality visualizations without writing a single line of code.