Dagflo: MCP Tool Turns Codebases into Animated Visualizations for Agents

mcgrillian · reddit · 2026-08-06

A former Meta engineer launched Dagflo, an animated visual explanation tool designed specifically for software teams.

Core Features: Through MCP integration, coding agents like Claude and Cursor can transform codebases, PRs, and algorithms into dynamic, step-by-step visual demonstrations.
Pain Point Solved: While current coding agents can understand code, they usually output walls of text or static Mermaid diagrams. Dagflo aims to use dynamic tools to explain dynamic systems, reducing communication costs and bad decisions.
Background: Having worked at Meta for four years, the author saw firsthand the engineering hours wasted due to poor technical communication, leading to a year of development on this tool.

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