waggle-mcp

Waggle is an open-source, local-first memory layer for AI agents that stores project knowledge as a graph: decisions, the reasons behind them, dependencies, and changes. It lets the next conversation continue from that context instead of starting over. Memory can be inspected and edited in Graph Studio, and exported or imported as .abhi files across clients. In the WebMCP workspace, agents propose corrections that humans must approve before they become authoritative.