Thoughtbox

Thoughtbox is an open-source Model Context Protocol (MCP) server designed for auditable, multi-agent collaborative reasoning and structured problem-solving. It provides a persistent ledger for thoughts, workflow management for agents with domain-specific roles, real-time observability via a web UI, and integration with knowledge graphs and interactive notebooks. Thoughtbox is ideal for teams, researchers, developers, and anyone building agentic AI workflows requiring traceability, analysis, and advanced coordination among multiple AI or human agents.