Description
Agents fall into loops, forget earlier conclusions and leave no clear record when things go wrong. Octopoda is an open source memory and observability layer for AI agents that works automatically after pip install.
It provides persistent memory, loop detection, hash-chained audit trails and a live dashboard for LangChain, CrewAI, AutoGen and MCP.
Memory:Across sessions.
Loop detection:Stops runaway agents.
Audit:Hash-chained trails.
Dashboard:Live monitoring.
It provides persistent memory, loop detection, hash-chained audit trails and a live dashboard for LangChain, CrewAI, AutoGen and MCP.
Features
Memory:Across sessions.
Loop detection:Stops runaway agents.
Audit:Hash-chained trails.
Dashboard:Live monitoring.
