
Octopodas
Persistent memory, loop detection, and an audit trail for AI agents.
Freemium - Start free — freemium model with a free tier and paid plans for higher limits (see pricing page).
About Octopodas
Octopoda provides persistent memory, loop detection, versioning and a full audit trail for autonomous AI agents. Installable via pip, it integrates with LangChain, CrewAI, AutoGen, MCP, OpenAI and Anthropic. Includes a real-time web dashboard for agent health, anomaly detection, operation metrics, memory version history, shared spaces and checkpoints to prevent reflection loops and tool spam — built for teams deploying production agents.
Key Features
- Persistent, versioned memory storage for AI agents
- Loop/reflection detection and automated loop avoidance
- Full audit trail and memory version history for debugging and compliance
- Integrations with LangChain, CrewAI, AutoGen, MCP, OpenAI, Anthropic
- Real-time dashboard: agent health, anomalies, live events and ops metrics
Who is this for?
Developers and teams building autonomous AI agents and agent orchestration (ML engineers, platform/ops teams).
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FreemiumStart free — freemium model with a free tier and paid plans for higher limits (see pricing page).
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