Octopodas

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).

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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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Pricing

Freemium

Start free — freemium model with a free tier and paid plans for higher limits (see pricing page).

Platforms

webapi

Tech Stack

PythonpipLangChainAutoGenCrewAIMCPOpenAIAnthropicGitHub

Tags

#persistent memory#AI agents#loop detection#audit trail#LangChain#OpenAI#agent monitoring