Loop Detection Python Packages

octopoda

The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.

loopgain

Barkhausen stability monitor for AI agent loops. Real-time loop-gain (Aβ) detection of convergence, stalling, oscillation, and divergence — with best-so-far rollback and ETA prediction. Pre-built adapters for LangGraph, CrewAI, AutoGen; drop-in via the raw API for Claude Agent SDK and custom agentic stacks.

agentguard47

Your AI agent just burned $200. AgentGuard stops it at $5. Runtime cost guardrails for AI agents — budget enforcement, loop detection, kill switch. Zero dependencies, MIT licensed.

drift-detector-agent

Behavioral drift detection for LLM agents

agent-loop-guard

Framework-agnostic agent loop detection — sliding window similarity scoring to catch stuck agents

reivo-guard

Open-source guardrails for AI agents — loop detection, budget enforcement, and quality verification.