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octopoda

Persistent Memory Kernel for AI Agents — crash recovery, shared memory, audit trail, real-time dashboard

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 — catch vocabulary loss, tool changes, loops, and stagnation before they break production.

reivo-guard

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

agent-loop-guard

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