{"repo":"RyjoxTechnologies/Octopoda-OS","free":true,"listed":false,"github":"https://github.com/RyjoxTechnologies/Octopoda-OS","clone":"git clone https://github.com/RyjoxTechnologies/Octopoda-OS.git","description":"The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install.","language":"Python","stars":509,"topics":["ai-agents","ai-memory","autogen","crewai","knowledge-graph","langchain","mcp","memory-engine","openai","persistent-memory"],"license":null,"category":"ai-agents","readme_excerpt":"🐙 Octopoda The open-source memory and observability layer for AI agents. Persistent memory, loop detection, audit trails, and a live dashboard — automatic on pip install . Website · Docs · Dashboard · Quick start · MCP server Live fleet overview: agent health, operations volume, per-agent scores, the anomaly stream, and the loops caught before they burned tokens. The same dashboard runs locally and in the cloud. --- Contents - What is Octopoda - The problems it solves - Quick start - Local vs cloud - What you get out of the box - Agents · Memory · Shared memory · Audit trail - Advanced features - Framework integrations - MCP server - How it compares - Cloud & pricing - Installation · Configuration --- What is Octopoda Octopoda is the layer between your AI agents and a production system that behaves. You write your agent however you like — plain Python, LangChain, CrewAI, AutoGen, the OpenAI Agents SDK, or MCP — and Octopoda sits underneath and handles four things agents consistently get wrong: - Memory that survives every restart, crash, and deploy. - Loop detection that flags a stuck agent in seconds, with the exact calls that caused it. - An audit trail of every decision, write, and recovery — optionally hash-chained and verifiable. - A live dashboard so you can actually see what your agents are doing. It runs locally with one pip install and zero infrastructure. When you outgrow local, the same code syncs to the cloud with a single environment variable — no re-architectur","default_branch":null,"files":null,"tree":[],"storefront":"/r/RyjoxTechnologies","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/RyjoxTechnologies/Octopoda-OS/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}