MemTensor/MemOS：README 來源編輯指南

MemTensor/MemOS 的 README 將專案描述為「Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings」。本文只整理倉庫可直接核對的內容，不把 star、Fork 或宣傳語當成品質證明。README 在「👾 MemOS: Memory Operating System for LLM & AI Agents」下寫到：MemOS is a Memory Operating System for LLMs and AI agents that unifies store / retrieve / manage for long-term memory, enabling context-aware and personalized interactions with KB, multi-modal, tool memory, and enterprise-grade。這說明的是專案邊界，不是已完成的生產驗證。

從 README 的「Key Features」與相關條目，可以先判斷它是否處理你的實際問題：Multi-Modal Memory: Natively supports text, images, tool traces, and personas, retrieved and reasoned together in one memory system.。若需求不同，不應只因專案熱度就採用。本文保留原始專案名、命令與元件名，方便回到一手來源核對。 README 另外列出一項可核對的資訊：Unified Memory API: A single API to add, retrieve, edit, and delete memory,structured as a graph, inspectable and editable by design, not a black-box embedding store.。這類原文條目可用來設計試跑步驟，但不能取代實際環境測試。

README 將運作方式分散在「News」等段落。可確認的線索包括：Official local memory plugin for Hermes Agent and OpenClaw. One core powers self-evolving memory across L1 traces, L2 policies, L3 world models, and crystallized Skills, with local-first storage and feedback-driven retrieval.。本文不把未寫出的架構、效能或安全邊界補成結論；真正的執行鏈仍要配合目錄、設定檔與版本標籤檢查。

第一次安裝應從 README 指出的入口開始。目前可核對的命令是： git clone https://github.com/MemTensor/MemOS.git cd MemOS cp docker/.env.example .env # fill in your API keys in .env cd docker docker compose up # starts MemOS API + Neo4j + Qdrant 如果倉庫沒有命令，本文不會自行編造步驟，而是建議先閱讀「Key Features」，確認系統依賴、預設埠與首次初始化。

日常使用取決於專案文件。README 的「News」段落提到：Official Hermes Agent memory plugins launched: Hybrid retrieval (FTS5 + vector), smart dedup, tiered skill evolution, multi-agent collaboration. 100% local, zero cloud dependency.。設定檔、環境變數、權限與資料目錄只在來源明確時才會記錄；沒有寫出的預設值，應在測試環境驗證並保留回滾副本。 同一部分也提到：Multi-Cube Knowledge Base Management: Manage multiple knowledge bases as composable memory cubes, enabling isolation, controlled sharing, and dynamic composition across users, projects, and agents.。