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장기 기억에 좋은 MCP 서버 추천 (2026)

장기 기억에 많이 쓰이는 오픈소스 MCP 서버 30개를 GitHub 스타 순으로 정리했습니다. 각 항목은 저장소 정보, (README에 있는 경우) 설치 설정, 관련 서버를 담은 페이지로 연결됩니다.

  1. Memory (official) Official – Knowledge graph-based persistent memory system.
  2. ruflo ★74702 – 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conver
  3. codebase-memory-mcp ★46608 – High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in mil
  4. context-mode ★29252 – Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and
  5. osaurus ★8048 – Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic
  6. x64dbg-mcp-server ★2506 – x64dbg-MCP Server is a native MCP (Model Context Protocol) plugin for x64dbg that exposes the debugger's full functional
  7. mcp-memory-service ★2014 – Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph
  8. cheatengine-mcp-bridge ★1644 – Connect your favorite AI agents directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and me
  9. aoci-code ★1551 – A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch any
  10. rocketmq-rust ★1528 – 🚀 Apache RocketMQ built in Rust 🦀 — faster, safer, and more memory-efficient. Powering high-performance messaging for
  11. tradememory-protocol ★1430 – Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, tamper-evident SHA-256 chain wi
  12. nocturne_memory ★1391 – A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. E
  13. PrismerCloud ★1386 – Prismer Cloud
  14. deja-vu ★1201 – Coding agent memory for Claude Code, Codex, Cursor and 39 more, built from the session history already on your disk. Loc
  15. agentrq ★1155 – AgentRQ: Human-in-loop realtime conversational task manager for AI Agents. Self-hosted! Control your own agents from whe
  16. memory-bank-mcp ★920 – A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
  17. AgentChat ★916 – AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP
  18. iai-personal-memory-engine ★908 – A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time
  19. NornicDB ★905 – Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and wri
  20. projectmem ★865 – Open-source coding agents memory. Records issues, attempts, fixes and decisions, then warns your agent before it repeats
  21. memorix ★840 – Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Ge
  22. Wax ★804 – Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. N
  23. okf-agent-memory ★795 – Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embe
  24. hippo-memory ★779 – Stop re-teaching your agent. Make your agent's memory work like a brain. Hippo is long-term memory for coding agents. It
  25. storybloq ★772 – Project memory and workflows for Claude Code and Codex. Keep stories, plans, handovers, and review evidence in your repo
  26. memora ★740 – Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, an
  27. MegaMemory ★724 – Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web ex
  28. swarmvault ★717 – The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andr
  29. metaharness ★702 – 🛠️ The meta-harness for AI agents — scaffold your own focused, branded agent harness with its own npx CLI, MCP server,
  30. swarmclaw ★690 – Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools,

자주 묻는 질문

장기 기억용 MCP 서버란 무엇인가요?

MCP(Model Context Protocol) 서버는 Claude, Cursor, VS Code의 GitHub Copilot 같은 AI 어시스턴트를 외부 도구와 데이터에 연결해 줍니다. 이 페이지의 서버들은 장기 기억에 초점을 맞추고 있습니다.

순위는 어떻게 정하나요?

GitHub 스타 수와 최근 활동을 기준으로 하며, 2026년 10월 15일에 업데이트한 공개 저장소 데이터를 사용합니다.

어떻게 설치하나요?

대부분의 서버는 클라이언트의 MCP 설정 파일에 npx, uvx 또는 Docker 명령을 추가하면 됩니다. Claude Desktop, Cursor, VS Code 설치 가이드에서 단계별로 설명합니다.

관련 가이드

주간 MCP 다이제스트 – 새로 나온 MCP 서버와 인기 서버를 메일로 받아보세요.