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MCP servers tagged memory

1.1K live MCP servers tagged "memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with memory.

1.1K
live servers
38
avg trust
12K
most stars
251

Claude Copilot

Transform Claude Code into a full development team. 11 specialized agents (Architect, Engineer, QA, Security, UX, DevOps, and more), persistent memory across sessions, and 25,000+…

39
252

Megavibe

Give Claude Code a memory that never dies. Persistent context, automatic recovery, remote access.

39
253

Athenaeum

Open source knowledge management pipeline — passive recall, append-only intake, tiered compilation, configurable schemas

39
254

MarkMem

A memory layer for chatbots that stores memory as plain markdown in a git repo

39
255

Hermes Membase

Hermes Agent plugin for persistent AI memory

39
256

Skill Agent

基于 FastAPI 的生产级 AI Agent 框架,支持 100+ LLM 提供商、MCP 工具集成、多 Agent 协作、RAG 知识库和沙箱隔离执行

39
257

MemHop

Embedded long-term memory database for AI agents & LLM apps. Six-layer cognitive architecture, knowledge graph, hybrid BM25 + vector search, sleep-time memory consolidation. One .…

39
258

Go Fetch

go-fetch: Graph Oriented Fast Edge Traversal Cache Hub (Graph AI Agent Memory for Dgraph and Neo4j)

39
259

OmniMem

Self-hosted semantic memory for AI Agents. Persistent sessions, experience scoring, and a graveyard for dead ends, backed by knowledge acquired from the RSS you read and stored in…

39
260

Nekobot

一个面向Web的多频道 AI 角色扮演项目,集成角色卡系统、聊天、工作区、工具调用、知识库、记忆、工作流与可视化管理后台。

39
261

Advanced Memory MCP

Zettelkasten knowledge management MCP server for Claude Desktop with knowledge graphs, imoort/export tools, and Claude Skills integration"

39
262

AiduMEI

aiduMEI⚕爱嘟优忆思——aidu Memory Engine Insight · 智能体通用智慧引擎——Excellent memory system for all agents.

39
263

CentralMemoryHub

Vendor-neutral organizational memory for multi-agent AI systems. MCP + REST API. SOMI category.

39
264

Papez

Open-source causal graph memory for AI agents. 85.55 on LoCoMo under a frozen, reproducible protocol. MCP server with ACT-R scoring, spreading activation, and active forgetting.

39
265

Grafeo Memory

AI memory layer powered by Grafeo, an embedded graph database with native vector search.

39
266

Flowstate Qmd

FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.

39
267

Lorekit

Free, open source, local & remote, persistent memory for your AI coding agents.

39
268

Spec Kit Memory Hub

Repository-native persistent memory hub for Spec Kit, powered by an SQLite caching optimizer & native Model Context Protocol (MCP) server.

39
269

AIngram

Local-first agent memory in one SQLite file: sqlite-vec/QJL two-pass vector + FTS5 search, knowledge graph (optional auto capture,) Ed25519-signed entries, and MCP server. No clou…

39
270

MCP Memory Gateway

A FastAPI + MCP shared-memory gateway giving multiple AI agents one durable, shared memory

★ 2
37
271

Continuum AI

allcantara

Persist and reuse work context across chats, projects, and tools via MCP and CLI

★ 2updated 2 months agoMIT
37
272

Server Memory

Local-first MCP server for durable agent memory

★ 1
37
273

Mementos

Universal memory system for AI agents - CLI + MCP server + library API

37
274

Cuemap

MCP server for CueMap

37
275

Memfs

Knowledge graph management system with BM25 + fuzzy search, inspired by filesystem concepts

37
276

Coaia Memory

Creative-Oriented AI Assistant Memory - MCP server with structural tension charts and advancing pattern support, based on principles by Robert Fritz

37
277

Memory Task

Memory and task management MCP Server

37
278

Claude Recall

Lightweight persistent memory for Claude Code with full-fidelity Recovery Mode. Zero daemons, zero API costs, zero code leaving your machine.

37
279

Devsh Memory

MCP server for devsh/cmux agent memory - enables Claude Desktop and external clients to access sandbox memory and orchestrate multi-agent workflows

37
280

Longterm Memory

A fully local MCP server for long-term memory with semantic search — no cloud dependencies

37
281

Eden Me

Your personal AI identity — one install, every AI tool knows you. 你的 AI 身份,一次安装,所有工具都认识你。

37
282

Memable

Long-term semantic memory for AI agents (TypeScript)

37
283

Motebit

Sovereign AI agent — persistent identity, accumulated trust, governance at the boundary

37
284

Memento AI

Long-term semantic memory for AI agents (TypeScript)

37
285

Contextgit

Persistent memory layer for AI agent workflows

37
286

Memorylayer MCP Server

MCP (Model Context Protocol) server for MemoryLayer.ai

37
287

Engram AI

Persistent memory layer for Claude AI. Drop-in context and history management for any Claude-powered application.

37
288

Gyst

Persistent memory for AI native teams. Shared memory across Claude Code, Cursor, Codex, and self-hosted LLMs via MCP.

37
289

Hicortex

Human-like memory for self-improving AI agents. Automatic capturing, nightly reflection, and cross-agent learning. Works with Claude Code and OpenClaw.

37
290

Mentedb

MCP server for MenteDB, persistent memory for AI agents

37
291

Clawmem MCP Server

Stdio MCP server for ClawMem durable memory. Shared by the ClawMem Claude Code and Codex plugins.

37
292

Total Agent Memory Client

TypeScript client for total-agent-memory (server v8.0+) — local-first MCP memory layer for AI coding agents

37
293

Memory Safe

MCP memory server for Claude Code — knowledge graph in SQLite, local ONNX embeddings, token-budgeted retrieval

37
294

Knowledge Keeper

MCP Server for Knowledge Keeper - 智能知识管理,支持语义搜索、资源访问、版本历史

37
295

Flair

MCP server for Flair — persistent memory for Claude Code, Cursor, and any MCP client.

37
296

Memento Server

MCP server adapter for Memento. Translates MCP tool calls into command-registry invocations.

37
297

Ctx Memory

Persistent memory layer for LLM coding agents (Claude Code, Codex, Gemini, OpenCode) — zero cloud, local SQLite + MCP

37
298

Bikky

Shared memory for AI coding sessions — MCP server + background daemon

37
299

Imprint CLI

Imprint CLI — long-term memory for AI coding tools (Claude Code, Cursor, Codex). Installs the imprint MCP server into your tool's settings file via a browser OAuth flow.

37
300

CLI Memory

Cross-CLI memory bridge with local transcript import, MCP serving, and npx distribution

37
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