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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
701

Memtomem Stm

Short-term memory proxy gateway with proactive memory surfacing for AI agents

34
702

Megg

Git-native memory for AI agents — markdown knowledge in .megg/ folders that travels with your repo. MCP server + CLI for Claude Code.

34
703

Project Mem MCP

An MCP server that enables AI agents to persistently store and retrieve project information from a memory file.

34
704

Better Memory MCP

Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelc…

34
705

Granum

VectorDB Context tool for claude code

34
706

Token Enhancer

Reduce web pages to clean text before they reach your AI agent’s context window, saving tokens and cutting noise

34
707

Mycorrhiza MCP

Persistent memory MCP server (SHA-256 hash chain, local SQLite) — gives your AI the power of continuity, of remembering itself as if having a life, like you.

34
708

Do SOUL Alaya

The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; SQLite-backed, evidence-gated, no GUI. Cross-session memory that the agent proposes and a…

34
709

Palimem

Governed local-first memory for coding agents — supersession, scoped recall, and audit on your machine. Spec v1.7.0, 143 validation behaviors.

34
710

Logica Mind

The continuity substrate for AI agents — memory that becomes a mind: a versioned self-model, a cognitive heartbeat, a shared cortex, metacognition & debate, on temporal-graph memo…

34
711

Amem

The memory layer for AI coding tools. Local-first, semantic, works with Claude Code, Cursor, Windsurf & any MCP client.

34
712

Engram Mem

Persistent memory for AI agents. Dual-memory system (episodic vector + semantic graph) with CLI, HTTP, MCP & WebSocket interfaces.

34
713

Axiom Reflex

Hooks, skills, agents, and MCPs that make Claude Code more autonomous and reflex-driven. Built for AI-first solo founders.

34
714

Apex Memory

Persistent memory MCP server for AI coding agents. Ultra-lightweight (46 kB), cloud sync, works with Claude Code, Cursor, Windsurf. npm install apex-memory

34
715

Bifrost Plugin

Claude Code + Claude Desktop plugin for any Bifrost MCP gateway: one-command setup, skill discovery, agent-driven memory, signed admin policy, and OAuth 2.1 for Desktop.

34
716

Agentmemory Codex Windows

Independent Windows-native AgentMemory downstream for OpenAI Codex Desktop and CLI, with managed hooks, persistent project-scoped memory, federated recall, and optional local grap…

34
717

Mcpalace

O Palácio da Memória para Inteligência Artificial

34
718

Memory Bank MCP Mongo

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

34
719

Chatdb

A small mcp service to record things in sqlite. A simple GPT memory layer. ;)

34
720

LLM Exo Graph

Advanced Knowledge Graph Engine with semantic search and temporal tracking

34
721

Aiana

AI conversation attendant for Claude Code - monitors and records conversations in real-time via Claude Code API

34
722

Memoraeu MCP

Zero-knowledge persistent memory layer for Claude — AES-256-GCM encrypted, semantic search, EU hosted. MCP server for Claude Desktop.

34
723

Memoraeu Server

Zero-knowledge persistent memory layer for LLMs — AES-256-GCM encrypted, semantic search via Qdrant, MCP server for Claude Desktop / Sovereign European MCP memory layer — self-hos…

34
724

Nobrainr

Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL + pgvector + Ollama

34
725

Vfkb

ViloForge KnowledgeBase (vfkb) — per-project knowledge substrate for the ViloForge software factory; the memory engine vfwb and the agent fleet ground against. Greenfield TypeScri…

34
726

Tuls

A compact Rust MCP toolbox for filesystem access, HTTP fetches, persistent memory, local process execution, reusable skills, and provider-backed local subagents.

34
727

Trailmem

Local-first, graph-linked persistent memory for AI coding agents — MCP server + CLI. SQLite knowledge graph, typed edges, 4-band dedup, once-per-session briefings, no telemetry.

34
728

Personal Understanding

Evidence-chain memory for AI agents - verbatim-first, auditable, anti-fabrication. Tell your story once, recall it with proof. Local-first skill + MCP server for Claude, Codex and…

34
729

Dsh Memory Forget

Forgetting engine for AI agents — memory TTL, decay, eviction, audit. The opposite of memory programming. DSH plugin + local skill + CLI.

34
730

Claude Rework

Local memory for Claude. Indexes your past sessions so Claude can answer questions about them for ~2.5k tokens instead of ~211k, and carries that memory to a new machine or accoun…

34
731

Memotrust

A cloud of trusted and proven memories for your AI agents.

34
732

Memoryhub

MCP server for persistent memory using Qdrant vector store

34
733

Spokes

Local MCP memory of your GitHub repos for Cursor — search, reuse code, live reuse journal

34
734

ProactiveAgent

跨工具共享记忆 + 主动建议的零依赖 MCP Server。Claude Code / Kimi Code / Cline / Cursor / Proma 共享同一份主动记忆,记住你教过的一切,并在合适时机主动开口提醒(含桌面通知 daemon)。npm @proactive-agent/mcp 0.9.2 · 本地优先 · 防投毒 · UMP 互操作

34
735

Membrain MCP

Self-hosted AI memory ledger. You and your agents share one memory over MCP — one SQLite file, web UI, works offline. npm i -g membrain-mcp

34
736

Mneia

Shared project memory and handoff for teams working with AI agents. Checkpoint decisions, rehydrate context, hand work over — through MCP or the CLI, in Claude Code, Cursor, or Co…

34
737

Membro

Local-first memory for AI assistants: append-only fact ledger behind deterministic extraction walls, immutable transcripts, provenance-carrying summaries, MCP tools. Loopback-only…

34
738

Lingtai MCP

Self-evolving knowledge management system: Obsidian vault + a zero-dependency MCP server (86 tools). Refines raw materials into structured knowledge, evolves its own rules, and ru…

34
739

Mneme Plugin

Persistent cross-project memory and phase-workflow engine for Claude Code — human-gated, local-first, event-sourced. Ships as a plugin.

34
740

Vayl

Reconciling memory for coding agents: switch a library or decision and your AI assistant actually forgets the old one — no stale suggestions. MCP server for Cursor & Claude Code.

34
741

Daydreamer

The Future Remembers

34
742

Client Agent Airbnb

A multi-server Model Context Protocol (MCP) client that integrates Airbnb search capabilities with persistent memory storage using OpenAI's vector stores.

34
743

Gen And Agentic AI Udemy

Hands-on exploration of Generative and Agentic AI — covering tokenization, prompt engineering, RAG pipelines, memory-enabled agents, MCP servers, and LangGraph-based orchestration…

34
744

Memory Implementation

Production-ready MCP Memory Service implementation with multi-client support, distributed sync, and cloud-ready architecture

34
745

Openmemory MCP Claude Starter

Claude + MCP + OpenMemory — give Claude a real, persistent memory with full temporal reasoning.

34
746

Multi Memory MCP

Multi-Memory MCP Server

34
747

Claw Recall

Store and search AI agent conversations to recover lost context and improve memory persistence in multi-agent workflows.

34
748

Anamne

Brain-inspired local-first memory layer for Claude, Cursor, and any MCP-compatible AI tool. Three memory layers (episodic / scratchpad / working), ACT-R activation decay, 21 MCP t…

34
749

Amnesia

Context continuity for Claude Code & Grok — structured handoffs keep agent memory intact across compaction.

34
750

Llama Server Memory Local

MCP memory service for llama-server

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