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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
601

Nova Memory

cybertron288

Private, encrypted on-device memory for macOS: captures what you read, serves it to any LLM over MCP, and finds the loops you left open.

★ 1updated 2 days ago
34
602

Memvault

zhang66633

给编程智能体的本地长期记忆:一个 SQLite 文件 + 16 个 MCP 工具 + REST / CLI / 可视化控制台,零 Key 可用、完全离线。 | Local long-term memory for coding agents: one SQLite file, 16 MCP tools, REST + CLI + dashboard, no…

★ 1updated 13 days ago
34
603

Janitor

Rober1208

Find and stop the idle or orphaned MCP server processes (node.exe, node_repl, Playwright) that Codex, the ChatGPT desktop app, Claude Code, Claude Desktop, Cursor and VS Code leav…

★ 1updated 12 days ago
34
604

Microgpt Agent SDK

pubghack88

🧠 Build AI agents with advanced memory and multi-agent orchestration using this production-ready TypeScript SDK. Test before you deploy.

★ 1updated 5 days ago
34
605

Simple Memory MCP

AojdevStudio

A lightweight Model Context Protocol (MCP) server that provides persistent knowledge graph storage for AI assistants. Enables AI agents to maintain memory across sessions through…

★ 1updated 10 days ago
34
606

Ocean Cc CLI

ArtLjn

Enhanced Claude Code CLI — Multi-model switching, structured memory (SQLite+FTS5), multi-agent collaboration, skill system & IM integration

★ 1updated 5 months ago
34
607

Kagura Agent

kagura-ai

Memory-backed autonomous AI agent on the Claude Agent SDK / kagura-brain — Docker security membrane, per-task credential leasing, capability graduation, and a Slack/Discord cockpi…

★ 1updated 2 days ago
34
608

Engram

TushaeBXN

Local-first AI memory system. Organizes every conversation, decision, and debug session into a searchable memory château. MCP-ready. No cloud. No API key. 170 tokens on cold start.

★ 1updated 3 days ago
34
609

HUSK

Saturate

Observability meets context engineering for AI agents. Monitor, extract knowledge, track secrets, surface context. OTel-native.

★ 1updated 3 months ago
34
610

Shared Memory

KanenasInGreece

Memory Framework based on the idea of Architectural Decision Records, shared knowledge between AI agents (Claude Code, Codex, Antigravity ...). Agent installable, vector (Postgres…

★ 1updated 2 days ago
34
611

AI Memory

FelipePbi

Shared persistent memory across ChatGPT, Claude, Gemini and coding agents, with Web capture, privacy filtering, project isolation and MCP.

★ 1updated a month ago
34
612

Mnemo

cniackz

Portable, open memory for AI agents. Plain Markdown files you own, readable by any agent, with a CLI and an MCP server.

★ 1updated 2 months ago
34
613

Engram

radotsvetkov

A personal AI agent with a brain you can watch grow — hybrid memory, a signed audit ledger, self-improving skills, and $0 at idle. One small Rust binary.

★ 1updated 3 months ago
34
614

Hemlock

M4NT

Complete security framework for AI Agents, MCP Servers, and RAG pipelines. Features automated MCP fuzzing, cross-agent poisoning detection, persistent memory audits, unified risk…

★ 1updated a month ago
34
615

Aibase

xiaoxin031

The local context layer for every AI coding agent — one tiny binary that gives Claude Code, Codex, Gemini, Cursor & opencode your machine, project, memory and skills. macOS · Linu…

★ 1updated 8 days ago
34
616

Saihm Adapters

SAIHM-Admin

Sovereign, client-side-encrypted memory for AI agents: drop-in adapters for LangChain, LangGraph, LlamaIndex, RAG, CrewAI and AutoGen, with erasure you can prove (GDPR Art. 17).

★ 1updated 2 days ago
34
617

LangGraph

NayeemHossenJim

A repos containing LangGraph learning with end to end project

★ 1updated 4 months ago
34
618

Agent Toolkit

shubham0086

Production MCP server toolkit: shared blackboard, SCAR failure memory, LLM response cache. Node.js 22+, node:sqlite, 13 tests.

★ 1updated 2 months ago
34
619

Brain

rushdarshan

Self-improving project memory that documents its own creation — built on Cognee Cloud. Cures context rot for AI development.

★ 1updated 3 months ago
34
620

Openbrain

Mihai-Codes

Local-first MCP memory hub for AI coding tools (OpenCode-first MVP).

★ 1updated 7 months ago
34
621

Claude Memory MCP

jayco2610

Give Claude persistent memory between sessions - local Knowledge Graph, no cloud, no API key

★ 1updated 4 months ago
34
622

Memento

JoyciAkira

Autonomous Nervous System for AI agents: local memory graph (SQLite+RRF), Active Coercion, goal alignment via MCP, and CLI capture.

★ 1updated 3 months ago
34
623

Ragent

ali-pornouri

Unified RAG + Memory layer for MCP servers

★ 1updated 6 months ago
34
624

Lumberroom

lumberroom

One memory every AI tool can read and write, with per-client policy deciding what each may see. Rust MCP server, Postgres and pgvector, built-in OAuth 2.1.

★ 1updated 4 days ago
34
625

Memorx

SOTA developer memory system — local MCP server in Go that gives any coding CLI persistent, project-scoped session/feature memory

34
626

MemorizedMCP

MemorizedMCP delivers a high‑performance, local‑first MCP Server in Rust that equips AI agents with an advanced hybrid memory system. It combines a knowledge graph, vector embeddi…

34
627

Attention Matters

Geometric memory engine on the S³ hypersphere — quaternion drift, phasor interference, MCP server

34
628

Awareness SDK

Local-first AI agent memory — one command, 13+ IDEs, works offline. Persistent memory for Claude Code, Cursor, Windsurf, OpenClaw. Zero-code interceptors for OpenAI/Anthropic. Pyt…

34
629

NeuralSkillBuilder

Build consistent, NeuralVault-integrated Claude Code skills.

34
630

NeuralVaultFlow

Session-based development workflow skill for Claude Code, powered by NeuralVaultCore persistent memory.

34
631

Memory Slim

memory MCP (44% less tokens). Quick setup: npx memory-slim --setup

34
632

Semantic Memory

Persistent memory with semantic search for Claude and MCP-compatible clients

34
633

NeuralVaultSkill

Teaches AI agents to manage long-term NeuralVaultCore MCP memory securely and efficiently.

34
634

Iron Mem

Persistent session memory for AI coding assistants. IronMem silently records your coding sessions, compresses them into concise memories via Claude API, and injects context into y…

34
635

Eruka MCP

MCP server for Eruka — anti-hallucination context memory for AI agents

34
636

Rusty MCP

A minimal Rust vector-memory server that works with Qdrant and Ollama.

34
637

Opencode Mem

High-performance MCP memory server for AI coding agents. Rust, PostgreSQL, pgvector, hybrid search, hierarchical summarization.

34
638

Agent Memory Rs

Comprehensive memory management system for LLM agents implementing episodic, semantic, and procedural memory with automatic consolidation, intelligent decay, and hierarchical retr…

34
639

Cortex Claude

100% persistent memory system for Claude Code with auto-extraction, auto-recall, and compounding learnings (LADS)

34
640

Pensyve

Universal memory runtime for AI agents. 8-signal retrieval, multimodal memory, spaced-repetition decay, and procedural learning. Rust core with Python, TypeScript, Go SDKs + MCP s…

34
641

ShipItAndPray/mcp-memory

based, zero dependencies.

34
642

wazionapps/nexo

Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.

34
643

AliceLJY/recallnest

first with LanceDB + SQLite, zero external dependencies.

34
644

Magi

MAGI — Multi-Agent Graph Intelligence. Universal memory server for AI agents. MCP + gRPC + REST API with semantic search, knowledge graph, and behavioral pattern analysis.

34
645

Openexp

Q-learning memory for Claude Code — your AI learns from experience. 16 MCP tools, hybrid retrieval, closed-loop rewards.

34
646

Memalot

Finds memory leaks in Python programs

34
647

Aman Agent

Your AI companion, running locally — powered by the aman ecosystem

34
648

Claude Mem Windows

Windows-compatible persistent memory for Claude Code. Drop-in replacement for claude-mem using Node.js and SQLite FTS5.

34
649

Mempalace Rust

The highest-scoring AI memory system ever benchmarked. Now in Rust with rich features — single-binary port from @milla-jovovich/mempalace. Free and local.

34
650

LuizEduPP/rememb

project scope. Local JSON, zero config, no server required.

34
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