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MCP servers tagged memory-management

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

54
live servers
40
avg trust
844
most stars
1

Memorix

AVIDS2

Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Gemini CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi…

★ 844updated 10 hours agoApache-2.0
85
2

Context Engineering

timothywarner-org

🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGra…

★ 27updated 28 days agoMIT
67
3

Devmind MCP

JochenYang

DevMind MCP provides **persistent memory capabilities** for AI assistants through the Model Context Protocol (MCP). It enables AI to remember context across conversations, automat…

★ 18updated 10 months agoMIT
64
4

MemMachine

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation…

64
5

Sharedcontext

Eversmile12

MCP server that gives AI coding assistants persistent cross-client memory. Facts and conversations stored in SQLite, encrypted with AES-256-GCM, synced to Arweave. No server, no a…

★ 50updated 7 months ago
61
6

Mem0 Server MCP

subhashdasyam

🧠 Deploy a self-hosted MCP server for AI, offering persistent memory, robust security, and easy setup with Docker Compose.

★ 5updated a year agoMIT
59
7

IvenKooLab/loci

IvenKooLab

mcp`.

★ 100updated 13 days ago
52
8

Caura

Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-i…

52
9

Linkly AI Skills

LinklyAI

Agent Skills for Linkly AI — search, browse, and read your local documents from any AI coding agent.

★ 57updated yesterday
44
10

Brainflow Docs

BrainFlow - Shared Team's Memory - Company Brain - MCP server documentation and setup guide

44
11

Openpawz

OpenPawz is a native, offline-first desktop AI platform (Tauri v2 + Rust) that lets you run local models or connect to any compatible provider. It gives you private-by-default age…

44
12

Hermes Gbrain Bridge

Convert Hermes / OpenClaw agent memory (JSONL sessions, MEMORY.md) to markdown for gBrain ingest

44
13

Mama Core

jungjaehoon-lifegamez

MAMA Core - Shared modules for Memory-Augmented MCP Assistant

★ 13updated 6 days ago
42
14

mama-server

git+jungjaehoon-lifegamez

Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client. Tracks decisions and their evolution. SQLite + on-device embeddings, no cloud.

★ 13
39
15

hi-ai

git+su-record

Model Context Protocol based AI development assistant with 35 specialized tools featuring Knowledge Graph memory, session context auto-injection, and code dependency analysis

39
16

Memories Off

把这些记住,帮我早点下班

39
17

Memclaw

Persistent project memory for AI coding agents — isolated workspaces per project, web dashboard to review what your agent remembers, team collaboration. Free to use.

39
18

Agent Skill Memories Off

把这些记住,帮我早点下班

39
19

Rainman

Context-aware project memory for AI coding tools. Zero LLM calls. Runs locally.

39
20

LaPis

💎 LaPis — local coding memory for Pi and CC. Persistent project context, code intelligence, and decisions backed by SQLite.

39
21

Emotion AI

The Aura Emotion AI system has chroma with a local embedding model, memvid qr code mp4 infinite memory, brainwave and neurochemical simulations, sociobiological reasoning, autonom…

39
22

Orven

MCP-compatible context and memory system: paged code navigation for AI assistants, plus a recorded, verified theory of what is known about the code.

39
23

Engineering Os

Your AI finally remembers your codebase

39
24

MIF

Open standard for portable AI knowledge interchange — JSON-LD + Markdown dual format with W3C PROV provenance, bi-temporal tracking, entity relationships, and OKF support.

39
25

EcoDB

Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.

39
26

Memnos

thameema

Persistent memory for AI coding agents — MCP server, REST API & Python SDK. Works with Claude Code, Cursor, Windsurf and any LLM agent.

★ 2updated 10 days ago
34
27

Cogmem

dcondrey

A self-improving, verifiable memory layer for AI coding agents.

★ 2updated 3 months ago
34
28

MyMemory

georgeyang1024

A local-first memory service for humans and AI agents.

★ 2
34
29

Dsh Butler Memory

AndyYang12345

A dsh plugin that uses the butler memory mcp server to achieve better and organized memory for dsh. Long term and short term memories seperated.

★ 1
34
30

MemAI

Filipe-Soares-de-Almeida

Long-term memory MCP server for AI agents — one ACID SQLite file, FTS5 BM25 retrieval, nested domains, diagrams and a local curation dashboard

★ 1updated 3 days ago
34
31

Agentic AI Bootcamp

hamidnaseem3549

FUTURE AI Bootcamp on Agentic AI Engineering & Automation — FAST NUCES Islamabad

★ 1
34
32

Memfabric

MrBoor

Self-organizing agent memory. No embeddings, no vector DB.

★ 1
34
33

memstate-ai/memstate-mcp

Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.

34
34

soolaugust/0CompactMem

os`

34
35

Memory Indexer

.NET SDK and MCP server implementing a cognitive science-based 3-axis memory system (type x scope x tier) for LLM context management beyond finite context windows.

34
36

Brain AI Memory

Turn MEMORY.md into project-scoped, versioned memory for Codex, Claude Code, and MCP agents across sessions.

34
37

VMem

Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning). Single SQLite file, MCP-native, m…

34
38

Vektor Memory

Slipstream - Built by Vektor Memory - a multi-layered persistent agentic vector memory architecture. 4-layer associative graph memory (MAGMA) with autonomous REM cycle, CLI, DXT-M…

34
39

Carmenta

A heart-centered AI for creating at the speed of thought

34
40

Second Brain Health Check

Your Claude Code setup has 45 things that could be better. This finds them in 2 seconds.

34
41

Project Aura

Project Aura: The Emo-Agent-Toolkit - Give your AI more than just logic, give it an Aura.

34
42

Yua Memory

Emotional Memory Management System for AI Agents

34
43

Cortex Agents Infra

The High-Performance, Hardware-Adaptive Knowledge Engine for MCP Agents: Hybrid Graph-RAG & Atomic Concurrency Control.

34
44

Mcpalace

O Palácio da Memória para Inteligência Artificial

34
45

Working Context Optimizer

An MCP server designed to optimize the working context of AI agents. It prevents context bloat and the "Lost in the Middle" phenomenon by distilling action histories into concise…

34
46

Dsh Memory Forget

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

34
47

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
48

AI Research Agent UdaPlay

AI Research Agent designed to answer questions about video games using vectorstore

34
49

MemGuard

Stop AI agents from confidently using stale facts. MemGuard validates memories in Mem0, Zep, Letta & LangMem against reality — trust scores, quarantine, tamper-proof audit trail,…

34
50

SHINE Code System

Auto-pilot framework that transforms Claude Code into a complete, persistent orchestrator. SHINE combines a cross-project global memory, 7 lifecycle hooks, and a 5-phase engineeri…

34
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