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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
651

TT-Wang/cortex-plugin

only degraded mode when `claude` CLI missing. MIT.

34
652

celiums/celiums-memory

protocol support (MCP, REST, OpenAI, LangChain, A2A). `npx @celiums/memory` [Website](https://celiums.io)

34
653

TokenOS

TokenOS is a memory layer for AI that reduces token usage by retrieving only the most relevant code and context.

34
654

Orchard

A developer's toolkit for macOS: find what's eating your RAM and disk, manage dev services, local AI voice and agents. Local-only, MIT.

34
655

Smrti

Memory engine for self-evolving AI agent ecosystems. Multi-tenant, multi-space isolation with Bayesian truth maintenance, emotional valence, automatic consolidation, and configura…

34
656

Openeruka

Self-hosted Eruka-compatible memory server — SQLite backend, REST API, MCP, and CLI. Single binary.

34
657

Thezenmonster/agentmem

Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, z…

34
658

Engram Go

Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.

34
659

MemoryLoom

MemoryLoom is an MCP-compatible memory server for editors, IDEs, and AI clients. It provides persistent memory with a clean tool interface, metadata-aware retrieval, and pluggable…

34
660

Kodo

Universal persistent memory for AI coding agents. Remember conventions, learn from mistakes, carry context across sessions. Works with Claude Code, Cursor, Kiro, Codex, and any MC…

34
661

Mempalace Explorer

MemPalace Explorer is a full-stack web app (Vue 3 + Express + Prisma) for browsing and managing AI memories. Features tree navigation, semantic search, D3 knowledge graph, Monaco…

34
662

TheStack-ai/waypath

aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.

34
663

Codex Agent Mem

Local-first Model Context Protocol (MCP) memory layer for Codex CLI/Desktop, Claude Code, Gemini CLI, Qwen/DeepSeek/Ollama and agent workflows. SQLite + FTS5 compact context packs…

34
664

Synq

SYNQ: ContextBridge — persistent memory layer for AI agents. SYNQ is a Chrome extension + local backend that gives your AI assistant a memory it was never designed to have.

34
665

Dbrain

Persistent memory server for AI assistants. PARA taxonomy, hot/warm/cold tiers, dual REST + MCP interface. TypeScript · Fastify · SQLite/FTS5.

34
666

Claude Membase

Claude Code plugin for persistent AI memory

34
667

Graphstore

Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.

34
668

Palace Rs

Local-first AI memory system in Rust with SQLite storage, semantic search, knowledge graph, MCP server, and CLI.

34
669

Skymem Io

The trusted state layer for persistent AI agents. Structured cognition, audit-grade observability, MCP-native. Self-hostable. ELv2.

34
670

ayushagrawal288/memex

no cloud dependencies.

34
671

MemPR

Pull requests for AI memory.

34
672

Kumbukum

Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.

34
673

fenghaochang/LoreRoom

friendly), never touches your bot token.

34
674

TheGoatPsy/mneme

native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store.

34
675

Paradigm Memory

Local-first, audited memory MCP for Claude Code, OpenAI Codex, Gemini CLI, Cursor, Cline, Continue and OpenCode. Your agent gets a navigable cognitive map instead of a bloated con…

34
676

PruneMem

MCP-compatible memory governance for AI agents — with structure, state, and lifecycle.

34
677

Dreviho

DREVIHO — Dreaming Viking Hooks. Memory + Reasoning hooks for AI coding CLIs. Hybrid search, 5-scope system, MMR diversity, temporal decay, content merge, auto-linking, reasoning…

34
678

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.

34
679

catfish-1234/sessionmem

first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file…

34
680

grooverLab/fable

only.

34
681

carrasquelalex1/hipocampo

phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`

34
682

Aionforge Memory

A Rust-native agentic memory substrate built on the selene-db graph engine: a bi-temporal knowledge graph, hybrid retrieval, and an optional MCP server.

34
683

Trusty Tools

Unified Rust workspace for the trusty-* AI developer-tooling ecosystem: hybrid code search, memory palace, code analysis, PR review, and the MPM multi-agent platform — MCP servers…

34
684

LLM Ground Zero

One memory, every coding agent — shared brain + usage dashboard for Claude Code, Codex, Gemini (subscription plans, no API keys)

34
685

Awesome Agentic Knowledge Base

Empirical map of 46 trending AI agent repos: storage, memory, MCP, retrieval — what they actually use, ranked by adoption

34
686

Memkin

Local-first personal memory extraction and storage。一个面向个人工作场景下的、本地优先的记忆系统

34
687

Streamient

Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.

34
688

Ruflo Hub

Docker container for centralized Ruflo MCP server with PostgreSQL (RuVector). Architecture: Ruflo (stdio) → Express proxy (Streamable HTTP /mcp).

34
689

jagoff/memo

machine git sync.

34
690

Contextly

Local-first MCP server that saves & recalls your AI context in storage you own — files, Dropbox, or Google Drive.

34
691

Sibyl Save

Multi-harness session memory sync + skill extraction for the Sibyl Memory Plugin. A Claude Code / Codex / Cursor / Hermes skill. MIT.

34
692

Membase

Connector kit for plugging Membase persistent memory into AI clients - Claude Code, Cursor, Codex, Hermes, OpenClaw, and any MCP host

34
693

leesgit/passbaton

g passbaton`

34
694

Varve

Decision memory for AI coding agents. A local-first Go binary and MCP server: records decisions with evidence, scope, provenance and expiry, packs the relevant ones into each agen…

34
695

Lorekeeper

Autonomous per-repo memory for Claude Code, backed by qmd semantic search. Claude sees prior notes on SessionStart, writes new ones when it learns something worth remembering, and…

34
696

Carrymem

Your portable AI memory — preferences, decisions, and corrections that follow you across models, tools, and devices. Zero-dependency, local-first, 85% PrefEval accuracy.

34
697

ERINYS Mem

Reflexive memory for AI agents — forgets, distills, and dreams. MCP server with 28 tools.

34
698

Hiveshare

Collaborative AI memory for engineering teams - share context across Claude Code, Cursor, and teammates

34
699

Memtomem Stm

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

34
700

Megg

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

34
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