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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
101

Atlas

RichSchefren

Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, downstream beliefs are automatically re-evaluated, not just flagge…

★ 85updated 18 days agoApache-2.0
44
102

BrAIn

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

★ 84
44
103

Mind

Da7-Tech

Persistent memory for AI coding agents: automatic capture, explainable recall, knowledge consolidation, privacy controls, and portable offline storage. One Python file, zero depen…

★ 77updated 2 months agoMIT
44
104

kunickiaj/codemem

kunickiaj

machine sync, and project sharing. OpenCode, Claude Code, and Codex integrations add automatic capture and context injection.

★ 73updated 2 days ago
44
105

Aldus Palace

heymi

A trustworthy context layer for AI that remembers, plans and acts — free text into typed commitments, decisions and memories, each with its evidence, in a SQLite file you own. MCP…

★ 66updated a month ago
44
106

Mempalace

bunkerlab-net

A Rust reimplementation of MemPalace/mempalace

★ 63updated 2 days agoMIT
44
107

Local Memory

Beledarian

A lightweight, powerful local memory server for AI agents supporting text, entities, and relations. Enables persistent codebase understanding and user preference management.

★ 60updated a month agoMIT
44
108

Agentmemory

Public fork of rohitg00/agentmemory focused on Docker-first local deployment, Codex-native lifecycle ingestion, freshness-oriented retrieval, diagnostics.

★ 33
44
109

Par

Persistent Agent Runtime — self-hosted cognitive runtime for AI coding agents: semantic memory, knowledge graph, agent coordination, event-driven workflows, and autonomous self-ma…

★ 9
44
110

Agent Memory Engine

A long-term memory engine for coding agents: two-stage retrieval + gating, hybrid (vector + BM25) search, optional cross-encoder rerank, Ebbinghaus decay, and cross-session collab…

★ 5
44
111

Open Memory Protocol

Open Memory Protocol — open spec for AI-agent memory: recall, remember, link, observe, validate. CC BY 4.0.

★ 2
44
112

Ogham MCP

Shared memory MCP server — persistent, searchable, cross-client

44
113

Mnemo Cortex

Open-source memory coprocessor for AI agents. Persistent recall, semantic search, crash-safe capture. No hooks required.

44
114

Iai MCP

The best-benchmarked open-source memory system for AI coding assistants

44
115

DomDemetz/claude-soul

starter`

44
116

Pmb

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) via MCP. 94.5% LoCoMo recall@10, 70ms p50, multilingual, zero API keys.

44
117

ArcRift

Persistent local memory layer for AI. ArcRift uses a Chrome extension and a native MCP server to sync context and decisions from your browser chats (Claude, ChatGPT, DeepSeek) str…

44
118

Brainflow Docs

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

44
119

Engramory

A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.

44
120

Agentmaker

A general-purpose Python framework for building LLM agents and multi-agent systems. "Four lines of code, an agent with memory."

44
121

Cortex Engine

Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.

44
122

Brainoutside

Self-hosted memory server for AI agents. Your brain is a git repo, served over MCP and REST.

44
123

Xinchao Nian

心潮念(Xinchao·Nian)— 会惦记你的AI心智:心潮动态驱力引擎 + Ombre Brain 记忆库深度融合,一键联合部署。非商业(含OB二改约束)。

44
124

AI Chief Of Staff

The original AI Chief of Staff built on Claude Code and Obsidian. ADHD prosthetic, open to anyone. Superseded by chief-of-staff-2.

44
125

Wuwe

A framework for building intelligent agents

44
126

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
127

Cortex Hub

Self-hosted AI Agent Memory + Code Intelligence Platform — one MCP endpoint for persistent memory, AST-aware code search, shared knowledge, and quality enforcement across all your…

44
128

Zclean

AI coding runtime hygiene for Codex, Claude Code, Cursor, Windsurf, MCP servers, and safe workspace caches. Try: npx z-clean audit

44
129

Dsh Memento

Bounded, layered, approval-gated, auditable cross-session memory for DeepSeek Harness (capability seam: ctx.memory + SQLite provider + memory tool + frozen snapshot injection)

44
130

Mcpb

PolyNeural-ai

PolyNeural.ai MCP Bundle for persistent AI memory through knowledge graphs

★ 3updated 3 months ago
43
131

nuum

git+sanity-labs

AI coding agent with continuous memory - infinite context across sessions

★ 31updated 6 months ago
42
132

Nuum

sanity-labs

AI coding agent with continuous memory - infinite context across sessions

★ 31updated 6 months ago
42
133

Shieldcortex

Drakon-Systems-Ltd

Trustworthy memory and security for AI agents. Memory firewall for any host that writes through it; runtime tool gates on Claude Code, OpenClaw, and Hermes.

★ 25updated 8 days ago
42
134

Structured Memory

A Model Context Protocol server that automatically maintains structured, domain-specific memory documents for focused projects

42
135

Scanadi MCP AI Memory

A production-ready Model Context Protocol (MCP) server for semantic memory management

42
136

Memtrace

LLM-agnostic memory layer for AI agents. No embeddings, no vector DB — just fast, structured, temporal memory that any LLM can consume as plain text.

42
137

Memwal

Walrus Memory MCP client — single-binary stdio MCP server that bridges Cursor / Claude Desktop / Antigravity / Claude Code to the Walrus Memory relayer. Handles browser-based wall…

42
138

Cc Agent Brain

syiibfs-hash

Local-first memory engine for coding agents (Claude Code/Cursor/Codex): SQLite+FTS5 retrieval, versioned bi-temporal memories, full-session capture, zero dependencies, MCP server

★ 44
39
139

Mnemo

omermaksutii

Persistent memory for Claude Code. Your AI never starts from scratch again.

★ 44updated 4 months agoMIT
39
140

Mempalace Rs

A high-performance, local, offline-first AI memory system built in Rust

★ 38
39
141

Engram Memory

EngramMemory

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

★ 38updated 4 months ago
39
142

Mempalace Rs

jxoesneon

A high-performance, local, offline-first AI memory system built in Rust

★ 37updated 7 days ago
39
143

Brain

keshavashiya

Give your AI a hippocampus. A unified, local-first memory operating system written in pure Rust

★ 37updated a month ago
39
144

Engram Memory

The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.

★ 36
39
145

Borhan

pouriya

Save conversations, search by idea, read the surrounding context. Memory for AI agents.

★ 36updated 29 days ago
39
146

Remembrallmcp

Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classes, methods, fields, references) plus persistent memory. Rust, Postgres + pgvector, MCP.

★ 35
39
147

Remembrallmcp

roboticforce

Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classes, methods, fields, references) plus persistent memory. Rust, Postgres + pgvector, MCP.

★ 35updated 2 months ago
39
148

Claude Brain

mikeadolan

Persistent memory for Claude Code. Local SQLite + MCP + hooks.

★ 35updated 4 months ago
39
149

Chief Of Staff 2

jdpolasky

An AI Chief of Staff in plain markdown, in an Obsidian vault. Version two: torn down, rebuilt smaller, works better. Model agnostic, ADHD-first, open to anyone.

★ 32updated a month ago
39
150

Daidocs

Kerneta

Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cursor, local models and grep (all LLM mo…

★ 31updated 12 days ago
39
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