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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.
Flanner
Local-first agent context — versioned on your machine, synced peer-to-peer between your team's devices, signed end to end.
Chatagent
ChatAgent 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、MCP 协议、RAG、Memory、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后…
Memstem
Unified memory and skill infrastructure for AI agents — pull-based ingestion across Claude Code, OpenClaw, Codex, Cursor, and more. Markdown canonical + SQLite hybrid index + MCP-…
Agentbrainsystem
Local-first persistent memory for AI coding agents (Claude Code/MCP). Reliable semantic recall — $0, offline, open source.
Palimpsest
Local-first, battle-tested, memory that never disappears. Hybrid vector search + knowledge graph + full-text retrieval for AI agents.
Federated Memory
Federated memory architecture for AI agents — whitepaper, implementation guide, and cloneable vault template
Memphis
Memphis – Self‑Evolving AI Agent Runtime
Captain Memo
Local, cross-AI memory for coding agents: Claude Code, Codex, Gemini, Antigravity, Cursor, Kimi & more share one private corpus. Hybrid search, auto-injected context, a shared ski…
Jmac Memory Os
Connect your models and chats together with one central git memory. Plain Markdown facts in a git repo you own — Claude Code, ChatGPT, Cursor, Codex and anything that uses APIs, I…
Rekall MCP
Persistent memory for AI assistants via MCP — semantic recall, knowledge graph, and a cockpit UI
Memorystress
The first longitudinal benchmark for AI memory systems. Test LLM agents, RAG pipelines, MCP servers, and memory backends across 1,000 sessions.
Codex2dsh
把 Codex（OpenAI Codex CLI / Desktop）的 MCP 服务器、技能、全局指令、记忆与会话历史一键迁移进 DeepSeek Harness（DSH）——可视化面板 + CLI，源码只读、dry-run 预览、密钥按原样迁移。
Self Evolving Hypergraph Memory
Self-evolving Hypergraph Memory — 自演化超图记忆引擎: τ 衰减遗忘 · Hebbian 关联强化 · 离线梦境整合 · 多模态证据检索 · 谓词论元与类型锚定抽取 · 确定性时间层 · 会话作用域隔离 · 本体驱动组织 (FastAPI + OverGraph + FAISS, 全开源)
Claude Memory MCP
A Model Context Protocol (MCP) server that gives AI assistants a persistent local memory using SQLite and semantic search. 100% offline, zero API keys.
Mnema
🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.
AMP
Agent Memory Protocol — 插件化、即插即用的跨 Agent 记忆引擎，让记忆跨工具共享与继承 | Plug-and-play memory engine for AI agents
Aether
Evidence-driven AI development workbench for model evaluation, project context, and controlled agent execution.
Awesome Hermes Agent
A curated list of skills, plugins, tools, integrations, and resources for Hermes Agent by Nous Research
Engram
Persistent memory for Claude Code — 6 MCP tools, SQLite, local embeddings, zero API calls. Your AI remembers across sessions.
Jarvis Os
A memory hub and curated skill set for Claude Code — persistent memory that loads from any directory, plus a guided local setup.
Vestige
The project level agent memory I use for all of my private projects. Infrastructure built around context economics.
Plumb
Persistent memory for AI agents. Local SQLite, hybrid retrieval, zero-config OpenClaw plugin.
Synapse
Shared local memory and skills for Claude Code, Codex, pi, and Ainz. macOS desktop app; Linux terminal dashboard, CLI, and MCP server.
Gnosys
Persistent memory for AI agents
Hitgate
Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…
AI Rem
Shared long-term memory as a knowledge-graph MCP server — persistent context, preferences and project knowledge for Claude Code, opencode and any MCP-capable AI agent.
Marvnor
Hosted MCP server and HTTP API for agent memory: record-based verification, conflict detection, correction and deletion. Proprietary backend.
Ainl Cortex
Graph-native memory and self-learning for Claude Code. Every session remembered, every pattern learned, every agent connected — powered by AI Native Lang.
Engram
Engram is a self-hostable AI memory layer. It sits between an application and an LLM provider, retrieves relevant user memories from pgvector, injects them into chat prompts, forw…
Agentmemory
Visual memory manager for AI agents. MCP-native. Open core.
Hippo
A Go LLM client with a memory. Every provider, cost-aware, single binary.
sf-shenfeng/learn-shell
hosted (Postgres + web app), MIT.
Alexandria
Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.
Allan MCP Memory Code
Store persistent knowledge graphs for AI coding assistants using a local Docker setup with hybrid search and entity extraction.
Nexus Memory
Universal shared memory for AI agents — one brain for all your agents, 100% local & private. Works with Hermes, OpenClaw, Claude Code, Cursor. (Not the PyPI 'nexus-memory' package)
Mynd
Persistent memory MCP server for AI coding agents. Injects project context at session start, stores architectural decisions, and recalls preferences works with Claude Code, Cursor…
Goldfish
7 seconds is just about right. Catch agent resource debt at safe boundaries.
Claude Continuity
Archived: Early MCP memory experiment for Claude Desktop (2026). Superseded by Mem0 and others.
Anchor
The memory layer for your AI agents — remote MCP server with semantic memory, agent keys, and a web dashboard
Symbiont
Human-AI symbiosis platform powered by Claude Code
Hacker Agent
hacker-agent
Fractal
Fractal — Fractal is the Organic Operating System that lives in your terminal, desktop, and messaging apps. It accumulates persistent memory, orchestrates autonomous agents, and e…
Evocli
AI coding runtime — Rust host + Python soul, full-screen TUI, long-term memory, executable skills, MCP native
GemCode
An open-source, local-first alternative to Claude Code built by Veoksha. It combines Google Gemini with the Agent Development Kit (ADK) to work inside your repositories, read file…
Ocbrain
Local, source-backed Shared Context for Codex, Claude Code, OpenClaw, and compatible MCP clients.
Minni
Local-first memory and governance layer for AI agents, with per-agent vaults, hybrid recall, review-first learning, handoffs, audit trails, and native AFM/bridge provider support.
Al Buddy Memory
Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format.
Gr0m Mem
Zero-install persistent memory brain for Claude Code and Claude Desktop. Stops re-asking and re-deriving across sessions. SQLite FTS5 default, ChromaDB + Ollama on the semantic br…
Memor AI
One local memory shared by every AI coding agent — Claude Code, Cursor, Codex, Copilot, Kimi, Goose. No API key, no cloud, no plugin to install. Plus opt-in token compression.
Nabu
A different approach to solve AI agent memory