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MCP servers tagged memory
286 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.
MyAgentHubs/aimemo
dependency MCP memory server. Single binary, 100% local, no Docker.
Ori Mnemos
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
Icm
Permanent memory for AI agents. Single binary, zero dependencies, MCP native.
MemoMind
Give your AI agent a brain that remembers. Local memory system for Claude Code — 100% private, GPU-accelerated, zero cloud dependency.
ContextKeep
Infinite Long-Term Memory for AI Agents (MCP Server)
Knowledge Base Server
Make every AI agent you use smarter. Persistent memory with SQLite FTS5, MCP server, Obsidian sync, and self-learning intelligence pipeline.
Awesome AI Agent Papers
A curated collection of AI agent research papers released in 2026, covering agent engineering, memory, evaluation, workflows, and autonomous systems.
Cass Memory System
Procedural memory for AI coding agents: transforms scattered session history into persistent, cross-agent memory so every agent learns from every other
Openwebui Extensions
A collection of enhancements, plugins, and prompts for Open WebUI, developed and curated for personal use to extend functionality and improve experience.
Openclaw.net
Self-hosted OpenClaw gateway + agent runtime in .NET (NativeAOT-friendly)
Nano Claude Code
Nano Claude Code: A Fast, Easy-to-Use Python Reimplementation of Claude Code Supporting Any Model.
MindOS
MindOS is a Human-AI Collaborative Mind System, where human thinks and agents act. Globally sync your mind for all agents: transparent, controllable, and evolving symbiotically.
Yantrikdb Server
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTT…
Ijfw
IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow.
Stash
Shared memory for your team's coding agents
Opensquilla
OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
Mnemory
A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides intelligent fact extraction and deduplication, with an artifact store for detailed content.
Mnemon
LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single binary. Works with Claude Code, OpenClaw, and any CLI agent.
SoloFlow
Complete ETCLOVG framework for AI Agent workflows - DAG+FSM orchestration, Ebbinghaus memory, discipline routing, skill evolution, trace system, governance. 80+ tests, zero deps,…
Iai Personal Memory Engine
The best-benchmarked open-source memory system for AI coding assistants
Awesome Second Brain
A curated solutions to building a self-evolving second brain that helps AI agents understand your personal and team context.
Openloomi
Openloomi is your open-source proactive AI Mates that remembers all work details.
Ratel
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 retrieval. No vector DB. No embeddings.
Graphmind
Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools.
AI Memory Vault
Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.
Nondual
The address book for AI agents: Nondual gives all your agents one shared record for every person they talk to: who they are, what was said, what happens next.
Always Accompany
AI platform with three-layer recursive memory (260-year capacity), pre-positioned retrieval AI, and granular context compression — all prompts-driven, zero database
Uteke
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.
Pi LLM Wiki
Self-maintaining, Obsidian-compatible knowledge base for pi — turn raw sources into an interlinked wiki that compounds. Native Open Knowledge Format (OKF) v0.2.
Vector Memory
A zero-configuration RAG memory server for MCP clients
Origin
Local-first memory layer for AI agents - MCP server
Agent Qa
Model Context Protocol server and tools for agent-qa authoring and triage.
Ogham MCP
Shared memory MCP server — persistent, searchable, cross-client
Continuum
Your whole desktop context — everything you've seen, read, typed, and heard — as a single MCP your agent can use to understand you and how you work. Open source, local-first, on-d…
Mnemo Cortex
Open-source memory coprocessor for AI agents. Persistent recall, semantic search, crash-safe capture. No hooks required.
Iai MCP
The best-benchmarked open-source memory system for AI coding assistants
DomDemetz/claude-soul
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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.
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…
Brainflow Docs
BrainFlow - Shared Team's Memory - Company Brain - MCP server documentation and setup guide
Engramory
A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.
Open Memory Protocol
An open standard for portable, interoperable AI memory across tools, sessions, and devices.
Agentmaker
A general-purpose Python framework for building LLM agents and multi-agent systems. "Four lines of code, an agent with memory."
Cortex Engine
Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.
Brainoutside
Self-hosted memory server for AI agents. Your brain is a git repo, served over MCP and REST.
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)。
Mcpb
PolyNeural.ai MCP Bundle for persistent AI memory through knowledge graphs
nuum
AI coding agent with continuous memory - infinite context across sessions
Structured Memory
A Model Context Protocol server that automatically maintains structured, domain-specific memory documents for focused projects
Obsidian Memory
MCP server that stores AI memories as Markdown files for visualization in Obsidian's graph view