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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.
Mnesora
Local-first AI relationship profile — your shared memory with AI. Open-source desktop app with MCP server, structured cards, and built-in local LLM.
Annal
Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embeddings.
A Memory
a-memory: 4-tier AI agent memory in plain SQLite — 5 MCP primitives, hybrid FTS5+binary search, knowledge graphs, envelope encryption. Local-only.
Aimem
Session resilience and shared memory for AI coding agents - journals every turn to local SQLite, curates durable facts, syncs across machines. Claude Code + OpenCode.
Fridai
A local MCP server that lets AI coding agents recall your code, commits, and conversations.
Engraphy
An MCP server giving AI agents associative memory, modelled on the human mind. The name comes from engraphy, the old memory-science term for laying down an engram, the trace a mem…
Memoria SDK
Official TypeScript client for Memoria — bi-temporal knowledge-graph memory for AI agents.
Agent Pulse MCP
Agent-native host monitoring MCP server — exposes real-time system vital signs (CPU, Memory, Temperature) to intelligent agents.
Ekkos Open
Client-side integrations and auditable redaction for ekkOS
Agent Context Substrate
The substrate is the asset; the model is an interchangeable client. Agent Context Substrate (ACS): model-independent memory for AI agents.
Agent Memory Torture Test
Memory Integrity Bench: can your agent remember the truth after the truth changes?
Ga Agent MCP
🎯 牧云野 Generic Agent — 12-tool MCP server + 技能结晶 + 5层记忆系统。说人话操控电脑。
Rag Memory Pg MCP
PostgreSQL-based RAG Memory MCP Server with Supabase - hybrid semantic search + knowledge graph
Claude Memory Architecture
Mnemonic - AI Memory MCP Server. Persistent memory management for Claude and other AI assistants.
Memory Mesh
🧠 Local-first MCP server giving Claude, ChatGPT and Gemini shared memory with conflict detection
Repository Memory
Citation-first memory for AI agents: one zero-dependency runtime behind Skill, audited MCP (2026-07-28), native OpenClaw tools, and CLI. Git-cited answers, evidence-based abstenti…
Rutter
A record of what your AI sessions decided — and the receipts behind it. An MCP memory-of-use server over markdown notes: append-only, content-hashed, no model inside.
Justonce Plugin
JustOnce MCP plugin — persistent memory for Cursor, Claude, ChatGPT, VS Code and any MCP client
Prose Memory
MCP server for persistent memory with JSON storage and atomic fact operations
Threadline Core
Local-first continuity memory for AI coding agents. An MCP server that remembers decisions, open loops & findings across sessions. No cloud, evidence-gated, Apache-2.0.
Claude Innit
Unified memory context system for Claude Code via MCP
Polypalace
Personal AI assistant for Claude Desktop. Synthesizes activity across multi-project folder, Brave bookmarks, Telegram saved messages. Fork of MemPalace with multi-source synthesis…
Soma MCP
A private, self-hosted reference implementation of the official Model Context Protocol (MCP).
Flashback
Dynamic episodic memory for LLMs. Self-hosted Rust microservice. Vector index + temporal graph + tiered retrieval + REST/MCP.
Cube Memory SDK
Persistent AI memory with crossover — your AI at home shares the same memory as your AI at work. What one LLM learns, all your AIs know. Memory + PKM for Claude, GPT, Gemini & loc…
Zero Memory
Self-hosted memory for AI coding agents: one shared, persistent store served over MCP to Claude Code, Cursor, Codex and any MCP client, with access enforced in Postgres.
Enki Memory
Enki — selective memory for AI agents: remembers what's current, forgets what's stale at write-time. Local, deterministic, ~half the storage. Live demo → try.enkilabs.co.uk
DK AgentMemory
One shared memory for every AI coding tool your team uses. Self-hosted, single Go binary, MCP-native.
Memory Lattice
Best AI Memory Layer for Claude Code and MCP Agents in 2026
Linggen Vscode
Portable AI memory for VS Code, Cursor, Windsurf, Codex and Copilot — installs ling-mem and wires it into the agents you already chat with.
Nexum
Cross-agent memory for AI coding tools (Claude Code, Codex CLI), with cryptographic provenance via SSH-signed git commits
Breathing Memory
Local MCP memory system for coding agents with SQLite-backed, project-isolated context.
MDAN
MDAN — Framework de développement multi-agents IA. 28 agents, 17 wizards, 2,014 composants écosystème. Serveur MCP, Context Graph, Débat/Consensus. Made in Morocco.
LLM Memory
Persistent, cross-model memory for LLM assistants — MCP server in .NET 10 over Postgres + pgvector + Apache AGE. Hybrid retrieval (vector + BM25 + graph PPR + LLM rerank), bi-temp…
Qwen Memory Agent
Host-agnostic, self-correcting library/API memory for coding agents — harvests mistakes at compaction, verifies against the installed package, auto-injects the fix into future ses…
Openclaw Unison
Long-term memory & recall for OpenClaw — powered by Unison.
Memscope
Memory census + pressure guard for the agent-era Mac — reaps leaked MCP servers, closes idle AI sessions, warns before OOM. One file, zero deps, 3.4MB/0.14s per pass.
Kervo
Deterministic context for non-deterministic agents — a trust-labeled, git-native memory layer for AI sessions
Walrus Memory MCP Plugin
Walrus Memory Claude Code marketplace plugin
dfrancislyondflabc-tech/agentic-recall
bad match as though it were one. Embedding model runs locally, nothing leaves the machine. MIT.
Leptin
Personal, local-first memory infrastructure for your coding agent. No account, no subscription; the agent can install it itself. Keeps long-term memory correct when decisions chan…
Brain Kit MCP
Open-source MCP memory server. pgvector + Supabase. Companion to dashbuilds.dev/brain-kit.
Unified AI Memory
Offline-first AI memory for coding agents — one Markdown brain on your machine, shared via a local MCP server, with ONNX semantic search, RAG chat and a human-brain memory lifecyc…
GopherCache
persistent memory MCP server for claude.
Claw Code Parity
Rebuild and compare Claw Code parity with harness tools for testing, analysis, and archive review
Personal GraphRAG
Self-hosted GraphRAG for personal memory — Claude writes the entities and the edges directly over MCP, no second extraction model. Journal-first durability, optional local stack.
Project 3 MCP LibSQL Concept
Stateful AI agents using MCP (Model Context Protocol) + LibSQL for persistent memory — agents that remember across sessions.
Fleetmem
Self-hosted, governed long-term memory for a fleet of AI agents — MCP-native, with hybrid retrieval, a typed knowledge graph, and per-agent mTLS access control. Runs on your own h…
RemaGraph
Lightweight MCP tool that captures the trail an AI coding agent leaves behind while working (task handoff / status update / discovered constraint), so the next agent can pick up w…
Agentic Dev CLI
Terminal Base Ui General Agent that have Tools , Memory and Guardrails to inspect and improve with context.