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MCP servers tagged ai-memory
582 live MCP servers tagged "ai-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with ai-memory.
MemXT
MemXT is a Local long-term memory for Claude Code & coding agents. 100% local
Montycat Python
AI-native NoSQL + vector database with built-in semantic search for RAG, AI agents & LLM memory — the async Python client. Self-hosted Pinecone alternative.
Lithium Core
Storage engine for AI agents to navigate, store, and retrieve structured data. PostgreSQL ltree, built-in versioning, scoped queries.
Co Engram
Self-evolving team memory
Bok
Local-first Markdown memory for AI agents · 跨 Agent 本地长期记忆系统
Flowly
Knows your world. Answers to you. — the open-source personal AI agent you own.
MIF
Open standard for portable AI knowledge interchange — JSON-LD + Markdown dual format with W3C PROV provenance, bi-temporal tracking, entity relationships, and OKF support.
MemHop
Embedded long-term memory database for AI agents & LLM apps. Six-layer cognitive architecture, knowledge graph, hybrid BM25 + vector search, sleep-time memory consolidation. One .…
Papez
Open-source causal graph memory for AI agents. 85.55 on LoCoMo under a frozen, reproducible protocol. MCP server with ACT-R scoring, spreading activation, and active forgetting.
EcoDB
Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.
FERNme
A lightweight memory engine for AI agents using fuzzy graphs, Hebbian updates, and optional LLM gating.
Mneme
the memory layer of your codebase. Knows the WHY, the WHAT, the WHERE-IT-BREAKS.
Kairos
MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats
Codeatlas
🗺️ AI-powered code analysis for VS Code, Cursor & Windsurf — MCP server with 10 tools + persistent AI memory across conversations. TypeScript, JavaScript, Python, PHP.
Kairos
MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats
Context Chest
MCP server for encrypted AI agent memory — remember, recall, browse across sessions
Textview
MCP server for TextView — persistent memory for AI agents. Save, search, and retrieve documents across AI sessions.
Infernoflow
Persistent memory for AI coding sessions — captures what agents can't infer from code alone. Works with Copilot, Cursor, Claude, and Windsurf.
Agentram
Model Context Protocol server for AgentRAM. Persistent memory for AI agents.
Roverb
Roverb — a personal AI memory you write to from Claude/Codex and recall anywhere, over MCP.
Neuron MCP Server
Neuron Context Engine — MCP server for Cursor, Claude, Antigravity, and any MCP client
Memshare
Peer-to-peer AI memory sharing between users — approved on both sides. Local-first JSON memory store with an MCP server and CLI.
Server
RushDB MCP Server - Model Context Protocol server for RushDB
Kimi Mneme
No description published.
Resonant Archive
Local-first semantic search for your ChatGPT, Claude, and AI conversation history. Python CLI + MCP server for Claude Desktop. Uses sentence-transformers + ChromaDB. No API keys,…
Brainlayer
Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-tool BrainBar surface with ToolAnnotations
Memory Server
Long-term memory for AI coding agents. Works with Claude Code, ChatGPT, Cursor, Gemini CLI, VS Code Copilot, Windsurf, Claude Desktop, Codex CLI. Deploy once to Cloudflare Workers…
Cortex MCP
Self-hosted MCP server that lets Claude, ChatGPT, Meta Muse and any MCP client read and write one Markdown vault (Obsidian-compatible). Go, OAuth 2.1 with passkeys, no shell, no h…
Mind MCP Server
MIND MCP Server — 44 tools, 384 actions. Persistent memory + every MIND app for any MCP agent. Mirror of MINDapp/mcp-server; npm @astramindapp/mcp-server
afairai/afair
m afair`
Montycat Dart
AI-native NoSQL + vector database with built-in semantic search for RAG & AI agents — the Dart & Flutter client. Self-hosted Pinecone alternative.
Wingman
Never lose your AI context again. Open-source memory that follows your projects across Claude Code, Codex, Gemini CLI, Cursor and every computer.
Memorystress
The first longitudinal benchmark for AI memory systems. Test LLM agents, RAG pipelines, MCP servers, and memory backends across 1,000 sessions.
Agent Personalizer
One interview writes a profile and rule files every AI you use reads: CLAUDE.md, AGENTS.md, GEMINI.md and ChatGPT, kept in sync from one source.
Memry
European memory system for AI agents with focus on compression and weighted information
Mnema
🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.
Marrow
Marrow: self-hosted semantic + lexical search over your AI coding sessions and notes. Every answer cites its source; your corpus never leaves your infrastructure.
Engram
Persistent memory for Claude Code — 6 MCP tools, SQLite, local embeddings, zero API calls. Your AI remembers across sessions.
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.
Time Library
Time Library / 时间图书馆：一句话接入，适配任何平台；本机优先、可回源的 AI 记忆层。
Gkill
Local-first, self-hosted lifelog app for recording, searching, and analyzing your life with AI through MCP.
AliceMemory
Open-source, local-first memory and continuity layer for AI agents. Hybrid retrieval (FTS + vectors + entity graph), MCP-native, SQLite to start, Postgres to scale.
Tensory
Tensory — Claim-native MCP Memory Server. LLM claim extraction → Graph + Vector + SQLite. Zero-setup persistent memory for Claude, Cursor & any MCP client.
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…
Devmemory
🧠 Persistent local-first memory for AI coding agents — MCP server + CLI for Claude Code & Cursor. SQLite FTS5, secret redaction, project isolation.
Engram
ENGRAM — an epistemic memory substrate for AI agents. Public release snapshots (one squashed commit per version).
Mnemo
On-prem, MCP-native memory for AI agents in regulated settings: every write lands in a SHA-256 hash-chained log an auditor can verify offline, without trusting the store or the ve…
Alexandria
Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.
Memory Vault
Portable AI memory that roams with you across models and harnesses — Claude Code, Codex, Cursor, ChatGPT. Plain markdown you own, wired over MCP with one command.