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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.
topoteretes/cognee
Knowledge Engine for AI Agent Memory in 6 lines of code
varun29ankuS/shodh-memory
Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No c…
Nocturne Memory
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memor…
Vestige
Think before doing, prove before saving. Vestige is a local, deterministic safety kernel for AI agents. Every memory write and agent action is recorded in Strata, an append-only…
Task Orchestrator
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agen…
Context Sync
Local persistent memory store for LLM applications including continue.dev, cursor, claude desktop, github copilot, codex, antigravity, etc.
Empirica
Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, Sentinel gating, and grounded calibration for Claude Code and beyond
Baselayer
The interpretive layer above memory. Turns text into a portable specification of how a specific person interprets information, decides, and communicates.
Forgetful
Opensource Memory for Agents
Mengram
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw…
ukkit/memcord
🧠 Self-hosted, privacy-first MCP server for long-term AI memory — save, search & summarize Claude/ChatGPT chat history locally. No cloud, no database.
Claude Self Reflect
Claude forgets everything. This fixes that. 🔗 www.npmjs.com/package/claude-self-reflect
Aser
Aser is a lightweight, self-assembling AI Agent frame.
Roampal Core
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
Mie
Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, Ch…
Minime MCP
Universal infinite memory layer for Developer AI assistants. One shared brain across Claude, Cursor, Windsurf & more. 100% local, built on MCP standard. Stop re-explaining context
Statelessagent
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
kael-bit/engram-rs
Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.
Cognio
Persistent semantic memory server for MCP - Give your AI long-term memory that survives across conversations. Lightweight Python server with SQLite storage and semantic search.
20alexl/mini_claude
Give Claude Code persistent memory across sessions. Track habits, log mistakes, prevent death spirals. Runs locally with Ollama.
Core
Your Personal AI OS
Server
Persistent memory, semantic search, and shared project context for AI agents with traceable sources and scoped access. Carry decisions, lessons, and intent across sessions and too…
Devmind MCP
DevMind MCP provides **persistent memory capabilities** for AI assistants through the Model Context Protocol (MCP). It enables AI to remember context across conversations, automat…
Memoh
✨ Self hosted, always-on AI agent platform run in containers. Create multiple bots with long memory, and connect them to Telegram, Discord, Feishu(Lark), Matrix, etc (like OpenCla…
Mem0 MCP Selfhosted
Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.
ai-memory
Portable persistent AI memory for any project and any tool
Knowledge Graph
MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development
Cyrene Agent
一款开源、基于昔涟开发的桌面 AI 智能体/An open-source desktop AI agent based on Cyrene.
Cyrene Agent
一款开源、基于昔涟开发的桌面 AI 智能体/An open-source desktop AI agent based on Cyrene.
Qdrant MCP Pi5
Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP, no cloud, ~3s per query
Mem0 Server MCP
🧠 Production-ready MCP server providing intelligent memory for Claude Code with async architecture, Neo4j knowledge graphs, smart chunking & enterprise security. One-command Docke…
Memind
Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents like OpenClaw with understanding and SOTA performance.
Open Claude Tag
Self-hostable channel-native AI teammate for Slack. Open source alternative to Claude Tag. LLM-agnostic.
Cybermem
Remote Self-hosted Memory MCP Server
Memory Agent Hub
2026 swarm Agent 年，swarm Agent 、Agent team、 ai coding、skill、memory、evolve、agentic RL 等 AI Agent集合
Chronicle MCP
ChronicleMCP is a secure, local-first [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that allows AI agents (like Claude Desktop, Cursor, and IDEs) to searc…
Dkg MCP Server
OriginTrail Decentralized Knowledge Graph (DKG) is a decentralized knowledge infrastructure for multi-agent AI memory — enabling agents to publish, verify, and query shared knowle…
Awareness Market
Local-first AI agent memory daemon. One command, works offline, no account. Markdown storage, hybrid search (SQLite FTS5 + embeddings), MCP protocol, web dashboard.
Cortex
The Cortex MCP Server
Meridian
Stop letting your work go unnoticed. Meridian keeps an automatic work journal of what you worked on and what you finished, summarised daily, and automatically drafts your project…
Scope Recall Hermes
Local long-term memory for Hermes, Codex, Claude Code, WorkBuddy and dsh agents: one SQLite store, source-backed recall, and tools to inspect, correct or delete what is remembered.
Kiwi Mem
🥝 Self-hosted memory gateway for AI companions — OpenAI-compatible proxy with vector search, memory heat, Dream consolidation and calendar-level summaries · AI 伴侣记忆网关：向量搜索、记忆热度、Dr…
Dkg MCP Server
OriginTrail Decentralized Knowledge Graph (DKG) is a decentralized knowledge infrastructure for multi-agent AI memory — enabling agents to publish, verify, and query shared knowle…
Codex Dev MCP Suite
Four local, file-based MCP servers for solo devs/vibecoders: persistent memory, session handoff/resume, file checkpoints, token-efficient project briefings. Works with any MCP cli…
Graphmind
GraphMind v2 — постоянная общая память для ИИ-агентов по MCP (Rust): граф знаний с причинными связями, семантический поиск, персист между сессиями
Mnemon
A self-hosted cross-tool memory server for AI agents — verbatim palace storage, a compiled wiki layer, and 14 MCP tools over Streamable HTTP with OAuth 2.1.
Ori Mnemos
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
Octopoda OS
The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.
Roampal
Memory that learns what works.
Brainapi2
BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual mem…