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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.
N2n Memory
Project-local MCP memory server for AI coding agents. Knowledge graph stored in .mcp/ inside each repo — isolated per project, Git-friendly JSON, dual-buffer (durable graph + acti…
Github Stars Radar
把你多年收藏的开源项目，变成 AI 编程助手的私人技术记忆。
Junto Memory
Persistent shared memory and coordination MCP server for multi-agent AI workflows. The memory component of the Junto system. MongoDB + ChromaDB. Production-tested with 6+ agents o…
2origin
本象协议 Benxiang · 一源万影：保存本象，按需投影。面向 AI 的持久对象表示层——AI 只提交语义事务，确定性编译器校验后才落地，每个字段都能回答「凭什么」。A2 消融实测（2026-08-13，README §5）：唯一幸存的分类性主张是结构性的——提示词结构上产不出证据链；A3 全套机制给 15.0%/27.5% 受测字段可溯源证据，所有纯…
Claudecode Plugins
Knowledge graph memory for Claude Code — persistent nodes, typed edges, auto-compaction. Claude remembers across sessions without re-explaining context.
Carrymem
Your portable AI memory — preferences, decisions, and corrections that follow you across models, tools, and devices. Zero-dependency, local-first, 85% PrefEval accuracy.
Megg
Git-native memory for AI agents — markdown knowledge in .megg/ folders that travels with your repo. MCP server + CLI for Claude Code.
Morgan
Self-hosted, self-learning, provider-agnostic personal agent kernel. Local-first memory in one SQLite database, project-scoped, reachable from any tool over MCP or a CLI.
HoloCore
Local-first AI context engine combining a structural Atlas, verified Archive, episodic Animus memory, CLI, MCP, and focused context routing.
Flux Memory
Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Python SDK
Claude Codex Gemini Mem
跨窗口/跨会话 AI 记忆系统 (Claude Code / Gemini / Codex)
Avvarre
AI context that survives the chat window. Persistent repo memory, impact analysis, and instant style audits in one command.
Better Memory MCP
Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelc…
Stackmemory
Stack memory for context between claude code sessions
Vidurai
The Local-First AI Memory Layer. Bridges VS Code, Terminal, and any MCP-compliant AI. Features Strategic Forgetting (SF-V2) for infinite context without the cloud.
Granum
VectorDB Context tool for claude code
Cairntir
Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.
Do SOUL Alaya
The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; SQLite-backed, evidence-gated, no GUI. Cross-session memory that the agent proposes and a…
Project AMBER
Persistent memory & identity layer for AI agents with MCP server for Claude, Copilot, Gemini & Ollama
Openbrain MCP
Self-hosted AI memory layer (MCP server). Typed memory tables, hybrid search, session handoff. For Onramp + any MCP client.
Cortex Core
Cortex Core: Pi-side memory + overseer plugin. Local-first wearable AI memory: notes, sessions, projects, time tracking, plus a meta-honest interpretive overseer agent. Pet compan…
Studiomeyer Marketplace
StudioMeyer MCP Suite for Claude Code — 4 hosted plugins (Memory, CRM, GEO, Crew). 119 tools, 21 slash commands, 5 skills, 3 subagents. Magic Link auth. EU Frankfurt. Free tier.
Firm Ecosystem
Architecture documentation for the Firm AI Agent ecosystem — setup-vs-agent-firm + mcp-openclaw-extensions + Memory-os-ai
Engram Mem
Persistent memory for AI agents. Dual-memory system (episodic vector + semantic graph) with CLI, HTTP, MCP & WebSocket interfaces.
Neurostack
Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.
Apex Memory
Persistent memory MCP server for AI coding agents. Ultra-lightweight (46 kB), cloud sync, works with Claude Code, Cursor, Windsurf. npm install apex-memory
P Layer
Memory for AI agents with rules that are kept, not just written - P0-P6 layered rules enforced in code, SQLite + PostgreSQL, MCP server, eval harness. PyPI: p-layers
Librocat
Persistent AI memory, shipped as an Agent Plugin: notes as OKF Markdown, cataloged with library and information science, read by any agent over MCP.
Agentmemory Codex Windows
Independent Windows-native AgentMemory downstream for OpenAI Codex Desktop and CLI, with managed hooks, persistent project-scoped memory, federated recall, and optional local grap…
Episoda Core MCP
Episoda Core MCP: Zero-dependency, Ebbinghaus auto-decaying cognitive memory MCP server for AI coding assistants (Claude Desktop, Cursor, Windsurf, Cline).
Thimiko
Chat history search for your llm
Copal
Self-hosted, headless personal knowledge hub — a persistent memory layer (MCP + REST) for your LLM assistants. Postgres + pgvector.
Lemurkit
AI Sovereignty - The team cognition for AI agents. The remote MCP connector on Cloudflare. KV is for Transactive Memory System, R2 is for Shared Knowledge and Mental Models. D1/Ve…
Remote MCP Mem0
Cloudflare Workers 远程 MCP 模板，集成 Mem0 记忆工具；Cloudflare Workers remote MCP template with Mem0 memory tools.
Wisdom Store
MCP server that gives AI coding assistants persistent memory, context control, and anti-hallucination tools
Dsm MCP
Dynamic Segmented Memory (DSM) engine for AI agents via Model Context Protocol (MCP).
Amore
Local-first AI memory backbone for IDE/agent assistants — Claude Desktop / Claude Code / Cursor / Cline / Continue. One-click install; never leaves your machine.
Nobrainr
Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL + pgvector + Ollama
Cc Hms
Hermes Memory System — 让 Claude Code 拥有真正的长期记忆 (8 phases, 117 tests, 12 MCP tools)
AI Longterm Wiki Memory ClaudeCode
Persistent semantic memory for Claude Code. Three-layer wiki + LanceDB vectors, hooks, self-healing lint, knowledge graph. Native MCP integration.
Kalairos
Durable, private, time-aware memory engine for long-running AI agents
Gray Matter
MCP gateway for the Gray Matter suite. Register ONE connector and get Neuron (semantic memory) + NeuRAG (knowledge base) as warm managed workers — combined pulse, context cache, c…
SessionRelay
会话接力：本地优先的 AI 编程会话记忆层 — 五源捕获 · 中文检索 · MCP 15 工具 · HOP 交接包 | Local-first memory layer for AI coding assistants
Personal Understanding
Evidence-chain memory for AI agents - verbatim-first, auditable, anti-fabrication. Tell your story once, recall it with proof. Local-first skill + MCP server for Claude, Codex and…
Chatgpt Redis MCP
Connect ChatGPT to a free Redis cloud instance via MCP — fast key-value memory for GPT workflows
Membrain MCP
Self-hosted AI memory ledger. You and your agents share one memory over MCP — one SQLite file, web UI, works offline. npm i -g membrain-mcp
Mneia
Shared project memory and handoff for teams working with AI agents. Checkpoint decisions, rehydrate context, hand work over — through MCP or the CLI, in Claude Code, Cursor, or Co…
Membro
Local-first memory for AI assistants: append-only fact ledger behind deterministic extraction walls, immutable transcripts, provenance-carrying summaries, MCP tools. Loopback-only…
Mneme Plugin
Persistent cross-project memory and phase-workflow engine for Claude Code — human-gated, local-first, event-sourced. Ships as a plugin.
Vayl
Reconciling memory for coding agents: switch a library or decision and your AI assistant actually forgets the old one — no stale suggestions. MCP server for Cursor & Claude Code.