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MCP servers tagged agent-memory
809 live MCP servers tagged "agent-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with agent-memory.
Amore
Local-first AI memory backbone for IDE/agent assistants — Claude Desktop / Claude Code / Cursor / Cline / Continue. One-click install; never leaves your machine.
Cursor Mem0
Add long-term memory to Cursor agents using the mem0 pipeline, local embeddings, and Qdrant storage.
Kalairos
Durable, private, time-aware memory engine for long-running AI agents
Auto Knowledge Base
MCP 协议的自主知识库系统，为工程 Agent 提供智能知识服务
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…
Dsh Memory Forget
Forgetting engine for AI agents — memory TTL, decay, eviction, audit. The opposite of memory programming. DSH plugin + local skill + CLI.
OpenTask
📌 MCP server + OpenCode skill: persistent task memory for AI coding agents — tasks, projects, decisions, knowledge base as plain markdown. 让 AI 编码助手跨会话记住开发任务
Memotrust
A cloud of trusted and proven memories for your AI agents.
AI Brain MCP
MCP server that turns a markdown knowledge vault into agent memory: search, read, link graph, and guarded capture. No embeddings, no vector DB.
Tmcra
Full-stack, self-hosted memory infrastructure for AI agents: algorithms, traceable recall, knowledge graph, API/SDK/MCP, apps, deployment, benchmarks, and custom-memory adapters.
ProactiveAgent
跨工具共享记忆 + 主动建议的零依赖 MCP Server。Claude Code / Kimi Code / Cline / Cursor / Proma 共享同一份主动记忆，记住你教过的一切，并在合适时机主动开口提醒（含桌面通知 daemon）。npm @proactive-agent/mcp 0.9.2 · 本地优先 · 防投毒 · UMP 互操作
Jiandu
Small filesystem-backed shared memory for agents: a native Rust crate and one-tool stdio MCP server for Session, Project, and Global memory.
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…
Shelfmark
Local hybrid retrieval (BM25 + embeddings) for agent memory & code, in one SQLite file. No cloud, no services. MCP server included for Claude Code and other agents.
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.
HAIDAA
Persistent memory for AI agents. Provenance-aware scientific knowledge graph, read-only MCP server, signed contributions, quarantined publication, schemas and an offline receipt v…
SerialMemoryServer
Model Context Protocol (MCP) server with temporal knowledge graph memory system for AI agents
Openmemory MCP Claude Starter
Claude + MCP + OpenMemory — give Claude a real, persistent memory with full temporal reasoning.
Amnesia
Context continuity for Claude Code & Grok — structured handoffs keep agent memory intact across compaction.
History Graph Protocol
An MCP server that gives AI agents a permanent, append-only causal history
Agent Hq
🛰️ Operating platform for an all-agent company: shared memory, kanban-for-agents, agent registry, live dashboard + MCP server. Zero dependencies.
Multi Agent Memory MCP
Local-first multi-agent memory MCP with bounded multi-hop Graph RAG for Claude Code, Codex, OpenCode, Llama, Ollama, and local LLM agents.
Knowdrive MCP
Multiplayer RAG for your private data: multimodal semantic search over you and your team's knowledge base — the corpus stays out of the conversation. Login to send invites and sha…
Agent Knowledge Memory Wiki
Agent memory as a Markdown wiki: one shared, verified knowledge base that Claude Code, Codex and GPT read and write. Lessons enter only after a green verifier, mistakes become per…
Mema Twin
mema-twin：个人工作分身 MCP server——把用户在工作产物中反复体现的偏好沉淀为按工作性质分维度的记忆，编译成版本化 persona prompt 注入给 Agent
Piyapi
Give any AI application enterprise-grade, persistent memory through a simple API.
Kognite MCP
Connect any MCP client to Kognite — hosted long-term memory for AI agents. Manifest + configs for the dev.kognite/memory server.
Legendary
Your coding agent keeps solving the same problem twice. legendary makes it stop — and tells you when its notes have gone stale.
Memxplore
Executable agent memory reference implementation and research workbench
AI Knot
Deterministic, self-hosted long-term memory for AI agents: store facts instead of transcripts, recall only what matters.
Blindcache
Encrypted memory layer for AI agents, built on Nillion's Blind Computer. MCP server + vault SDK that no operator — not even us — can read.
Mindgraph
A context layer for coding agents: notes, RFCs, tasks and tracked time as one graph of plain markdown. The running app hosts an MCP server, so Claude Code and other agents read wh…
Engrava
The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/edge journal.
Dakera Rs
Rust SDK for Dakera AI agent memory — self-hosted, 88.2% LoCoMo. HTTP/gRPC, vectors, hybrid search, knowledge graphs, sessions.
Create Vkm Kit
Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Markdown vault + git + MCP. Local-first, hybrid search optional.
AgenticMind
Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingual by default · citation-enforced answers · replayable why-trace · judge-gated compoundin…
Trellis AI
Shared context substrate for AI agents. Retrieval that learns what's useful. Runs local or cloud.
AI MemoryHub
零依赖确定性 Agent 长期记忆系统 — Markdown 权威源 + 薄索引，拒答/澄清替代向量硬猜，玻璃盒可审计。 | Zero-dependency deterministic agent memory system — Markdown authoritative store + thin index, refuse/clarify instea…
Memgw
Shared long-term memory for AI coding agents — one local store for Claude Code, Codex CLI, opencode and anything that speaks MCP. SQLite + FTS5, no vector DB, $1-3/month.
Loomem
Open-source context layer for LLM agents — a single Rust binary served over MCP that feeds Claude, ChatGPT, Codex or any MCP client the facts, decisions & history they need. Local…
Memoryintelligence MCP
Stop paying AI to reread the same context — receipted memory via MCP. Capture once, recall with citations; one-command setup for Claude Desktop, Claude Code & Cursor.
Theweave
Memory for AI agents you can cat, grep, and git. Markdown-native, MCP-compatible, you own the files.
MemGuard
Stop AI agents from confidently using stale facts. MemGuard validates memories in Mem0, Zep, Letta & LangMem against reality — trust scores, quarantine, tamper-proof audit trail,…
Xbrain
Self-hostable, MCP-native memory backend for teams of humans and AI agents. A FastAPI service enforces a tagging contract (team/project scope, visibility, confidence, truth level,…
Contextify
Contextify is an unified memory system for AI agents. Provides shared short-term and long-term memory across Claude Code, Cursor, Gemini, Antigravity, and any other AI tool.
Scorekeeper
Commitment tracking for LLM agents — a normative overlay that gives long-running agents a scoreboard of their own commitments, not just a memory of what happened.
Mnesio
Self-improving long-term memory for AI agents in Rust. Safety-gated procedural learning, MCP server, Python/Node SDKs, and durable memory.
Autoagent
Zero-dependency LLM agent runtime — tool use, MCP, sandboxed self-written tools, checkpoint/resume, approval gates, bi-temporal fact memory, code-level guards (context bounds, loo…
Context Canopy
Portable, local-first AI agent memory and personal context—switch agents without losing identity, goals, rules, or evidence.