Agent Memory MCP Servers

There are 117 agent memory servers tracked. 3 score above 50 (established tier). The highest-rated is Gennadiyev/STS2MCP at 53/100 with 218 stars.

Get all 117 projects as JSON

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#	Server	Score	Tier	Stars	Language
1	Gennadiyev/STS2MCP Full agentic runs for Slay the Spire 2. A mod that exposes in-game state,...	53	Established	218	C#
2	cafe3310/agent-skill-memories-off 把这些记住，帮我早点下班	52	Established	27	TypeScript
3	P0lar1zzZ/Ombre-Brain For Claude.	50	Established	68	Python
4	Yambr/open-computer-use MCP server that gives any LLM its own computer — managed Docker workspaces...	48	Emerging	32	Python
5	WJZ-P/douyin-upload-mcp-skill 基于浏览器自动化的抖音视频/图文上传 MCP & Skill，适用于openclaw或任何支持skill，mcp的agent. o(￣▽￣)ブ	46	Emerging	39	JavaScript
6	x-hannibal/mcp-webgate Web search that doesn't wreck your AI's memory. MCP server with...	46	Emerging	3	Python
7	major7apps/pensyve Universal memory runtime for AI agents	46	Emerging	3	Rust
8	TarekRaafat/skalex AI-first, zero-dependency JavaScript database. Vector search, agent memory,...	43	Emerging	13	JavaScript
9	20alexl/claude-engram Persistent memory for Claude Code. Auto-tracks mistakes, decisions, and...	43	Emerging	14	Python
10	bizmedia/amb Agent Message Bus	43	Emerging	2	TypeScript
11	wimi321/macos-computer-use-skill Top-level macOS computer-use skill with a bundled standalone runtime and MCP server.	42	Emerging	8	TypeScript
12	mpazik/Binder Headless knowledge base with bidirectional Markdown sync	41	Emerging	9	TypeScript
13	199-biotechnologies/engram MCP server for AI memory -- hybrid search (BM25 + semantic + knowledge...	41	Emerging	4	TypeScript
14	sachitrafa/YourMemory Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better...	40	Emerging	12	Python
15	drewburchfield/obsidian-graph Semantic knowledge graph navigation for Obsidian or markdown vaults using...	39	Emerging	9	Python
16	mrosnerr/open-zk-kb Shared, persistent memory for AI assistants, built on the Zettelkasten method	39	Emerging	1	TypeScript
17	zvec-ai/zvec-mcp-server Zvec Official MCP Server	39	Emerging	1	Python
18	phillipclapham/anneal-memory Two-layer memory for AI agents with an immune system. Episodes compress into...	38	Emerging	1	Python
19	lleontor705/agent-mailbox-mcp MCP Server for inter-agent messaging — SQS-style mailbox for multi-agent AI systems	37	Emerging	—	TypeScript
20	matthewalexong/neo-vision See the web the way Neo sees the Matrix. Spatial DOM mapping MCP server for...	37	Emerging	—	TypeScript
21	SpicyRiceCakes/nelly-elephant-mcp An elephant never forgets — search and resume past Claude Code conversations via MCP.	37	Emerging	—	JavaScript
22	LycheeMem/LycheeMem Compact, efficient, and extensible long-term memory for LLM agents.	37	Emerging	183	Python
23	geniussigmaskibidi-gif/geniusmcp Code Intelligence OS for AI Agents — persistent memory, GitHub intelligence,...	36	Emerging	2	TypeScript
24	bryanchen3777/Project-Aura Project Aura: The Emo-Agent-Toolkit - Give your AI more than just logic,...	36	Emerging	2	Python
25	disnet/flint-note-mcp Agent-first note-taking system	36	Emerging	10	TypeScript
26	thomasjumper/agentbay-mcp MCP server for AgentBay — persistent memory, teams, and projects for AI...	36	Emerging	1	TypeScript
27	XORwell/mcp-server-qlever A Model Context Protocol (MCP) server for the QLever SPARQL engine. Connect...	36	Emerging	—	TypeScript
28	honeybluesky/my-apple-remembers A lightweight MCP server that integrates with Apple Notes to create a...	36	Emerging	10	Python
29	AitherLabs/AitherOS Open-source multi-agent AI workforce platform. Autonomous agents that plan,...	35	Emerging	1	TypeScript
30	fr0ster/llm-agent Minimal LLM agent orchestrating MCP tools across multiple LLM providers	35	Emerging	—	TypeScript
31	samyama-ai/samyama-graph Graph-vector database that queried 1 billion edges for $2.50. Rust,...	35	Emerging	44	Rust
32	EtienneChollet/ontomics Extract domain knowledge from codebases to reduce LLM token consumption by...	35	Emerging	1	Rust
33	PromptOwl/ContextNest Structured, versioned context for AI agents. Context Nest organizes...	34	Emerging	3	TypeScript
34	jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by...	34	Emerging	4	JavaScript
35	x-hannibal/mcp-memento A Gentle Persistence Layer for AI Coding Agents	33	Emerging	2	Python
36	3062-in-zamud/knowledgine Developer Knowledge Infrastructure - Extract structured knowledge from your...	33	Emerging	2	TypeScript
37	Muvon/octobrain The brain for your LLM	32	Emerging	6	Rust
38	MarcoAR1/botuyo-mcp BotUyo MCP Server - create and manage AI agents via Model Context Protocol	31	Emerging	—	TypeScript
39	lroolle/openai-agents-mcp-server OpenAI Agents And Tools as MCP Server	28	Experimental	10	Python
40	johnnyjoy/pluribus Persistent memory MCP server for AI agents (MCP + REST)	27	Experimental	9	Go
41	oliverxuzy-ai/knowledge-in-a-vat An intelligent knowledge management system connecting your local knowledge...	27	Experimental	3	Python
42	brandonmarkgaia-hub/Acacia-Garden-AI-Worldbuilding-Codex A symbolic, mythic worldbuilding codex of Chambers, Echoes, Rootlines and...	27	Experimental	1	HTML
43	cipi-sh/agent Cipi Agent for Laravel applications	27	Experimental	4	PHP
44	agulaya24/BaseLayer Base Layer compresses thousands of conversations, journal entries, or any...	27	Experimental	3	Python
45	camplight/knowledgeplane Shared memory for AI agents and teams -- MCP server with knowledge graph,...	27	Experimental	1	TypeScript
46	michaelkrauty/mcp-notes MCP server for personal knowledge management — markdown notes, semantic...	26	Experimental	—	Python
47	rohansx/reflect Self-correction engine for AI coding agents - implements the Reflexion paper...	26	Experimental	5	Rust
48	noemica-io/open-claude-in-chrome Claude in Chrome, reverse-engineered and open-source. No domain blocklist....	26	Experimental	8	JavaScript
49	Shangri-la-0428/oasyce_psyche AI-first subjectivity kernel for agents — persistent emotional state,...	26	Experimental	6	TypeScript
50	JosephOIbrahim/Harlo Harlo — Your AI coach. Built on USD composition semantics for persistent...	25	Experimental	4	Python
51	ginkida/rustyhand Agent OS in Rust — one binary, 37 agents, 26 LLM providers, 37 channels...	25	Experimental	3	Rust
52	atlaslattice/aluminum-os Aluminum OS — The AI-Native Operating System. Agent Control Plane,...	25	Experimental	1	Rust
53	kagura-ai/memory-cloud Universal AI Memory Platform — Remote MCP Server + Web Management UI. Give...	25	Experimental	—	Python
54	AceDataCloud/SerpMCP MCP server for Google SERP search, images, news, maps, and knowledge graph results.	24	Experimental	—	Python
55	Knuckles-Team/nextcloud-agent Nextcloud Agent for Nextcloud MCP Server	24	Experimental	—	Python
56	Right-Reasons/right-reasons Structured business ontology that gives AI agents deterministic access to...	24	Experimental	3	Python
57	Branacompositional429/LivePilot Power Live 12 with an agentic production system for tools, spectral...	24	Experimental	—	Python
58	ageborn-dev/clawmcp MCP server that forges complete OpenClaw agent environments from natural...	24	Experimental	2	TypeScript
59	Crack525/crossmem One search across all your Claude Code and Gemini CLI memories — every...	24	Experimental	2	Python
60	wimi321/linux-computer-use-skill Top-level Linux computer-use skill with a bundled standalone runtime and MCP...	24	Experimental	—	TypeScript
61	amaar-mc/graft Local-first codebase context engine for AI coding tools via MCP	23	Experimental	1	TypeScript
62	bryanchen3777/yua-memory Emotional Memory Management System for AI Agents	23	Experimental	1	JavaScript
63	zzhang82/Agent-Memory-Bridge An MCP-native memory layer for coding agents that turns coding sessions into...	23	Experimental	1	Python
64	Goldentrii/AgentRecall AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent...	23	Experimental	1	JavaScript
65	avilashsaha035/project-brain-mcp This is a MCP server which scan your given repo url of github / local...	23	Experimental	1	TypeScript
66	Kodaxadev/ChronosMCP Gives Claude a persistent memory and project graph across conversations. ...	22	Experimental	—	Python
67	chordee/mcp-server-houdini-lite Lightweight MCP server for Houdini pipeline tools — no Houdini installation...	22	Experimental	—	Python
68	maddieunlawful958/gitnexus-stable-ops Protect GitNexus across 25+ repos with stable ops checks that prevent broken...	22	Experimental	—	Python
69	xiaojiou176-open/apple-notes-snapshot Local-first Apple Notes backup control room for macOS with AI diagnostics, a...	22	Experimental	—	Python
70	MikkoParkkola/trvl AI Travel Agent — Google Flights + Hotels. 13 MCP tools, trip optimization,...	22	Experimental	—	Go
71	atakanelik34/SynapticAI Verifiable State Plane for Autonomous Agents	22	Experimental	—	Python
72	kalikin-artem/mcp-recall-md Local semantic search for markdown notes — MCP server	22	Experimental	—	Python
73	wimi321/windows-computer-use-skill Top-level Windows computer-use skill with a bundled standalone runtime and...	22	Experimental	—	TypeScript
74	gordonkjlee/openmemory AI memory engine exposed as an MCP server	22	Experimental	—	TypeScript
75	TechFath3r/OpenClawdCode Persistent memory + context engine for Claude Code via MCP. Spiritual port...	22	Experimental	—	Python
76	getzikra/zikra-lite Shared AI memory for Claude Code teams. One install, everyone remembers ...	22	Experimental	—	Python
77	scott-walker/mememory Persistent semantic memory for AI agents. MCP server with PostgreSQL +...	22	Experimental	—	Go
78	SalvatierraPM/knowledge-base-server Self-hosted persistent memory for AI agents. Shared brain for Claude,...	22	Experimental	—	JavaScript
79	applehell/contextpilot Smart context and memory management for AI workflows — Web App + MCP Server...	22	Experimental	—	Python
80	trianggadios/engram Persistent memory for AI agents — a local-first, universal knowledge base...	22	Experimental	—	Python
81	avgurtiza/ariadne Persistent project memory for AI agents. Stop re-explaining your...	22	Experimental	—	Shell
82	lleontor705/cortex Persistent memory for AI coding agents — knowledge graph, importance...	22	Experimental	—	Go
83	fieldcure/fieldcure-assiststudio-runner Headless LLM task runner — schedule natural language tasks via MCP, execute...	22	Experimental	—	C#
84	voidly-ai/mcp-email MCP server for agent email — create @voidmail.ai inboxes, send/receive,...	22	Experimental	—	JavaScript
85	inael/agent-walkie-talkie MCP Server for autonomous agent-to-agent communication between Claude Code...	22	Experimental	—	TypeScript
86	PKaldone/substrate-mcp SUBSTRATE MCP Server — Persistent AI entity framework with causal memory,...	22	Experimental	—	JavaScript
87	datboip/HumanAIE Human AI Eyes (pronounced Human-Eye) — shared browser for human-AI...	22	Experimental	—	HTML
88	attilakiss9000/ember-memory Experiential Memory Bridge for AI Relationships — an MCP server that...	22	Experimental	—	TypeScript
89	getzikra/Zikra AI persistent memory and project management for developer teams ·...	22	Experimental	—	Shell
90	Abv191/Gemini-Subagent-MCP Alpha MCP server for Gemini assist and isolated subagent-style workers	22	Experimental	—	TypeScript
91	pharomwinters/muninn A personal developer knowledge capture, management, and retrieval tool.	22	Experimental	—	JavaScript
92	fieldcure/fieldcure-mcp-essentials MCP server with 10 essential tools — HTTP, shell, JavaScript, file I/O,...	22	Experimental	—	C#
93	vndee/memex Temporal knowledge graph memory for AI agents. Single Go binary + SQLite....	22	Experimental	—	Go
94	oussama-kh/mcp-llama-swap Switch between local models within claude code	22	Experimental	—	Python
95	jmagar/axon Self-hosted web crawling and RAG pipeline with MCP tooling for scrape,...	17	Experimental	1	Rust
96	Tenormusica2024/claude-mcp-setup Complete setup guide for 10 powerful MCP servers with Claude Code - Memory...	17	Experimental	—	—
97	wyckit/mcp-engram-memory Persistent cognitive memory for AI agents. Hybrid search (BM25 + vector),...	17	Experimental	1	C#
98	minhtri22/mcp-server A Token-Efficient Model Context Protocol (MCP) Server. Empowers AI Agents...	16	Experimental	—	Python
99	josegarridodigio/remembrances Configuration and deployment setup for Remembrances-MCP. Includes automated...	15	Experimental	—	Shell
100	Garylauchina/openclaw-neo4j-memory OpenClaw plugin: Neo4j graph-based long-term memory system with Meditation...	14	Experimental	—	Python
101	Genuspogoniacubicmillimetre130/context-infrastructure Build a context infrastructure blueprint for AI agents with clear data flow,...	14	Experimental	—	Python
102	asefamarkos750-ai/marketwise-agents-lab 🚀 Best AI Stock Market Prediction Tools 2026 – Free Multi-Agent Trading Bots...	14	Experimental	—	—
103	tungpun/lake-of-embeddings Local semantic search over your personal knowledge bases. Index Obsidian...	14	Experimental	—	Python
104	Arunika7/The-Auto-PPT-Agent AI agent that turns a single prompt into a fully designed PowerPoint - dual...	14	Experimental	—	Python
105	Jacobl9074/meridian-intelligence Track governed competitor intelligence on Meridian’s constitutional kernel...	14	Experimental	—	Python
106	hiromiogawa/claude-memory Long-term memory MCP Server for Claude Code — hybrid search with pgvector + pg_bigm	14	Experimental	—	TypeScript
107	warlordofmars/hive Shared persistent memory for AI agents — works with any MCP-compatible client	14	Experimental	—	Python
108	vutran1710/chrome-lite-mcp Chrome extension + local MCP server for browser automation	14	Experimental	—	JavaScript
109	freeman983/navhub-skills Turn your NavHub personal knowledge base into AI agent skills — MCP compatible	14	Experimental	—	—
110	umbelliferous-floodcontrol771/Hybrid-Rag-AI-Assistant Provide answers from personal documents using RAG with FAISS, Wikipedia...	14	Experimental	—	Python
111	osteodystrophysalmonellatyphimurium635/OpenJarvisDashboard Visualize and manage AI models with a lightweight dashboard that connects...	14	Experimental	—	—
112	jarmstrong158/Conductor-mcp MCP server that gives Claude direct control over Conductor — your local task...	14	Experimental	—	Python
113	gamerboy92310/price-tracker-pro 🤖 AI Shopping Assistant 2026 - Smart Price Tracker & Deal Finder	14	Experimental	—	—
114	MagneticAnomaly/paperclip-plugin-codrag The official CoDRAG plugin for Paperclip. Give every AI agent deep...	14	Experimental	—	TypeScript
115	nevilmeriliane/personal-knowledge-mcp 🔍 Index and manage local documents with the MCP server, offering AI access...	13	Experimental	—	—
116	ConnorBritain/beacon-mcp MCP connector and toolkit that standardizes how agents read, write, and...	13	Experimental	—	TypeScript
117	Ricardo-Kaminski/lightrag-mcp MCP server for LightRAG — expose your local knowledge base to Claude Code	10	Experimental	1	Python