Agent Memory MCP Servers

There are 63 agent memory servers tracked. 4 score above 50 (established tier). The highest-rated is major7apps/pensyve at 53/100 with 3 stars and 780 monthly downloads.

Get all 63 projects as JSON

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#	Server	Score	Tier	Stars	Language
1	major7apps/pensyve Universal memory runtime for AI agents	53	Established	3	Rust
2	x-hannibal/mcp-webgate Web search that doesn't wreck your AI's memory. MCP server with...	52	Established	3	Python
3	cafe3310/agent-skill-memories-off 把这些记住，帮我早点下班	52	Established	27	TypeScript
4	P0lar1zzZ/Ombre-Brain For Claude.	50	Established	68	Python
5	TarekRaafat/skalex AI-first, zero-dependency JavaScript database. Vector search, agent memory,...	49	Emerging	13	JavaScript
6	jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by...	43	Emerging	4	JavaScript
7	x-hannibal/mcp-memento A Gentle Persistence Layer for AI Coding Agents	41	Emerging	2	Python
8	199-biotechnologies/engram MCP server for AI memory -- hybrid search (BM25 + semantic + knowledge...	41	Emerging	4	TypeScript
9	mrosnerr/open-zk-kb Shared, persistent memory for AI assistants, built on the Zettelkasten method	41	Emerging	1	TypeScript
10	sachitrafa/YourMemory Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better...	40	Emerging	12	Python
11	mpazik/Binder Headless knowledge base with bidirectional Markdown sync	39	Emerging	9	TypeScript
12	honeybluesky/my-apple-remembers A lightweight MCP server that integrates with Apple Notes to create a...	38	Emerging	10	Python
13	drewburchfield/obsidian-graph Semantic knowledge graph navigation for Obsidian or markdown vaults using...	37	Emerging	9	Python
14	LycheeMem/LycheeMem Compact, efficient, and extensible long-term memory for LLM agents.	37	Emerging	183	Python
15	thomasjumper/agentbay-mcp MCP server for AgentBay — persistent memory, teams, and projects for AI...	36	Emerging	1	TypeScript
16	geniussigmaskibidi-gif/geniusmcp Code Intelligence OS for AI Agents — persistent memory, GitHub intelligence,...	36	Emerging	2	TypeScript
17	bryanchen3777/Project-Aura Project Aura: The Emo-Agent-Toolkit - Give your AI more than just logic,...	36	Emerging	2	Python
18	AitherLabs/AitherOS Open-source multi-agent AI workforce platform. Autonomous agents that plan,...	35	Emerging	1	TypeScript
19	samyama-ai/samyama-graph Graph-vector database that queried 1 billion edges for $2.50. Rust,...	35	Emerging	44	Rust
20	bizmedia/amb Agent Message Bus	35	Emerging	2	TypeScript
21	PromptOwl/ContextNest Structured, versioned context for AI agents. Context Nest organizes...	34	Emerging	3	TypeScript
22	3062-in-zamud/knowledgine Developer Knowledge Infrastructure - Extract structured knowledge from your...	33	Emerging	2	TypeScript
23	Muvon/octobrain The brain for your LLM	32	Emerging	6	Rust
24	MarcoAR1/botuyo-mcp BotUyo MCP Server - create and manage AI agents via Model Context Protocol	31	Emerging	—	TypeScript
25	camplight/knowledgeplane Shared memory for AI agents and teams -- MCP server with knowledge graph,...	27	Experimental	1	TypeScript
26	brandonmarkgaia-hub/Acacia-Garden-AI-Worldbuilding-Codex A symbolic, mythic worldbuilding codex of Chambers, Echoes, Rootlines and...	27	Experimental	1	HTML
27	johnnyjoy/pluribus Persistent memory MCP server for AI agents (MCP + REST)	27	Experimental	9	Go
28	Shangri-la-0428/oasyce_psyche AI-first subjectivity kernel for agents — persistent emotional state,...	26	Experimental	6	TypeScript
29	oliverxuzy-ai/knowledge-in-a-vat An intelligent knowledge management system connecting your local knowledge...	25	Experimental	3	Python
30	JosephOIbrahim/Harlo Harlo — Your AI coach. Built on USD composition semantics for persistent...	25	Experimental	4	Python
31	Right-Reasons/right-reasons Structured business ontology that gives AI agents deterministic access to...	25	Experimental	3	Python
32	kagura-ai/memory-cloud Universal AI Memory Platform — Remote MCP Server + Web Management UI. Give...	25	Experimental	—	Python
33	agulaya24/BaseLayer Base Layer compresses thousands of conversations, journal entries, or any...	25	Experimental	3	Python
34	AceDataCloud/SerpMCP MCP server for Google SERP search, images, news, maps, and knowledge graph results.	24	Experimental	—	Python
35	michaelkrauty/mcp-notes MCP server for personal knowledge management — markdown notes, semantic...	24	Experimental	—	Python
36	Crack525/crossmem One search across all your Claude Code and Gemini CLI memories — every...	24	Experimental	2	Python
37	Goldentrii/AgentRecall AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent...	23	Experimental	1	JavaScript
38	phillipclapham/anneal-memory Two-layer memory for AI agents with an immune system. Episodes compress into...	23	Experimental	1	Python
39	atlaslattice/aluminum-os Aluminum OS — The AI-Native Operating System. Agent Control Plane,...	23	Experimental	1	Rust
40	bryanchen3777/yua-memory Emotional Memory Management System for AI Agents	23	Experimental	1	JavaScript
41	chordee/mcp-server-houdini-lite Lightweight MCP server for Houdini pipeline tools — no Houdini installation...	22	Experimental	—	Python
42	applehell/contextpilot Smart context and memory management for AI workflows — Web App + MCP Server...	22	Experimental	—	Python
43	maddieunlawful958/gitnexus-stable-ops Protect GitNexus across 25+ repos with stable ops checks that prevent broken...	22	Experimental	—	Python
44	datboip/HumanAIE Human AI Eyes (pronounced Human-Eye) — shared browser for human-AI...	22	Experimental	—	HTML
45	scott-walker/mememory Persistent semantic memory for AI agents. MCP server with PostgreSQL +...	22	Experimental	—	Go
46	PKaldone/substrate-mcp SUBSTRATE MCP Server — Persistent AI entity framework with causal memory,...	22	Experimental	—	JavaScript
47	Kodaxadev/ChronosMCP Gives Claude a persistent memory and project graph across conversations. ...	22	Experimental	—	Python
48	getzikra/zikra-lite Shared AI memory for Claude Code teams. One install, everyone remembers ...	22	Experimental	—	Python
49	SalvatierraPM/knowledge-base-server Self-hosted persistent memory for AI agents. Shared brain for Claude,...	22	Experimental	—	JavaScript
50	getzikra/Zikra AI persistent memory and project management for developer teams ·...	22	Experimental	—	Shell
51	trianggadios/engram Persistent memory for AI agents — a local-first, universal knowledge base...	22	Experimental	—	Python
52	avgurtiza/ariadne Persistent project memory for AI agents. Stop re-explaining your...	22	Experimental	—	Shell
53	lleontor705/cortex Persistent memory for AI coding agents — knowledge graph, importance...	22	Experimental	—	Go
54	fieldcure/fieldcure-mcp-essentials MCP server with 10 essential tools — HTTP, shell, JavaScript, file I/O,...	22	Experimental	—	C#
55	attilakiss9000/ember-memory Experiential Memory Bridge for AI Relationships — an MCP server that...	22	Experimental	—	TypeScript
56	SpicyRiceCakes/nelly-elephant-mcp An elephant never forgets — search and resume past Claude Code conversations via MCP.	22	Experimental	—	JavaScript
57	wyckit/mcp-engram-memory Persistent cognitive memory for AI agents. Hybrid search (BM25 + vector),...	17	Experimental	1	C#
58	Tenormusica2024/claude-mcp-setup Complete setup guide for 10 powerful MCP servers with Claude Code - Memory...	17	Experimental	—	—
59	minhtri22/mcp-server A Token-Efficient Model Context Protocol (MCP) Server. Empowers AI Agents...	16	Experimental	—	Python
60	osteodystrophysalmonellatyphimurium635/OpenJarvisDashboard Visualize and manage AI models with a lightweight dashboard that connects...	14	Experimental	—	—
61	ConnorBritain/beacon-mcp MCP connector and toolkit that standardizes how agents read, write, and...	14	Experimental	—	TypeScript
62	nevilmeriliane/personal-knowledge-mcp 🔍 Index and manage local documents with the MCP server, offering AI access...	13	Experimental	—	—
63	Ricardo-Kaminski/lightrag-mcp MCP server for LightRAG — expose your local knowledge base to Claude Code	10	Experimental	1	Python