Agent Memory Systems MCP Servers

MCP servers providing persistent memory storage for AI agents with retrieval, search, and recall capabilities across sessions. Does NOT include general knowledge bases, vector databases, or RAG systems without agent-specific memory management features.

There are 306 agent memory systems servers tracked. 1 score above 70 (verified tier). The highest-rated is doobidoo/mcp-memory-service at 70/100 with 1,504 stars. 2 of the top 10 are actively maintained.

Get all 306 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=agent-memory-systems&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Server	Score	Tier	Stars	Language
1	doobidoo/mcp-memory-service Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI,...	70	Verified	1,504	Python
2	Dataojitori/nocturne_memory A lightweight, rollbackable, and visual Long-Term Memory Server for MCP...	64	Established	615	Python
3	spences10/mcp-memory-libsql 🧠 High-performance persistent memory system for Model Context Protocol (MCP)...	63	Established	81	TypeScript
4	mkreyman/mcp-memory-keeper MCP server for persistent context management in AI coding assistants	61	Established	102	TypeScript
5	gannonh/memento-mcp Memento MCP: A Knowledge Graph Memory System for LLMs	61	Established	408	TypeScript
6	mnemox-ai/tradememory-protocol MCP server for AI trading memory — outcome-weighted cognitive memory with 10...	58	Established	81	Python
7	mordechaipotash/brain-mcp Your AI has amnesia. Persistent memory and cognitive context for AI. 25 MCP...	55	Established	25	Python
8	nonatofabio/local_faiss_mcp Local FAISS vector store as an MCP server – Agent Memory, drop-in local...	55	Established	23	Python
9	agentic-box/memora Give your AI agents persistent memory — MCP server for semantic storage,...	54	Established	322	Python
10	Lyellr88/MARM-Systems Turn AI into a persistent, memory-powered collaborator. Universal MCP Server...	54	Established	251	Python
11	AVIDS2/memorix Cross-Agent Memory Bridge Persistent memory for AI coding agents across 10...	53	Established	208	TypeScript
12	neverinfamous/memory-journal-mcp MCP Server for AI Context + Project Intelligence. Overcome Disconnected AI...	53	Established	11	TypeScript
13	yoloshii/ClawMem On-device context engine and memory for AI agents. Claude Code and OpenClaw....	52	Established	14	TypeScript
14	JamesANZ/memory-mcp A simple MCP server that stores and retrieves memories from multiple LLMs.	52	Established	14	TypeScript
15	cbunting99/enhanced-mcp-memory An enhanced MCP (Model Context Protocol) server for intelligent memory and...	50	Established	30	Python
16	0xK3vin/MegaMemory Persistent project knowledge graph for coding agents. MCP server with...	50	Established	59	TypeScript
17	timothywarner-org/context-engineering 🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with...	50	Established	17	Python
18	sqlew-io/sqlew Extended Memory Layer of Coding AI	49	Emerging	3	TypeScript
19	purmemo-ai/purmemo-mcp MCP server for pūrmemo — AI conversation memory that works everywhere. Save...	48	Emerging	2	JavaScript
20	chrisribe/simple-memory-mcp 🧠 Blazingly fast persistent memory for AI assistants. Sub-millisecond SQLite...	48	Emerging	6	TypeScript
21	ogham-mcp/ogham-mcp Shared memory MCP server — persistent, searchable, cross-client	47	Emerging	82	Python
22	manujbawa/minime-mcp Universal infinite memory layer for Developer AI assistants. One shared...	47	Emerging	21	JavaScript
23	Yuchen20/Memory-Plus 🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents....	47	Emerging	52	Python
24	star-ga/mind-mem Persistent, auditable, contradiction-safe memory for coding agents. Hybrid...	47	Emerging	5	Python
25	cafe3310/mcp-server-memories-off 把这些记住，帮我早点下班	47	Emerging	16	TypeScript
26	ukkit/memcord 🧠 Privacy-first MCP server for AI memory management. Save, search & organize...	46	Emerging	40	Python
27	MachineWisdomAI/fava-trails 🫛👣 FAVA Trails — versioned, auditable memory for AI agents via MCP. Backed...	46	Emerging	5	Python
28	hifriendbot/cogmemai-mcp Persistent cloud memory for Ai coding assistants — encrypted at rest. 28 MCP...	46	Emerging	3	TypeScript
29	alioshr/memory-bank-mcp A Model Context Protocol (MCP) server implementation for remote memory bank...	46	Emerging	877	TypeScript
30	ceorkm/kratos-mcp 🏛️ Memory System for AI Coding Tools - Never explain your codebase again....	46	Emerging	26	TypeScript
31	samvallad33/vestige Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules,...	46	Emerging	416	Rust
32	Rotoslider/long-term-memory-mcp Large language model persistent memory module that lives outside the model itself	46	Emerging	13	Python
33	iamtouchskyer/memex Zettelkasten-based persistent memory for AI coding agents. Works with Claude...	46	Emerging	49	TypeScript
34	julymetodiev/post-cortex Post-Cortex provides durable memory infrastructure with automatic knowledge...	45	Emerging	20	Rust
35	slicenferqin/universal-memory-mcp 超级个人助理 - 通用、跨项目、100%本地私有的AI记忆系统（基于MCP协议）- Super personal assistant for any...	45	Emerging	3	TypeScript
36	cedricvidal/memorious-mcp Semantic Memory for MCP. 100% Local & Private. Store, recall, and forget...	45	Emerging	8	Python
37	1ch1n/mychatarchive Local-first AI memory archive. Import ChatGPT, Claude, and Grok exports,...	44	Emerging	18	Python
38	pinkpixel-dev/mem0-mcp ✨ mem0 MCP Server: A memory system using mem0 for AI applications with model...	44	Emerging	87	JavaScript
39	Bpolat0/atlasmemory Proof-backed, drift-resistant AI memory for your codebase. 11 languages, 28...	44	Emerging	1	TypeScript
40	IgorGanapolsky/mcp-memory-gateway Local-first memory & feedback pipeline for MCP agents. Captures signals,...	44	Emerging	2	JavaScript
41	0xReLogic/Cognio Persistent semantic memory server for MCP - Give your AI long-term memory...	43	Emerging	10	Python
42	prmichaelsen/remember-mcp Store, search, and retrieve memories with semantic and keyword search....	43	Emerging	1	TypeScript
43	n24q02m/mnemo-mcp Persistent AI memory with hybrid search and embedded sync - open, free, unlimited	43	Emerging	1	Python
44	fredac100/elasticsearch-memory-mcp 🧠 Elasticsearch-powered MCP server with hierarchical memory categorization,...	43	Emerging	7	Python
45	carloluisito/mindkeg-mcp A persistent memory MCP server for AI coding agents — stores, searches, and...	42	Emerging	8	TypeScript
46	AllenMaxi/ContextGraph Shared memory bus for MCP-compatible agents with permissions, subscriptions,...	41	Emerging	9	Python
47	robotmem/robotmem Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid...	41	Emerging	18	Python
48	tostechbr/memoryClaw Universal Memory & Context Engine (MCP Server) to give Long-Term Memory to AI Agents.	40	Emerging	7	TypeScript
49	tobs-code/a-mem-mcp-server A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor,...	40	Emerging	6	Python
50	codependentai/resonant-mind Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic...	40	Emerging	7	TypeScript
51	alex-feel/mcp-context-server MCP Context Server — a FastMCP-based server providing persistent multimodal...	40	Emerging	3	Python
52	fabio-rovai/brain-in-the-fish Evaluate anything. Predict everything. Hallucinate nothing. — SNN-verified...	40	Emerging	10	Rust
53	kraklabs/mie Persistent memory graph for AI agents. Facts, decisions, entities, and...	39	Emerging	35	Go
54	Thianvelaz/Cognio 🧠 Enhance AI conversations with Cognio, a persistent memory server that...	39	Emerging	2	Python
55	akougkas/helios-mcp ☀️Helios MCP: Give your AI permanent memory & personality! Install once, AI...	39	Emerging	2	Python
56	moontmsai/work-memory-mcp Never lose context again - persistent memory management system for...	39	Emerging	14	TypeScript
57	JochenYang/Devmind-MCP DevMind MCP provides persistent memory capabilities for AI assistants...	39	Emerging	18	TypeScript
58	timothywarner-org/copilot-memory-store Local JSON memory store for context engineering with GitHub Copilot and MCP...	38	Emerging	7	TypeScript
59	codependentai/mind-cloud MCP server for persistent AI memory. 28 tools — semantic search, emotional...	38	Emerging	4	TypeScript
60	PlateerLab/synaptic-memory Brain-inspired knowledge graph: spreading activation, Hebbian learning,...	38	Emerging	25	Python
61	recallium-ai/recallium Recallium is a local, self-hosted universal AI memory system providing a...	38	Emerging	18	Batchfile
62	LeandroPG19/cuba-memorys 🧠 Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning +...	38	Emerging	6	Rust
63	dcostenco/prism-mcp 🧠 The Mind Palace for AI Agents — persistent memory, knowledge graph...	38	Emerging	6	TypeScript
64	cogniplex/codemem A standalone Rust memory engine for AI coding assistants. Single binary,...	37	Emerging	5	Rust
65	timmeck/brain-ecosystem Brain Ecosystem — Self-learning MCP servers for Claude Code (monorepo)	37	Emerging	5	TypeScript
66	ZenSystemAI/multi-agent-memory A Multi Agent Memory MCP That Connect Agents Across Systems and Machines	37	Emerging	3	JavaScript
67	baryhuang/mcp-openmemory Simple standalone MCP server giving Claude the ability to remember your...	37	Emerging	73	JavaScript
68	dazeb/cline-mcp-memory-bank A memory system for Cline that tracks progress between conversations.	37	Emerging	59	JavaScript
69	lENADRO1910/cuba-memorys 🧠 Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning +...	37	Emerging	4	Python
70	wazionapps/nexo Cognitive memory for AI agents. Atkinson-Shiffrin model, semantic RAG, trust...	37	Emerging	4	Python
71	elvismdev/mem0-mcp-selfhosted Self-hosted mem0 MCP server for Claude Code. Run a complete memory server...	37	Emerging	39	Python
72	PerkyZZ999/MemorizedMCP MemorizedMCP delivers a high‑performance, local‑first MCP Server in Rust...	37	Emerging	5	Rust
73	gong8/knownissue Shared debugging memory for AI coding agents. Search, report, patch, and...	37	Emerging	1	TypeScript
74	meetdhanani17/xgmem Global Memory MCP server, that manage all projects data.	36	Emerging	7	JavaScript
75	RickoNoNo3/ThinkMem AI Memory Management MCP System for LLMs - 让LLM善用思考，善用记忆	36	Emerging	7	TypeScript
76	agentralabs/agentic-vision Persistent visual memory for AI agents — capture screenshots, embed with...	36	Emerging	3	Rust
77	n0zer0d4y/chronos-protocol A robust MCP server that eliminates temporal blindness in AI coding agents...	36	Emerging	4	Python
78	caiowilson/MCP-memento Local-first MCP server that gives AI agents durable repo memory and fast...	36	Emerging	8	Go
79	bsmi021/mcp-memory-bank A powerful, production-ready context management system for Large Language...	36	Emerging	5	TypeScript
80	lcbcFoo/heimdall-mcp-server Your AI Coding Assistant's Long-Term Memory	36	Emerging	99	Python
81	CanopyHQ/phloem Local-first AI memory with causal graphs. MCP server for Claude Code,...	36	Emerging	4	Go
82	FlippySun/easy-memory Easy Memory MCP - Dual-engine embedding service with Qdrant vector store	36	Emerging	3	TypeScript
83	n3wth/r3 Intelligent memory MCP for AI apps	36	Emerging	2	TypeScript
84	sl4m3/ledgermind LedgerMind — an autonomous living memory for AI agents. It self-heals,...	35	Emerging	9	Python
85	TeamSafeAI/LIFE LIFE — Persistent identity architecture for AI agents. 16 MCP servers:...	35	Emerging	2	Python
86	chandantochandan/vidurai The Local-First AI Memory Layer. Bridges VS Code, Terminal, and any...	35	Emerging	2	Python
87	kael-bit/engram-rs Memory engine for AI agents — time axis (3-layer decay/promotion) + space...	35	Emerging	20	Rust
88	tm42/mnemograph graph-based persistent, yet lightweight memory MCP for CC	35	Emerging	3	Python
89	CHANGGELY/claude_codex_gemini_mem 跨窗口/跨会话 AI 记忆系统 (Claude Code / Gemini / Codex)	35	Emerging	3	TypeScript
90	nvandessel/floop Spreading activation memory for AI coding agents - corrections in,...	35	Emerging	20	Go
91	Cortivium/cortivium Create persistent AI tools through conversation. Ghost Skills turn...	35	Emerging	6	Python
92	n2ns/n2n-memory MCP Server for AI memory isolation. Project-local knowledge graph for...	34	Emerging	4	TypeScript
93	raphasouthall/neurostack Your second brain, starting today. CLI + MCP server that helps you build,...	34	Emerging	6	Python
94	mjherich/memory-visualizer Interactive visualizer for Anthropic's Memory MCP knowledge graphs....	34	Emerging	13	TypeScript
95	moonx010/hive-memory Cross-project memory for AI coding agents. MCP server that maintains...	34	Emerging	5	TypeScript
96	hpkv-io/memory-mcp-server A MCP (Model Context Protocol) server providing long-term memory for LLMs	33	Emerging	13	—
97	NiclasOlofsson/remember-mcp-vscode Remember MCP, the VS Code extension that brings real, persistent memory to...	33	Emerging	4	TypeScript
98	ravnltd/muninn Persistent memory for AI coding agents. MCP server that gives Claude,...	33	Emerging	3	TypeScript
99	rockywuest/qdrant-mcp-pi5 Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant +...	33	Emerging	8	JavaScript
100	dx111ge/engram AI Memory Engine -- knowledge graph + semantic search + reasoning + learning...	33	Emerging	11	JavaScript
101	subhashdasyam/mem0-server-mcp 🧠 Production-ready MCP server providing intelligent memory for Claude Code...	33	Emerging	5	Python
102	Ideas-Net-Studio/mcp-shared-memory Universal Shared MCP Memory Server - Multi-tool compatible memory management...	33	Emerging	4	JavaScript
103	jaswanthkumarj1234-beep/cortex-mcp Persistent AI me	33	Emerging	—	TypeScript
104	Puliczek/mcp-memory 🔥🖥️ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude,...	32	Emerging	127	HTML
105	huss-mo/GroundMemory Persistent, semantic memory for AI agents - mcp-native, local-first,...	32	Emerging	1	Python
106	cyqlelabs/smrti Memory engine that gives AI agents the ability to remember, forget, and...	32	Emerging	1	Python
107	umuterdal/blindspot-mcp The External Brain for AI Coding Agents — see what your LLM can't see	32	Emerging	1	Python
108	karrolcia/hippocampus Open-source MCP memory server. Universal AI memory across all platforms.	32	Emerging	12	TypeScript
109	hanw39/ReasoningBank-MCP Implementation based on the paper "ReasoningBank: Scaling Agent...	32	Emerging	9	Python
110	GFYURI/mcp-semantic-memory Persistent memory with semantic search for Claude and MCP-compatible clients	32	Emerging	1	JavaScript
111	aayoawoyemi/Ori-Mnemos Local-first persistent memory for AI agents. Knowledge graph + ACT-R decay +...	31	Emerging	34	TypeScript
112	dion-hagan/mcp-ai-therapy Therapy for your Claude - AI therapeutic conversations with persistent...	31	Emerging	2	Python
113	Eversmile12/sharedcontext MCP server that gives AI coding assistants persistent cross-client memory....	31	Emerging	44	TypeScript
114	byronwade/memoria Prevents your AI from breaking code by revealing hidden file dependencies...	31	Emerging	1	TypeScript
115	mikhailkogan17/cybermem Remote Self-hosted Memory MCP Server	31	Emerging	5	TypeScript
116	MemForgeAI/memforge The open-source memory layer for AI agents. MCP-native, single Postgres, #1...	31	Emerging	1	TypeScript
117	cablate/memory-lancedb-mcp MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector...	31	Emerging	—	TypeScript
118	nexlified/Recaller Recaller	31	Emerging	1	Python
119	moltizmo/smriti Local-first persistent memory for AI agents via MCP. Sanskrit for memory...	31	Emerging	1	TypeScript
120	PyneSys/project-mem-mcp An MCP server that enables AI agents to persistently store and retrieve...	31	Emerging	1	Python
121	Skye-flyhigh/mnemo-mcp A portable cognitive memory for AI agents. An MCP server with semantic...	31	Emerging	1	TypeScript
122	Tryboy869/ai-books-mcp-server 🚀 AI Books MCP Server - Extend LLM context 15-60× via gravitational memory \|...	31	Emerging	1	TypeScript
123	evepupil/CloudMind CloudMind is an open source, Cloudflare-native, serverless-first private AI...	30	Emerging	5	TypeScript
124	seanivore/the-pensieve One simply siphons the excess thoughts from one's mind, pours them into the...	30	Emerging	2	JavaScript
125	jumpino27/RLM-Memory-MCP-Server A Model Context Protocol (MCP) server that provides AI agents with...	29	Experimental	5	TypeScript
126	shackleai/memory-mcp Persistent memory for AI agents. Part of ShackleAI, the OS for AI Agents.	28	Experimental	—	TypeScript
127	tanishra/Cortex-OS Control begins here	28	Experimental	1	Python
128	elementalcollision/GraphMemory-IDE AI-assisted development MCP providing long-term, on-device "AI memory" for...	28	Experimental	14	Python
129	ardaaltinors/MemCP Portable Agent Memory. Connect your AI conversations. Remember everything....	28	Experimental	3	TypeScript
130	maplehilllabs/mcp-mem.ai Production-ready MCP server for Mem.ai — intelligent memory platform...	28	Experimental	4	Python
131	nowledge-co/nowledge-mem Memory and context manager just works.	27	Experimental	104	—
132	dirmacs/eruka-mcp MCP server for Eruka — anti-hallucination context memory for AI agents	26	Experimental	1	Rust
133	cdeust/Cortex C.O.R.T.E.X. — Cognitive profiling system for Claude Code	26	Experimental	7	Python
134	rusty428/private-mcp Give your AI tools persistent memory. A private MCP server built entirely in...	25	Experimental	1	TypeScript
135	PranavMishra17/SoulEngine Stateless NPC intelligence with layered memory cycles, personality...	25	Experimental	2	TypeScript
136	Bumblebiber/hmem Humanlike persistent memory for AI agents — MCP server with 5-level...	25	Experimental	7	TypeScript
137	i3T4AN/Archivist-MCP Archivist MCP is a local-first memory server for coding agents. It persists...	25	Experimental	4	Python
138	ttoss/soat SOAT is an open-source framework designed to provide persistent memory...	25	Experimental	2	TypeScript
139	Beledarian/mcp-local-memory A lightweight, powerful local memory server for AI agents supporting text,...	25	Experimental	5	TypeScript
140	Kartikk-26/Graphiti-MCP-Demo This repo demonstrates Graphiti MCP integration with Cursor and Neo4j,...	25	Experimental	15	Python
141	memorycrystal/memorycrystal Persistent memory for AI agents — OpenClaw plugin + MCP server	24	Experimental	2	TypeScript
142	Paola3stefania/openRundown MCP server that gives AI agents persistent memory -- briefings from GitHub,...	24	Experimental	1	TypeScript
143	sachitrafa/cognitive-ai-memory Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better...	24	Experimental	2	Python
144	tymorton/surreal-mem-mcp A standalone Edge-RAG Memory Daemon for autonomous AI agents....	24	Experimental	—	Rust
145	pouriya/MCPedia Persistent memory for AI coding agents (Cursor, Claude, Codex & others),...	24	Experimental	3	Go
146	semanticintent/semantic-wake-intelligence-mcp Wake Intelligence MCP Server - Temporal intelligence for AI agents with...	24	Experimental	3	TypeScript
147	Hexecu/mcp-neuralmemory Persistent Knowledge Graph Memory for AI Coding Agents. Adds long-term...	24	Experimental	14	Python
148	thecookiezen/archiledger Graph based implementation of the Model Context Protocol Memory Server	24	Experimental	4	Java
149	ELSAKKK/mnemos-mcp 🧠 Transform documentation chaos into a structured memory system with Mnemos,...	24	Experimental	4	Python
150	codervisor/devlog Persistent memory system for AI-assisted development	24	Experimental	4	Go
151	NeuralTrace-AI/neuraltrace Browser memory for AI agents. Save anything you browse. Every AI remembers...	24	Experimental	2	TypeScript
152	usecortex-official/usecortex-mcp UseCortex MCP Server — Give your AI coding agent a persistent memory. Read...	24	Experimental	—	JavaScript
153	fo0/clawstash AI-optimized stash storage — dynamic RAG for agents. Store, search, and...	23	Experimental	—	TypeScript
154	diaz3618/memory-bank-mcp Memory Bank MCP Server with Remote SSH support and more	23	Experimental	—	TypeScript
155	massu-ai/massu AI Engineering Governance Platform — Session memory, feature registry, code...	23	Experimental	2	TypeScript
156	Tanush1912/mnemos-mcp Self hosted MCP knowledge server. Turn docs into searchable context with...	23	Experimental	2	Python
157	varun29ankuS/mif-spec MIF — Memory Interchange Format. A vendor-neutral JSON schema for portable...	23	Experimental	2	Python
158	sattyamjjain/mnemo MCP-native embedded memory database for AI agents built in Rust....	23	Experimental	2	Rust
159	tycana/tycana-mcp AI-native productivity backend — persistent memory and computed intelligence...	23	Experimental	—	—
160	something06030/robotmem Store and recall robotic experiment data to improve task success by learning...	23	Experimental	1	Python
161	sockeye44/better-memory-mcp Enhanced MCP server for enabling memory for Claude through a knowledge graph...	23	Experimental	2	Python
162	milasd/Memo-MCP Memo MCP: intelligent journaling w/ LLMs, querying with RAG and data...	23	Experimental	2	Python
163	annibale-x/mcp-memento MCP server for intelligent memory management with confidence tracking and...	23	Experimental	1	Python
164	dannymaaz/project-memory-mcp Persistent AI project memory MCP server with Supabase for OpenCode,...	23	Experimental	1	Python
165	getobyte/NeuralVaultCore Infinite Long-Term Memory for AI Agents — MCP Server	23	Experimental	1	Python
166	memexcore/memexcore Lightweight HTTP server for serving context to AI agents with signed URLs,...	23	Experimental	1	TypeScript
167	MAY4VFX/agent-memory-mcp Persistent Telegram memory for AI agents — search, digests, decisions via...	23	Experimental	1	Python
168	coderooz/Local-MCP-Memory-Server A persistent memory system for AI agents using the Model Context Protocol...	23	Experimental	1	JavaScript
169	lofder/smart-memory-gateway Scope-aware memory architecture for multi-agent AI assistants. Powered by...	23	Experimental	1	Python
170	MohmmedAshraf/symbiote Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA.	23	Experimental	1	TypeScript
171	dannymaaz/memory-mcp Persistent AI project memory MCP server with Supabase for OpenCode,...	23	Experimental	1	Python
172	lofder/Engram Scope-aware memory architecture for multi-agent AI assistants. Powered by...	23	Experimental	1	Python
173	sherifkozman/eve-mcp Persistent memory for AI agents — works with Claude Code, Gemini CLI, Codex...	23	Experimental	1	Python
174	usecortex-official/cortex-mcp UseCortex MCP Server — Give your AI coding agent a persistent memory. Read...	23	Experimental	—	—
175	dizzydes/0pi-mcp-server Dropbox and pastebin for AI agents. Open and free. Useful for caching...	23	Experimental	—	JavaScript
176	gitmem-dev/gitmem Institutional memory for AI coding agents. Scars, wins, and patterns that...	22	Experimental	1	TypeScript
177	FASTPROD/ContextEngine MCP server — AI agents that remember across sessions. Zero API keys, 100% local.	22	Experimental	1	TypeScript
178	dklymentiev/agent-memory Persistent memory for AI coding agents. Single binary, instant full-text...	22	Experimental	—	Go
179	HippoBox/hippobox HippoBox is a unified FastAPI + FastAPIMcp for managing a personal knowledge...	22	Experimental	1	TypeScript
180	shahzebqazi/mhn-ai-agent-memory AI agent memory using Modern Hopfield Networks — no LLM calls, no database,...	22	Experimental	—	Python
181	MrBoor/memfabric Self-organizing agent memory. No embeddings, no vector DB.	22	Experimental	—	Python
182	cmeans/mcp-awareness Shared memory for every AI you use — portable knowledge store via MCP. Any...	22	Experimental	—	Python
183	zd87pl/slm-vault Privacy-first AI personal data manager. A local trusted agent that external...	22	Experimental	1	Python
184	tlemmons/mcp-shared-memory mcp-shared-memory server	22	Experimental	—	Python
185	zexio-io/zexio-zms ZMS (Zexio Secret Management System) is a high-performance, open-source...	22	Experimental	—	TypeScript
186	SynapseLayer/essencial Zero-Knowledge memory layer for AI agents. MCP-native, LangChain-compatible.	22	Experimental	—	TypeScript
187	danilop/kiro-total-recall Stop re-explaining yourself. Kiro Power and MCP server that remembers all...	22	Experimental	1	Python
188	milema-gif/cortex Local-first memory OS for AI coding agents — hybrid FTS5 + vector search,...	22	Experimental	—	TypeScript
189	rodbland2021/claw-recall Searchable conversation memory for AI agents. MCP integration, semantic...	22	Experimental	1	Python
190	infinity-ai-dev/SyncContext Shared team memory MCP server with semantic search — sync context across AI...	22	Experimental	—	Python
191	raghavvbiyani/xstitch Cross-tool memory for AI agents. Stitch context across Cursor, Claude Code,...	22	Experimental	1	Python
192	kyungw00k/mnemo MCP memory server for AI assistants written in Go	22	Experimental	—	Go
193	michielhdoteth/squish Memory for AI agents. Give your agents persistent context across...	22	Experimental	—	TypeScript
194	amanasmuei/amem The memory layer for AI coding tools. Local-first, semantic, works with...	22	Experimental	—	TypeScript
195	sfio9190/mindkeg-mcp Enable AI coding agents to retain and access persistent memory of insights,...	22	Experimental	—	TypeScript
196	huhu415/mcp-memos A memo tool based on MCP protocol that helps developers quickly save and...	22	Experimental	1	Go
197	maxkle1nz/m1nd Neuro-symbolic code graph engine. 43 MCP tools. Hebbian plasticity. Rust.	22	Experimental	1	Rust
198	Tibu142/memorix 🔗 Connect AI agents with a shared memory system to keep conversations...	22	Experimental	1	TypeScript
199	cognitivemyriad/mcp-verified-repo-memory Stale-proof repo memory for coding agents: citations + JIT verification + TTL (MCP).	22	Experimental	1	TypeScript
200	proticom/gnosys-mcp Persistent memory for AI agents	22	Experimental	1	TypeScript
201	BAS-More/Total-Recall 🧠 Portable MCP server giving AI agents persistent, verified, cross-session...	22	Experimental	—	JavaScript
202	ivkond/memoria The missing self-hosted memory backend for MCP clients.	22	Experimental	—	Python
203	zzhiyuann/cortex The missing plug-in layer for AI coding agents — memory, delegation, tool...	22	Experimental	—	Python
204	Thezenmonster/agentmem Production-ready agent memory. SQLite + FTS5. No infrastructure.	22	Experimental	—	Python
205	ToolOracle/memoryoracle MemoryOracle — Persistent Long-Term Memory MCP for AI Agents. 10 tools:...	22	Experimental	—	—
206	ShipItAndPray/mcp-memory Smart memory for AI agents. Solves the Karpathy problem: memories decay,...	22	Experimental	—	JavaScript
207	natuleadan/mcp-memory Local MCP server compatible with any stdio-based AI client. Provides...	22	Experimental	—	TypeScript
208	piwi3910/mnemo A shared brain for people and AI. Self-hosted knowledge base with built-in...	22	Experimental	—	TypeScript
209	Jensimogit/mcp-recall Self-hosted MCP memory server with semantic search, swappable embedding...	22	Experimental	—	JavaScript
210	BrainSlugs83/GithubCopilotCLI-VectorMemoryMCP Give GitHub Copilot CLI persistent long-term memory via local semantic...	22	Experimental	—	JavaScript
211	snorlak1/mem0-server-mcp 🧠 Deploy a self-hosted MCP server for AI, offering persistent memory, robust...	21	Experimental	—	Python
212	samihalawa/envmem-mcp EnvMem - Personal environment variable memory with AI-powered semantic...	21	Experimental	—	JavaScript
213	Claire-s-Monster/session-intelligence Session Intelligence MCP Server - Lean meta-tool pattern with 95% context reduction	21	Experimental	—	Python
214	Garblesnarff/pearls A remote MCP server enabling AI instance continuity - leave transmissions...	21	Experimental	—	TypeScript
215	basegridio/mcp-server MCP Server for BaseGrid — persistent memory for Claude, Cursor, and Cline	21	Experimental	—	TypeScript
216	For-Sunny/reflection-bank Cognitive Pattern Caching for LLM Systems - Created by Nova (AI...	21	Experimental	—	Python
217	naimkatiman/OpenMemory TypeScript-powered AI memory that actually works. No more split...	21	Experimental	—	TypeScript
218	mcp-tool-shop-org/context-window-manager MCP server for lossless LLM context restoration via KV cache persistence	21	Experimental	—	Python
219	bacharyehya/claude-memory-architecture Mnemonic - AI Memory MCP Server. Persistent memory management for Claude and...	21	Experimental	—	Python
220	wjohns989/Muninn Local-first memory infrastructure for coding workflows: deterministic...	21	Experimental	—	Python
221	vicquick/nobrainr Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL +...	21	Experimental	—	Python
222	Lay4U/repomemory 🧠 Repo-aware memory layer for coding agents. Capture sessions, share context...	21	Experimental	—	TypeScript
223	NvmToxic/ai-books-mcp-server 🧠 Extend LLM context windows up to 60× with perfect data integrity using...	21	Experimental	—	TypeScript
224	Mimis-Gildi/mcp-total-recall MCP server for persistent synthetic memory -- attention-weighted recall...	21	Experimental	—	Kotlin
225	EtanHey/brainlayer Persistent memory for AI agents. 14 MCP tools — search, think, recall, store...	21	Experimental	—	Python
226	heyhayes/annal Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant,...	21	Experimental	—	Python
227	ronie-aduana/mcp-ai-memory 🧠 Manage semantic memory for AI agents with this production-ready Model...	21	Experimental	—	TypeScript
228	mznluppio/Mnesis Mnesis is a local-first memory layer that gives ChatGPT, Claude, Cursor, and...	21	Experimental	—	Python
229	ermermermermidk/mcp-ai-memory 🧠 Manage AI context seamlessly with the MCP server for storing and...	21	Experimental	—	TypeScript
230	InfiniQuest-App/wisdom-store MCP server that gives AI coding assistants persistent memory, context...	21	Experimental	—	JavaScript
231	o-kasian/memory-mcp Simple MCP for logging and compacting the memory	21	Experimental	—	Python
232	symbiomind/memory-mcp-ce Persistent conversational memory for AI via MCP — built by humans and AI,...	21	Experimental	—	Python
233	sshisto/mnemo-mcp 🧠 Manage persistent AI memory with hybrid search and embedded sync for open,...	21	Experimental	—	Python
234	duke-of-beans/CONTINUITY Session state persistence for AI systems. MCP server providing crash...	21	Experimental	—	TypeScript
235	liuxiaotong/ensoul Give your AI a soul — open-source identity, memory & deliberation framework...	21	Experimental	—	Python
236	Magnus-Gille/munin-memory Persistent memory for AI assistants, self-hosted and provider-portable. MCP...	21	Experimental	—	TypeScript
237	Master0fFate/LatentContext-MCP A session-scoped memory layer for LLMs, built on the Model Context Protocol....	21	Experimental	—	TypeScript
238	gorfein/cortex Workspace-scoped knowledge management for AI-augmented teams. MCP server,...	21	Experimental	—	TypeScript
239	ihwooMil/long-term-memory Intelligent memory MCP server for AI assistants — auto-save, semantic...	21	Experimental	—	Python
240	Voork1144/Just-Memory Persistent memory MCP server with hybrid retrieval, ML enrichment, and...	21	Experimental	—	Rust
241	Pamperito74/Memex Persistent memory for AI coding assistants — 94-98% token savings. MCP...	21	Experimental	—	JavaScript
242	VelixarAi/velixar-mcp-server MCP server for persistent AI memory — give any AI assistant long-term...	21	Experimental	—	JavaScript
243	timmeck/brain Adaptive error memory & code intelligence MCP server with Hebbian synapse...	21	Experimental	—	TypeScript
244	jessekemp1/cortex Persistent intelligence layer for LLM-powered agents. Memory that compounds...	21	Experimental	—	Python
245	saurabhmain/a-mem-mcp-server 🧠 Enhance LLM agents with an agentic memory system, featuring automatic note...	21	Experimental	—	Python
246	Smallsamey/mcp-verified-repo-memory Provide reliable, repository-scoped memory for AI coding agents with code...	21	Experimental	—	TypeScript
247	JJerryChoi/apex-memory Persistent memory MCP server for AI coding agents. Ultra-lightweight (46...	21	Experimental	—	TypeScript
248	EMSERO/eidetic Self-hosted semantic memory server for AI agents. Postgres + pgvector +...	21	Experimental	—	Go
249	keggan-std/Engram Persistent Memory Cortex for AI Coding Agents	21	Experimental	—	HTML
250	Eltano1985/tradememory-protocol Provide persistent, outcome-weighted memory for AI trading agents to improve...	21	Experimental	—	Python
251	romainsantoli-web/Memory-os-ai Memory OS AI — Adaptive memory system for AI agents (forked from...	21	Experimental	—	Python
252	guinacio/better-memory-mcp Enhanced MCP memory server with advanced graph operations: observation-level...	21	Experimental	—	TypeScript
253	petal-labs/cortex Memory and knowledge service, MCP and TUI for AI agent workflows.	21	Experimental	—	Go
254	Stranmor/opencode-mem High-performance MCP memory server for AI coding agents. Rust, PostgreSQL,...	21	Experimental	—	Rust
255	kesh-007/windback Unified AI session store	21	Experimental	—	TypeScript
256	odei-ai/mcp-odei MCP server for ODEI world model — constitutional guardrails, knowledge graph...	21	Experimental	—	JavaScript
257	djinn-soul/gemini-mem Persistent memory extension for Gemini CLI with local SQLite storage,...	21	Experimental	—	TypeScript
258	charantejmandali18/copilot-mem Persistent memory for GitHub Copilot — never lose context across chat...	21	Experimental	—	TypeScript
259	charliee1w/consolidation-memory Local-first persistent memory for AI agents — store, recall, and consolidate...	21	Experimental	—	Python
260	SameThoughts/hippodid-mcp-server Persistent cloud memory for AI agents — MCP server for Claude, Cursor,...	19	Experimental	—	Java
261	novyxlabs/novyx-mcp Persistent memory for AI agents. 23 MCP tools for Claude Desktop, Cursor,...	19	Experimental	—	Python
262	IT-Square-Plus/Yggdrasil MCP memory server for Claude Code with semantic search. Chroma Cloud...	18	Experimental	1	Python
263	Sato-Isolated/memory-bank-mcp-mongo A Model Context Protocol (MCP) server implementation for remote memory bank...	18	Experimental	1	TypeScript
264	Svtter/chatdb A small mcp service to record things in sqlite. A simple GPT memory layer. ;)	18	Experimental	1	Python
265	0xSaurabhx/Memori-MCP Memori is an open-source context management MCP that provides a modern web...	18	Experimental	1	HTML
266	bivex/MCP-Shared-Memory share data in memory for mcp servers	17	Experimental	—	C#
267	evgenygurin/claude-mem0-project-memory Intelligent project memory management for Claude Code using Mem0....	17	Experimental	—	Shell
268	junknet/agent-mem High-performance, pure Go memory middleware for AI Agents (Claude/Cursor)....	16	Experimental	3	Go
269	srobinson/attention-matters Geometric memory engine on the S³ hypersphere — quaternion drift, phasor...	16	Experimental	3	Rust
270	van-reflect/Reflect-Memory Vendor-neutral memory layer for AI agents. Give ChatGPT, Claude, Cursor,...	15	Experimental	2	TypeScript
271	getobyte/NeuralVaultSkill Teaches AI agents to manage long-term NeuralVaultCore MCP memory securely...	15	Experimental	1	JavaScript
272	AiAgentKarl/agent-memory-mcp-server-js JavaScript MCP Server for persistent agent memory — store, retrieve, search knowledge	14	Experimental	—	JavaScript
273	Lausi-h2ai/codex-memory-weaver MCP server for persistent, locally hosted, project, agent, and user memory...	14	Experimental	—	Python
274	AiAgentKarl/agent-memory-mcp-server Persistent memory for AI agents — store, retrieve and search knowledge...	14	Experimental	—	Python
275	yimwoo/lore Persistent cross-project memory for Codex — rules, decisions, and context...	14	Experimental	—	TypeScript
276	Reattend/reattend-mcp Persistent memory for Claude, Cursor, and any AI assistant. MCP server that...	14	Experimental	—	JavaScript
277	Das-Chinmay/memory-mesh 🧠 Local-first MCP server giving Claude, ChatGPT and Gemini shared memory...	14	Experimental	—	Python
278	ken12ken/claw-recall Store and search AI agent conversations to recover lost context and improve...	14	Experimental	—	—
279	lexCoder2/lxDIG-MCP Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent...	14	Experimental	1	TypeScript
280	AiAgentKarl/shared-context-cache-mcp-server MCP server for shared context caching — AI agents share computed results to...	14	Experimental	—	Python
281	quangdang46/membrain Brain-inspired, local-first memory runtime for AI agents with explainable...	14	Experimental	—	Rust
282	zime78/zime-memory Qdrant + MinIO + SQLCipher 기반 Multi-Store 개인 메모리 MCP 서버	14	Experimental	—	TypeScript
283	willytop8/ShareXP A local-first resolution database that captures, verifies, and shares proven...	14	Experimental	—	TypeScript
284	nakurian/hce Middleware memory engine for LLMs — replaces linear chat history with three...	14	Experimental	1	Python
285	sblanchard/SerialMemoryServer Model Context Protocol (MCP) server with temporal knowledge graph memory...	13	Experimental	—	C#
286	xprooket/clay-CXD Contextual Memory Intelligence for AI Systems - Persistent memory, cognitive...	13	Experimental	—	Python
287	chrbailey/MyPersona Emotional memory for AI agents — dual-engine mood tracking, behavioral...	13	Experimental	—	Python
288	Ahmed21378/lxDIG-MCP Provide persistent memory and structural code graph analysis for AI coding...	13	Experimental	—	TypeScript
289	timmeck/trading-brain Adaptive trading intelligence MCP server with Hebbian synapses, Wilson Score...	13	Experimental	—	TypeScript
290	mstuart/code-memory Persistent memory for AI coding - semantic search, git history, and...	13	Experimental	—	Rust
291	jerrysrodz/goldhold-mcp-server GoldHold MCP server -- persistent memory for AI agents. https://goldhold.ai	13	Experimental	—	JavaScript
292	edward0399/0gmem Provide LLMs with structured, long-term conversational memory that captures...	13	Experimental	—	—
293	DayDreamerAI/daydreamer The Future Remembers	13	Experimental	—	Shell
294	Forkscout/forkscout-memory-mcp Standalone MCP server for persistent AI agent memory — knowledge graph,...	13	Experimental	—	TypeScript
295	Reneeviolent774/nowledge-mem 🗂️ Manage your knowledge seamlessly with Nowledge Mem, a local-first,...	13	Experimental	—	—
296	tt-a1i/evermemos-mcp Universal long-term memory layer for AI coding assistants, powered by EverMemOS.	13	Experimental	—	Python
297	TomNgata/gravityclaw A resilient, multi-model autonomous AI swarm with semantic long-term memory...	13	Experimental	—	TypeScript
298	Forkscout/forkscout Autonomous AI agent with persistent cognitive memory, multi-model routing,...	13	Experimental	—	TypeScript
299	n24q02m/better-mem0-mcp Self-hosted MCP Server for AI memory with PostgreSQL (pgvector).	12	Experimental	1	Python
300	n24q02m/mnemo-plugin Universal memory plugin for OpenCode and Claude Code - bridges to mnemo-mcp...	12	Experimental	1	TypeScript
301	swiftj/cortex A local-first MCP memory server for Claude Code with hybrid vector + lexical search	12	Experimental	1	Go
302	jaffarkeikei/Mynd Mynd is a universal memory layer for AI that automatically captures your...	11	Experimental	2	Python
303	BeckettFrey/mcp-cabinets Modular knowledge bank for storing, organizing, and retrieving context-rich...	11	Experimental	—	Python
304	danwt/coil Structured memory for AI coding agents. Typed schemas, structured queries,...	11	Experimental	—	TypeScript
305	timmeck/brain-core Shared infrastructure for the Brain ecosystem — IPC, MCP, REST API, CLI,...	11	Experimental	—	TypeScript
306	Raulvalverdeleal/brain A registry of reusable skills for AI coding agents — Claude, Gemini, Cursor,...	11	Experimental	—	Python

Comparisons in this category

mcp-memory-service and nocturne_memory (70 vs 64) mcp-memory-service and memento-mcp (70 vs 61) mcp-memory-service and memora (70 vs 54) mcp-memory-service and MARM-Systems (70 vs 54) mcp-memory-service and memorix (70 vs 53) mcp-memory-service and mcp-memory-keeper (70 vs 61) mcp-memory-service and mcp-memory-libsql (70 vs 63) mcp-memory-service and tradememory-protocol (70 vs 58) mcp-memory-service and MegaMemory (70 vs 50) mcp-memory-service and enhanced-mcp-memory (70 vs 50)