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 342 agent memory systems servers tracked. 1 score above 70 (verified tier). The highest-rated is doobidoo/mcp-memory-service at 73/100 with 1,504 stars. 2 of the top 10 are actively maintained.

Get all 342 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,...	73	Verified	1,504	Python
2	Dataojitori/nocturne_memory A lightweight, rollbackable, and visual Long-Term Memory Server for MCP...	67	Established	615	Python
3	mnemox-ai/tradememory-protocol MCP server for AI trading memory — outcome-weighted cognitive memory with 10...	67	Established	81	Python
4	spences10/mcp-memory-libsql 🧠 High-performance persistent memory system for Model Context Protocol (MCP)...	66	Established	81	TypeScript
5	gannonh/memento-mcp Memento MCP: A Knowledge Graph Memory System for LLMs	65	Established	408	TypeScript
6	mordechaipotash/brain-mcp Your AI has amnesia. Persistent memory and cognitive context for AI. 25 MCP...	61	Established	25	Python
7	mkreyman/mcp-memory-keeper MCP server for persistent context management in AI coding assistants	61	Established	102	TypeScript
8	nonatofabio/local_faiss_mcp Local FAISS vector store as an MCP server – Agent Memory, drop-in local...	60	Established	23	Python
9	AVIDS2/memorix Cross-Agent Memory Bridge Persistent memory for AI coding agents across 10...	56	Established	208	TypeScript
10	cbunting99/enhanced-mcp-memory An enhanced MCP (Model Context Protocol) server for intelligent memory and...	55	Established	30	Python
11	agentic-box/memora Give your AI agents persistent memory — MCP server for semantic storage,...	54	Established	322	Python
12	Lyellr88/MARM-Systems Turn AI into a persistent, memory-powered collaborator. Universal MCP Server...	54	Established	251	Python
13	star-ga/mind-mem Persistent, auditable, contradiction-safe memory for coding agents. Hybrid...	54	Established	5	Python
14	purmemo-ai/purmemo-mcp MCP server for pūrmemo — AI conversation memory that works everywhere. Save...	53	Established	2	JavaScript
15	MachineWisdomAI/fava-trails 🫛👣 FAVA Trails — versioned, auditable memory for AI agents via MCP. Backed...	53	Established	5	Python
16	Yuchen20/Memory-Plus 🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents....	52	Established	52	Python
17	n24q02m/mnemo-mcp Persistent AI memory with hybrid search and embedded sync - open, free, unlimited	52	Established	1	Python
18	Bpolat0/atlasmemory Proof-backed, drift-resistant AI memory for your codebase. 11 languages, 28...	51	Established	1	TypeScript
19	0xK3vin/MegaMemory Persistent project knowledge graph for coding agents. MCP server with...	50	Established	59	TypeScript
20	yoloshii/ClawMem On-device context engine and memory for AI agents. Claude Code and OpenClaw....	50	Established	14	TypeScript
21	neverinfamous/memory-journal-mcp MCP Server for AI Context + Project Intelligence. Overcome Disconnected AI...	50	Established	11	TypeScript
22	ukkit/memcord 🧠 Privacy-first MCP server for AI memory management. Save, search & organize...	49	Emerging	40	Python
23	robotmem/robotmem Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid...	48	Emerging	18	Python
24	hifriendbot/cogmemai-mcp Persistent cloud memory for Ai coding assistants — encrypted at rest. 28 MCP...	47	Emerging	3	TypeScript
25	samvallad33/vestige Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules,...	46	Emerging	416	Rust
26	alioshr/memory-bank-mcp A Model Context Protocol (MCP) server implementation for remote memory bank...	46	Emerging	877	TypeScript
27	sqlew-io/sqlew Extended Memory Layer of Coding AI	46	Emerging	3	TypeScript
28	iamtouchskyer/memex Zettelkasten-based persistent memory for AI coding agents. Works with Claude...	46	Emerging	49	TypeScript
29	JamesANZ/memory-mcp A simple MCP server that stores and retrieves memories from multiple LLMs.	46	Emerging	14	TypeScript
30	ogham-mcp/ogham-mcp Shared memory MCP server — persistent, searchable, cross-client	45	Emerging	82	Python
31	cafe3310/mcp-server-memories-off 把这些记住，帮我早点下班	45	Emerging	16	TypeScript
32	IgorGanapolsky/mcp-memory-gateway Local-first memory & feedback pipeline for MCP agents. Captures signals,...	45	Emerging	2	JavaScript
33	PlateerLab/synaptic-memory Brain-inspired knowledge graph: spreading activation, Hebbian learning,...	44	Emerging	25	Python
34	pinkpixel-dev/mem0-mcp ✨ mem0 MCP Server: A memory system using mem0 for AI applications with model...	44	Emerging	87	JavaScript
35	timothywarner-org/context-engineering 🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with...	44	Emerging	17	Python
36	julymetodiev/post-cortex Post-Cortex provides durable memory infrastructure with automatic knowledge...	44	Emerging	20	Rust
37	ceorkm/kratos-mcp 🏛️ Memory System for AI Coding Tools - Never explain your codebase again....	44	Emerging	26	TypeScript
38	ToruAI/megg Git-native, contextual memory infrastructure that lives directly in your...	44	Emerging	5	TypeScript
39	sl4m3/ledgermind LedgerMind — an autonomous living memory for AI agents. It self-heals,...	43	Emerging	9	Python
40	carloluisito/mindkeg-mcp A persistent memory MCP server for AI coding agents — stores, searches, and...	43	Emerging	8	TypeScript
41	cedricvidal/memorious-mcp Semantic Memory for MCP. 100% Local & Private. Store, recall, and forget...	43	Emerging	8	Python
42	1ch1n/mychatarchive Local-first AI memory archive. Import ChatGPT, Claude, and Grok exports,...	43	Emerging	18	Python
43	raphasouthall/neurostack Your second brain, starting today. CLI + MCP server that helps you build,...	43	Emerging	6	Python
44	grc-iit/ChronoLog A High-Performance Storage Infrastructure for Activity and Log Workloads	42	Emerging	8	C++
45	chrisribe/simple-memory-mcp 🧠 Blazingly fast persistent memory for AI assistants. Sub-millisecond SQLite...	42	Emerging	6	TypeScript
46	AllenMaxi/ContextGraph Shared memory bus for MCP-compatible agents with permissions, subscriptions,...	41	Emerging	9	Python
47	tostechbr/memoryClaw Universal Memory & Context Engine (MCP Server) to give Long-Term Memory to AI Agents.	41	Emerging	7	TypeScript
48	manujbawa/minime-mcp Universal infinite memory layer for Developer AI assistants. One shared...	41	Emerging	21	JavaScript
49	cyqlelabs/smrti Memory engine that gives AI agents the ability to remember, forget, and...	40	Emerging	1	Python
50	Rotoslider/long-term-memory-mcp Large language model persistent memory module that lives outside the model itself	40	Emerging	13	Python
51	keshrath/agent-knowledge Cross-session memory and recall for AI agents — git-synced knowledge base,...	40	Emerging	1	TypeScript
52	tjamescouch/gro LLM agent runtime with paged virtual memory and spatial context awareness	40	Emerging	2	TypeScript
53	fabio-rovai/brain-in-the-fish Evaluate anything. Predict everything. Hallucinate nothing. — SNN-verified...	40	Emerging	10	Rust
54	codependentai/resonant-mind Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic...	40	Emerging	7	TypeScript
55	LeandroPG19/cuba-memorys 🧠 Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning +...	39	Emerging	6	Rust
56	huss-mo/GroundMemory Persistent, semantic memory for AI agents - mcp-native, local-first,...	39	Emerging	1	Python
57	Skye-flyhigh/mnemo-mcp A portable cognitive memory for AI agents. An MCP server with semantic...	39	Emerging	1	TypeScript
58	kraklabs/mie Persistent memory graph for AI agents. Facts, decisions, entities, and...	39	Emerging	35	Go
59	umuterdal/blindspot-mcp The External Brain for AI Coding Agents — see what your LLM can't see	38	Emerging	1	Python
60	timmeck/brain-ecosystem Brain Ecosystem — Self-learning MCP servers for Claude Code (monorepo)	38	Emerging	5	TypeScript
61	bhf/aeron-cache A KV store built with Aeron, SBE and Agrona. RAFT clustered and fast by...	38	Emerging	4	Java
62	codependentai/mind-cloud MCP server for persistent AI memory. 28 tools — semantic search, emotional...	38	Emerging	4	TypeScript
63	lENADRO1910/cuba-memorys 🧠 Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning +...	38	Emerging	4	Python
64	cogniplex/codemem A standalone Rust memory engine for AI coding assistants. Single binary,...	38	Emerging	5	Rust
65	ZenSystemAI/multi-agent-memory A Multi Agent Memory MCP That Connect Agents Across Systems and Machines	37	Emerging	3	JavaScript
66	alex-feel/mcp-context-server MCP Context Server — a FastMCP-based server providing persistent multimodal...	37	Emerging	3	Python
67	wazionapps/nexo Cognitive memory for AI agents. Atkinson-Shiffrin model, semantic RAG, trust...	37	Emerging	4	Python
68	tm42/mnemograph graph-based persistent, yet lightweight memory MCP for CC	37	Emerging	3	Python
69	agentralabs/agentic-vision Persistent visual memory for AI agents — capture screenshots, embed with...	37	Emerging	3	Rust
70	0xReLogic/Cognio Persistent semantic memory server for MCP - Give your AI long-term memory...	37	Emerging	10	Python
71	recallium-ai/recallium Recallium is a local, self-hosted universal AI memory system providing a...	37	Emerging	18	Batchfile
72	fredac100/elasticsearch-memory-mcp 🧠 Elasticsearch-powered MCP server with hierarchical memory categorization,...	37	Emerging	7	Python
73	CanopyHQ/phloem Local-first AI memory with causal graphs. MCP server for Claude Code,...	37	Emerging	4	Go
74	moltizmo/smriti Local-first persistent memory for AI agents via MCP. Sanskrit for memory...	37	Emerging	1	TypeScript
75	baryhuang/mcp-openmemory Simple standalone MCP server giving Claude the ability to remember your...	37	Emerging	73	JavaScript
76	elvismdev/mem0-mcp-selfhosted Self-hosted mem0 MCP server for Claude Code. Run a complete memory server...	37	Emerging	39	Python
77	dazeb/cline-mcp-memory-bank A memory system for Cline that tracks progress between conversations.	37	Emerging	59	JavaScript
78	tobs-code/a-mem-mcp-server A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor,...	36	Emerging	6	Python
79	lcbcFoo/heimdall-mcp-server Your AI Coding Assistant's Long-Term Memory	36	Emerging	99	Python
80	dcostenco/prism-mcp 🧠 The Mind Palace for AI Agents — persistent memory, knowledge graph...	36	Emerging	6	TypeScript
81	Thianvelaz/Cognio 🧠 Enhance AI conversations with Cognio, a persistent memory server that...	36	Emerging	2	Python
82	nvandessel/floop Spreading activation memory for AI coding agents - corrections in,...	36	Emerging	20	Go
83	akougkas/helios-mcp ☀️Helios MCP: Give your AI permanent memory & personality! Install once, AI...	36	Emerging	2	Python
84	chandantochandan/vidurai The Local-First AI Memory Layer. Bridges VS Code, Terminal, and any...	36	Emerging	2	Python
85	tobs-code/cozo-memory Persistent, local-first memory for AI agents. No cloud, no Docker, no...	35	Emerging	1	TypeScript
86	takzen/aether-agent A autonomous, local-first personal intelligence layer. Features an Active...	35	Emerging	5	TypeScript
87	shawnhack/exocortex Personal unified memory system for AI agents. SQLite-backed, local-first,...	35	Emerging	1	TypeScript
88	gong8/knownissue Shared debugging memory for AI coding agents. Search, report, patch, and...	35	Emerging	1	TypeScript
89	robotmem/index1 AI memory system for coding agents — code index + cognitive facts,...	35	Emerging	5	Python
90	TyKolt/kremis A minimal graph engine for grounded AI — records, associates, and retrieves,...	34	Emerging	8	Rust
91	Auriti-Labs/kiro-memory Persistent cross-session memory for Kiro CLI	34	Emerging	4	TypeScript
92	FlippySun/easy-memory Easy Memory MCP - Dual-engine embedding service with Qdrant vector store	34	Emerging	3	TypeScript
93	agentralabs/agentic-memory Persistent cognitive graph memory for AI agents — facts, decisions,...	34	Emerging	8	Rust
94	MemForgeAI/memforge The open-source memory layer for AI agents. MCP-native, single Postgres, #1...	34	Emerging	1	TypeScript
95	n2ns/n2n-memory MCP Server for AI memory isolation. Project-local knowledge graph for...	34	Emerging	4	TypeScript
96	dx111ge/engram AI Memory Engine -- knowledge graph + semantic search + reasoning + learning...	34	Emerging	11	JavaScript
97	Tryboy869/ai-books-mcp-server 🚀 AI Books MCP Server - Extend LLM context 15-60× via gravitational memory \|...	34	Emerging	1	TypeScript
98	HBarefoot/engram 🧠 Persistent memory for AI agents. SQLite for agent state. Zero cloud...	34	Emerging	2	JavaScript
99	aayoawoyemi/Ori-Mnemos Local-first persistent memory for AI agents. Knowledge graph + ACT-R decay +...	34	Emerging	34	TypeScript
100	caiowilson/MCP-memento Local-first MCP server that gives AI agents durable repo memory and fast...	34	Emerging	8	Go
101	timothywarner-org/copilot-memory-store Local JSON memory store for context engineering with GitHub Copilot and MCP...	34	Emerging	7	TypeScript
102	jaswanthkumarj1234-beep/cortex-mcp Persistent AI me	33	Emerging	—	TypeScript
103	kael-bit/engram-rs Memory engine for AI agents — time axis (3-layer decay/promotion) + space...	33	Emerging	20	Rust
104	karrolcia/hippocampus Open-source MCP memory server. Universal AI memory across all platforms.	33	Emerging	12	TypeScript
105	loganionian/0gmem Long-term conversational memory system for AI agents — cell-based...	33	Emerging	2	Python
106	fitz2882/vesper-memory Intelligent memory system for AI agents with semantic search, knowledge...	33	Emerging	1	TypeScript
107	moontmsai/work-memory-mcp Never lose context again - persistent memory management system for...	33	Emerging	14	TypeScript
108	Cortivium/cortivium Create persistent AI tools through conversation. Ghost Skills turn...	33	Emerging	6	Python
109	TeamSafeAI/LIFE LIFE — Persistent identity architecture for AI agents. 16 MCP servers:...	33	Emerging	2	Python
110	JochenYang/Devmind-MCP DevMind MCP provides persistent memory capabilities for AI assistants...	33	Emerging	18	TypeScript
111	moonx010/hive-memory Cross-project memory for AI coding agents. MCP server that maintains...	32	Emerging	5	TypeScript
112	RickoNoNo3/ThinkMem AI Memory Management MCP System for LLMs - 让LLM善用思考，善用记忆	32	Emerging	7	TypeScript
113	Puliczek/mcp-memory 🔥🖥️ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude,...	32	Emerging	127	HTML
114	ravnltd/muninn Persistent memory for AI coding agents. MCP server that gives Claude,...	31	Emerging	3	TypeScript
115	PerkyZZ999/MemorizedMCP MemorizedMCP delivers a high‑performance, local‑first MCP Server in Rust...	31	Emerging	5	Rust
116	CHANGGELY/claude_codex_gemini_mem 跨窗口/跨会话 AI 记忆系统 (Claude Code / Gemini / Codex)	31	Emerging	3	TypeScript
117	rockywuest/qdrant-mcp-pi5 Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant +...	31	Emerging	8	JavaScript
118	vcanchik/robotmem Robot memory	31	Emerging	—	Python
119	Eversmile12/sharedcontext MCP server that gives AI coding assistants persistent cross-client memory....	31	Emerging	44	TypeScript
120	cablate/memory-lancedb-mcp MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector...	31	Emerging	—	TypeScript
121	shackleai/memory-mcp Persistent memory for AI agents. Part of ShackleAI, the OS for AI Agents.	31	Emerging	—	TypeScript
122	subhashdasyam/mem0-server-mcp 🧠 Production-ready MCP server providing intelligent memory for Claude Code...	31	Emerging	5	Python
123	meetdhanani17/xgmem Global Memory MCP server, that manage all projects data.	30	Emerging	7	JavaScript
124	angrysky56/reflective-agent-architecture Metacognitive AI architecture combining Modern Hopfield Networks with...	30	Emerging	3	Python
125	n0zer0d4y/chronos-protocol A robust MCP server that eliminates temporal blindness in AI coding agents...	30	Emerging	4	Python
126	n3wth/r3 Intelligent memory MCP for AI apps	30	Emerging	2	TypeScript
127	evepupil/CloudMind CloudMind is an open source, Cloudflare-native, serverless-first private AI...	30	Emerging	5	TypeScript
128	bsmi021/mcp-memory-bank A powerful, production-ready context management system for Large Language...	29	Experimental	5	TypeScript
129	hanw39/ReasoningBank-MCP Implementation based on the paper "ReasoningBank: Scaling Agent...	28	Experimental	9	Python
130	NiclasOlofsson/remember-mcp-vscode Remember MCP, the VS Code extension that brings real, persistent memory to...	27	Experimental	4	TypeScript
131	mikhailkogan17/cybermem Remote Self-hosted Memory MCP Server	27	Experimental	5	TypeScript
132	jumpino27/RLM-Memory-MCP-Server A Model Context Protocol (MCP) server that provides AI agents with...	27	Experimental	5	TypeScript
133	prmichaelsen/remember-mcp Store, search, and retrieve memories with semantic and keyword search....	27	Experimental	1	TypeScript
134	hpkv-io/memory-mcp-server A MCP (Model Context Protocol) server providing long-term memory for LLMs	27	Experimental	13	—
135	nowledge-co/nowledge-mem Memory and context manager just works.	27	Experimental	104	—
136	Ideas-Net-Studio/mcp-shared-memory Universal Shared MCP Memory Server - Multi-tool compatible memory management...	27	Experimental	4	JavaScript
137	mjherich/memory-visualizer Interactive visualizer for Anthropic's Memory MCP knowledge graphs....	27	Experimental	13	TypeScript
138	cdeust/Cortex C.O.R.T.E.X. — Cognitive profiling system for Claude Code	26	Experimental	7	Python
139	dirmacs/eruka-mcp MCP server for Eruka — anti-hallucination context memory for AI agents	26	Experimental	1	Rust
140	ELSAKKK/mnemos-mcp 🧠 Transform documentation chaos into a structured memory system with Mnemos,...	25	Experimental	4	Python
141	PyneSys/project-mem-mcp An MCP server that enables AI agents to persistently store and retrieve...	25	Experimental	1	Python
142	i3T4AN/Archivist-MCP Archivist MCP is a local-first memory server for coding agents. It persists...	25	Experimental	4	Python
143	thecookiezen/archiledger Graph based implementation of the Model Context Protocol Memory Server	25	Experimental	4	Java
144	AetherLogosPrime-Architect/Divine-OS Persistent identity, continuity, learning, and governance for AI — 7-stage...	24	Experimental	2	Python
145	NeuralTrace-AI/neuraltrace Browser memory for AI agents. Save anything you browse. Every AI remembers...	24	Experimental	2	TypeScript
146	sachitrafa/cognitive-ai-memory Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better...	24	Experimental	2	Python
147	tymorton/surreal-mem-mcp A standalone Edge-RAG Memory Daemon for autonomous AI agents....	24	Experimental	—	Rust
148	tycana/tycana-mcp AI-native productivity backend — persistent memory and computed intelligence...	24	Experimental	—	—
149	sattyamjjain/mnemo MCP-native embedded memory database for AI agents built in Rust....	24	Experimental	2	Rust
150	usecortex-official/usecortex-mcp UseCortex MCP Server — Give your AI coding agent a persistent memory. Read...	24	Experimental	—	JavaScript
151	tanishra/Cortex-OS Control begins here	24	Experimental	1	Python
152	nexlified/Recaller Recaller	24	Experimental	1	Python
153	PranavMishra17/SoulEngine Stateless NPC intelligence with layered memory cycles, personality...	24	Experimental	2	TypeScript
154	diaz3618/memory-bank-mcp Memory Bank MCP Server with Remote SSH support and more	24	Experimental	—	TypeScript
155	usecortex-official/cortex-mcp UseCortex MCP Server — Give your AI coding agent a persistent memory. Read...	24	Experimental	—	—
156	fo0/clawstash AI-optimized stash storage — dynamic RAG for agents. Store, search, and...	24	Experimental	—	TypeScript
157	memorycrystal/memorycrystal Persistent memory for AI agents — OpenClaw plugin + MCP server	24	Experimental	2	TypeScript
158	archetypal-ai/archetypal-ai No agent should have to forget. Persistent memory for AI agents — recall,...	24	Experimental	2	Shell
159	maxkle1nz/m1nd Neuro-symbolic code graph engine. 43 MCP tools. Hebbian plasticity. Rust.	23	Experimental	1	Rust
160	rodbland2021/claw-recall Searchable conversation memory for AI agents. MCP integration, semantic...	23	Experimental	1	Python
161	memexcore/memexcore Lightweight HTTP server for serving context to AI agents with signed URLs,...	23	Experimental	1	TypeScript
162	oSEAItic/harbor Open-source agent middleware — shared memory, credential isolation, and...	23	Experimental	1	Go
163	edwin-hao-ai/Awareness-SDK Official SDKs & plugins for Awareness Memory Cloud — persistent,...	23	Experimental	1	Python
164	Tibu142/memorix 🔗 Connect AI agents with a shared memory system to keep conversations...	23	Experimental	1	TypeScript
165	ourmem/omem Shared Memory That Never Forgets — persistent memory for AI agents with...	23	Experimental	1	TypeScript
166	Evilander/Audrey Biological memory architecture for AI agents. Cognitive memory that decays,...	23	Experimental	1	JavaScript
167	getobyte/NeuralVaultCore Infinite Long-Term Memory for AI Agents — MCP Server	23	Experimental	1	Python
168	dannymaaz/project-memory-mcp Persistent AI project memory MCP server with Supabase for OpenCode,...	23	Experimental	1	Python
169	annibale-x/mcp-memento MCP server for intelligent memory management with confidence tracking and...	23	Experimental	1	Python
170	coderooz/Local-MCP-Memory-Server A persistent memory system for AI agents using the Model Context Protocol...	23	Experimental	1	JavaScript
171	FASTPROD/ContextEngine MCP server — AI agents that remember across sessions. Zero API keys, 100% local.	23	Experimental	1	TypeScript
172	proticom/gnosys Persistent memory for AI agents	23	Experimental	1	TypeScript
173	lofder/Engram Scope-aware memory architecture for multi-agent AI assistants. Powered by...	23	Experimental	1	Python
174	kurcontko/mnemotree Memory module for LLMs and Agents with MCP	23	Experimental	5	Python
175	raghavvbiyani/xstitch Cross-tool memory for AI agents. Stitch context across Cursor, Claude Code,...	23	Experimental	1	Python
176	Beledarian/mcp-local-memory A lightweight, powerful local memory server for AI agents supporting text,...	23	Experimental	5	TypeScript
177	Paola3stefania/openRundown MCP server that gives AI agents persistent memory -- briefings from GitHub,...	23	Experimental	1	TypeScript
178	sherifkozman/eve-mcp Persistent memory for AI agents — works with Claude Code, Gemini CLI, Codex...	23	Experimental	1	Python
179	Bumblebiber/hmem Humanlike persistent memory for AI agents — MCP server with 5-level...	23	Experimental	7	TypeScript
180	MohmmedAshraf/symbiote Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA.	23	Experimental	1	TypeScript
181	seanivore/the-pensieve One simply siphons the excess thoughts from one's mind, pours them into the...	23	Experimental	2	JavaScript
182	dannymaaz/memory-mcp Persistent AI project memory MCP server with Supabase for OpenCode,...	23	Experimental	1	Python
183	something06030/robotmem Store and recall robotic experiment data to improve task success by learning...	23	Experimental	1	Python
184	proticom/gnosys-mcp Persistent memory for AI agents	23	Experimental	1	TypeScript
185	lofder/smart-memory-gateway Scope-aware memory architecture for multi-agent AI assistants. Powered by...	23	Experimental	1	Python
186	rerecoy123/statelessagent 🧠 Provide local-first persistent memory for AI coding workflows, indexing...	22	Experimental	—	Go
187	Voork1144/Just-Memory Persistent memory MCP server with hybrid retrieval, ML enrichment, and...	22	Experimental	—	Rust
188	VelixarAi/velixar-mcp-server MCP server for persistent AI memory — give any AI assistant long-term...	22	Experimental	—	JavaScript
189	Hexecu/mcp-neuralmemory Persistent Knowledge Graph Memory for AI Coding Agents. Adds long-term...	22	Experimental	14	Python
190	elementalcollision/GraphMemory-IDE AI-assisted development MCP providing long-term, on-device "AI memory" for...	22	Experimental	14	Python
191	pouriya/MCPedia Persistent memory for AI coding agents (Cursor, Claude, Codex & others),...	22	Experimental	3	Go
192	vicquick/nobrainr Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL +...	22	Experimental	—	Python
193	jessekemp1/cortex Persistent intelligence layer for LLM-powered agents. Memory that compounds...	22	Experimental	—	Python
194	saurabhmain/a-mem-mcp-server 🧠 Enhance LLM agents with an agentic memory system, featuring automatic note...	22	Experimental	—	Python
195	hiatamaworkshop/engram Cross-session memory for AI coding agents. Knowledge that is used survives....	22	Experimental	—	TypeScript
196	kyungw00k/mnemo MCP memory server for AI assistants written in Go	22	Experimental	—	Go
197	docaohieu2808/Engram-Mem Persistent memory for AI agents. Dual-memory system (episodic vector +...	22	Experimental	—	Python
198	amanasmuei/amem The memory layer for AI coding tools. Local-first, semantic, works with...	22	Experimental	—	TypeScript
199	sfio9190/mindkeg-mcp Enable AI coding agents to retain and access persistent memory of insights,...	22	Experimental	—	TypeScript
200	gbh3247872997-del/cuba-memorys Provide AI agents with long-term memory using a neuroscience-based knowledge...	22	Experimental	—	Rust
201	dklymentiev/agent-memory Persistent memory for AI coding agents. Single binary, instant full-text...	22	Experimental	—	Go
202	piwi3910/mnemo A shared brain for people and AI. Self-hosted knowledge base with built-in...	22	Experimental	—	TypeScript
203	natuleadan/mcp-memory Local MCP server compatible with any stdio-based AI client. Provides...	22	Experimental	—	TypeScript
204	ShipItAndPray/mcp-memory Smart memory for AI agents. Solves the Karpathy problem: memories decay,...	22	Experimental	—	JavaScript
205	ToolOracle/memoryoracle MemoryOracle — Persistent Long-Term Memory MCP for AI Agents. 10 tools:...	22	Experimental	—	—
206	Thezenmonster/agentmem Production-ready agent memory. SQLite + FTS5. No infrastructure.	22	Experimental	—	Python
207	zzhiyuann/cortex The missing plug-in layer for AI coding agents — memory, delegation, tool...	22	Experimental	—	Python
208	ivkond/memoria The missing self-hosted memory backend for MCP clients.	22	Experimental	—	Python
209	BAS-More/Total-Recall 🧠 Portable MCP server giving AI agents persistent, verified, cross-session...	22	Experimental	—	JavaScript
210	Thezenmonster/agent-recall Your AI coding assistant forgets everything between sessions. Fix it in one command.	22	Experimental	—	TypeScript
211	HiddenDeveloper/cognabot AI-native cognitive companion harness — persistent & episodic memory,...	22	Experimental	—	TypeScript
212	milema-gif/cortex Local-first memory OS for AI coding agents — hybrid FTS5 + vector search,...	22	Experimental	—	TypeScript
213	Mimis-Gildi/mcp-total-recall MCP server for persistent synthetic memory -- attention-weighted recall...	22	Experimental	—	Kotlin
214	charliee1w/consolidation-memory Local-first persistent memory for AI agents — store, recall, and consolidate...	22	Experimental	—	Python
215	Oculusnoob/vesper-memory 🧠 Build a simple, local memory system that learns and adapts without...	22	Experimental	—	TypeScript
216	InfiniQuest-App/wisdom-store MCP server that gives AI coding assistants persistent memory, context...	22	Experimental	—	JavaScript
217	sshisto/mnemo-mcp 🧠 Manage persistent AI memory with hybrid search and embedded sync for open,...	22	Experimental	—	Python
218	liuxiaotong/ensoul Give your AI a soul — open-source identity, memory & deliberation framework...	22	Experimental	—	Python
219	snorlak1/mem0-server-mcp 🧠 Deploy a self-hosted MCP server for AI, offering persistent memory, robust...	22	Experimental	—	Python
220	maplehilllabs/mcp-mem.ai Production-ready MCP server for Mem.ai — intelligent memory platform...	22	Experimental	4	Python
221	ardaaltinors/MemCP Portable Agent Memory. Connect your AI conversations. Remember everything....	22	Experimental	3	TypeScript
222	Smallsamey/mcp-verified-repo-memory Provide reliable, repository-scoped memory for AI coding agents with code...	22	Experimental	—	TypeScript
223	nakishiyaman/tessera Local-first note-taking app built with Tauri 2.x (Rust + React). Treats AI...	22	Experimental	—	TypeScript
224	JJerryChoi/apex-memory Persistent memory MCP server for AI coding agents. Ultra-lightweight (46...	22	Experimental	—	TypeScript
225	EMSERO/eidetic Self-hosted semantic memory server for AI agents. Postgres + pgvector +...	22	Experimental	—	Go
226	Eltano1985/tradememory-protocol Provide persistent, outcome-weighted memory for AI trading agents to improve...	22	Experimental	—	Python
227	NvmToxic/ai-books-mcp-server 🧠 Extend LLM context windows up to 60× with perfect data integrity using...	22	Experimental	—	TypeScript
228	petal-labs/cortex Memory and knowledge service, MCP and TUI for AI agent workflows.	22	Experimental	—	Go
229	Stranmor/opencode-mem High-performance MCP memory server for AI coding agents. Rust, PostgreSQL,...	22	Experimental	—	Rust
230	SameThoughts/hippodid-mcp-server Persistent cloud memory for AI agents — MCP server for Claude, Cursor,...	22	Experimental	—	Java
231	novyxlabs/novyx-mcp Persistent memory for AI agents. 23 MCP tools for Claude Desktop, Cursor,...	22	Experimental	—	Python
232	Jensimogit/mcp-recall Self-hosted MCP memory server with semantic search, swappable embedding...	22	Experimental	—	JavaScript
233	shahzebqazi/mhn-ai-agent-memory AI agent memory using Modern Hopfield Networks — no LLM calls, no database,...	22	Experimental	—	Python
234	MrBoor/memfabric Self-organizing agent memory. No embeddings, no vector DB.	22	Experimental	—	Python
235	Abhinav1234abhinav/neurostack Index and search Markdown vaults as knowledge graphs to provide AI agents...	22	Experimental	—	Python
236	khaled1174/agent-memory Persistent memory system for AI agents — SQLite + FTS5, MCP server, agent...	22	Experimental	—	Python
237	cmeans/mcp-awareness Shared memory for every AI you use — portable knowledge store via MCP. Any...	22	Experimental	—	Python
238	tlemmons/mcp-shared-memory mcp-shared-memory server	22	Experimental	—	Python
239	zexio-io/zexio-zms ZMS (Zexio Secret Management System) is a high-performance, open-source...	22	Experimental	—	TypeScript
240	SynapseLayer/essencial Zero-Knowledge memory layer for AI agents. MCP-native, LangChain-compatible.	22	Experimental	—	TypeScript
241	BrainSlugs83/GithubCopilotCLI-VectorMemoryMCP Give GitHub Copilot CLI persistent long-term memory via local semantic...	22	Experimental	—	JavaScript
242	odei-ai/mcp-odei MCP server for ODEI world model — constitutional guardrails, knowledge graph...	22	Experimental	—	JavaScript
243	charantejmandali18/copilot-mem Persistent memory for GitHub Copilot — never lose context across chat...	22	Experimental	—	TypeScript
244	EtanHey/brainlayer Persistent memory for AI agents. 14 MCP tools — search, think, recall, store...	22	Experimental	—	Python
245	FusionpactTech/fusionpact-vectordb ⚡ The Agent-Native Retrieval Engine — Hybrid Vector + Reasoning + Memory for...	22	Experimental	—	JavaScript
246	ermermermermidk/mcp-ai-memory 🧠 Manage AI context seamlessly with the MCP server for storing and...	22	Experimental	—	TypeScript
247	Tanush1912/mnemos-mcp Self hosted MCP knowledge server. Turn docs into searchable context with...	21	Experimental	2	Python
248	ttoss/soat SOAT is an open-source framework designed to provide persistent memory...	21	Experimental	2	TypeScript
249	Professor-Low/Cerebro Autonomous AI agent platform with persistent cognitive memory — 49 MCP...	21	Experimental	2	Python
250	varun29ankuS/mif-spec MIF — Memory Interchange Format. A vendor-neutral JSON schema for portable...	21	Experimental	2	Python
251	atakanatali/contextify Contextify is an unified memory system for AI agents. Provides shared...	21	Experimental	2	Go
252	massu-ai/massu AI Engineering Governance Platform — Session memory, feature registry, code...	21	Experimental	2	TypeScript
253	dizzydes/0pi-mcp-server Dropbox and pastebin for AI agents. Open and free. Useful for caching...	21	Experimental	—	JavaScript
254	HippoBox/hippobox HippoBox is a unified FastAPI + FastAPIMcp for managing a personal knowledge...	20	Experimental	1	TypeScript
255	gitmem-dev/gitmem Institutional memory for AI coding agents. Scars, wins, and patterns that...	20	Experimental	1	TypeScript
256	zd87pl/slm-vault Privacy-first AI personal data manager. A local trusted agent that external...	20	Experimental	1	Python
257	cognitivemyriad/mcp-verified-repo-memory Stale-proof repo memory for coding agents: citations + JIT verification + TTL (MCP).	20	Experimental	1	TypeScript
258	samihalawa/envmem-mcp EnvMem - Personal environment variable memory with AI-powered semantic...	19	Experimental	—	JavaScript
259	gorfein/cortex Workspace-scoped knowledge management for AI-augmented teams. MCP server,...	19	Experimental	—	TypeScript
260	cosmiclasagnadev/zmem Local-first, agent-oriented memory substrate for engineering decisions and...	19	Experimental	—	TypeScript
261	claudettetheai/engram Production-grade persistent memory for AI agents. Hybrid BM25 + vector...	19	Experimental	—	JavaScript
262	duke-of-beans/CONTINUITY Session state persistence for AI systems. MCP server providing crash...	19	Experimental	—	TypeScript
263	timmeck/brain Adaptive error memory & code intelligence MCP server with Hebbian synapse...	19	Experimental	—	TypeScript
264	symbiomind/memory-mcp-ce Persistent conversational memory for AI via MCP — built by humans and AI,...	19	Experimental	—	Python
265	somarakis/Cortex A cognitive layer for Claude Code — inspired by how brains actually work	19	Experimental	—	JavaScript
266	mznluppio/Mnesis Mnesis is a local-first memory layer that gives ChatGPT, Claude, Cursor, and...	19	Experimental	—	Python
267	romainsantoli-web/firm-ecosystem Architecture documentation for the Firm AI Agent ecosystem —...	19	Experimental	—	—
268	guinacio/better-memory-mcp Enhanced MCP memory server with advanced graph operations: observation-level...	19	Experimental	—	TypeScript
269	romainsantoli-web/Memory-os-ai Memory OS AI — Adaptive memory system for AI agents (forked from...	19	Experimental	—	Python
270	Lay4U/repomemory 🧠 Repo-aware memory layer for coding agents. Capture sessions, share context...	19	Experimental	—	TypeScript
271	heyhayes/annal Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant,...	19	Experimental	—	Python
272	Claire-s-Monster/session-intelligence Session Intelligence MCP Server - Lean meta-tool pattern with 95% context reduction	19	Experimental	—	Python
273	oxgeneral/agentmem Lightweight persistent memory for AI agents. One SQLite file. Hybrid search....	19	Experimental	—	Python
274	o-kasian/memory-mcp Simple MCP for logging and compacting the memory	19	Experimental	—	Python
275	Garblesnarff/pearls A remote MCP server enabling AI instance continuity - leave transmissions...	19	Experimental	—	TypeScript
276	Master0fFate/LatentContext-MCP A session-scoped memory layer for LLMs, built on the Model Context Protocol....	19	Experimental	—	TypeScript
277	basegridio/mcp-server MCP Server for BaseGrid — persistent memory for Claude, Cursor, and Cline	19	Experimental	—	TypeScript
278	kesh-007/windback Unified AI session store	19	Experimental	—	TypeScript
279	ihwooMil/long-term-memory Intelligent memory MCP server for AI assistants — auto-save, semantic...	19	Experimental	—	Python
280	Magnus-Gille/munin-memory Persistent memory for AI assistants, self-hosted and provider-portable. MCP...	19	Experimental	—	TypeScript
281	keggan-std/Engram Persistent Memory Cortex for AI Coding Agents	19	Experimental	—	HTML
282	wjohns989/Muninn Local-first memory infrastructure for coding workflows: deterministic...	19	Experimental	—	Python
283	bacharyehya/claude-memory-architecture Mnemonic - AI Memory MCP Server. Persistent memory management for Claude and...	19	Experimental	—	Python
284	Kartikk-26/Graphiti-MCP-Demo This repo demonstrates Graphiti MCP integration with Cursor and Neo4j,...	19	Experimental	15	Python
285	Pamperito74/Memex Persistent memory for AI coding assistants — 94-98% token savings. MCP...	19	Experimental	—	JavaScript
286	mcp-tool-shop-org/context-window-manager MCP server for lossless LLM context restoration via KV cache persistence	19	Experimental	—	Python
287	naimkatiman/OpenMemory TypeScript-powered AI memory that actually works. No more split...	19	Experimental	—	TypeScript
288	For-Sunny/reflection-bank Cognitive Pattern Caching for LLM Systems - Created by Nova (AI...	19	Experimental	—	Python
289	djinn-soul/gemini-mem Persistent memory extension for Gemini CLI with local SQLite storage,...	19	Experimental	—	TypeScript
290	codervisor/devlog Persistent memory system for AI-assisted development	18	Experimental	4	Go
291	semanticintent/semantic-wake-intelligence-mcp Wake Intelligence MCP Server - Temporal intelligence for AI agents with...	18	Experimental	3	TypeScript
292	ThePartyAcolyte/memoire Experimental Semantic Memory System for Large Language Models	18	Experimental	4	Python
293	Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p	18	Experimental	1	Rust
294	sockeye44/better-memory-mcp Enhanced MCP server for enabling memory for Claude through a knowledge graph...	17	Experimental	2	Python
295	milasd/Memo-MCP Memo MCP: intelligent journaling w/ LLMs, querying with RAG and data...	17	Experimental	2	Python
296	srobinson/attention-matters Geometric memory engine on the S³ hypersphere — quaternion drift, phasor...	17	Experimental	3	Rust
297	huhu415/mcp-memos A memo tool based on MCP protocol that helps developers quickly save and...	17	Experimental	1	Go
298	IT-Square-Plus/Yggdrasil MCP memory server for Claude Code with semantic search. Chroma Cloud...	16	Experimental	1	Python
299	van-reflect/Reflect-Memory Vendor-neutral memory layer for AI agents. Give ChatGPT, Claude, Cursor,...	16	Experimental	2	TypeScript
300	byronwade/memoria Prevents your AI from breaking code by revealing hidden file dependencies...	16	Experimental	1	TypeScript
301	getobyte/NeuralVaultSkill Teaches AI agents to manage long-term NeuralVaultCore MCP memory securely...	15	Experimental	1	JavaScript
302	bivex/MCP-Shared-Memory share data in memory for mcp servers	15	Experimental	—	C#
303	WKassebaum/Recall Semantic Vector Memory for Coding Agents - Long-term memory system with...	15	Experimental	—	Python
304	Ahmed21378/lxDIG-MCP Provide persistent memory and structural code graph analysis for AI coding...	14	Experimental	—	TypeScript
305	Reattend/reattend-mcp Persistent memory for Claude, Cursor, and any AI assistant. MCP server that...	14	Experimental	—	JavaScript
306	AiAgentKarl/shared-context-cache-mcp-server MCP server for shared context caching — AI agents share computed results to...	14	Experimental	—	Python
307	quangdang46/membrain Brain-inspired, local-first memory runtime for AI agents with explainable...	14	Experimental	—	Rust
308	zime78/zime-memory Qdrant + MinIO + SQLCipher 기반 Multi-Store 개인 메모리 MCP 서버	14	Experimental	—	TypeScript
309	AiAgentKarl/agent-memory-mcp-server-js JavaScript MCP Server for persistent agent memory — store, retrieve, search knowledge	14	Experimental	—	JavaScript
310	AiAgentKarl/agent-memory-mcp-server Persistent memory for AI agents — store, retrieve and search knowledge...	14	Experimental	—	Python
311	gu-dsan6725/agents-memory Agent memory patterns: From circular buffers to hierarchical memory systems...	14	Experimental	—	Python
312	ken12ken/claw-recall Store and search AI agent conversations to recover lost context and improve...	14	Experimental	—	—
313	Forkscout/forkscout-memory-mcp Standalone MCP server for persistent AI agent memory — knowledge graph,...	14	Experimental	—	TypeScript
314	Ethan-sonic/Data-store-engine 🔍 Build a robust key-value storage engine in Go, designed for efficient data...	14	Experimental	—	Go
315	yimwoo/lore Persistent cross-project memory for Codex — rules, decisions, and context...	14	Experimental	—	TypeScript
316	Das-Chinmay/memory-mesh 🧠 Local-first MCP server giving Claude, ChatGPT and Gemini shared memory...	14	Experimental	—	Python
317	willytop8/ShareXP A local-first resolution database that captures, verifies, and shares proven...	14	Experimental	—	TypeScript
318	Raulvalverdeleal/brain A registry of reusable skills for AI coding agents — Claude, Gemini, Cursor,...	14	Experimental	—	Python
319	edward0399/0gmem Provide LLMs with structured, long-term conversational memory that captures...	14	Experimental	—	—
320	jerrysrodz/goldhold-mcp-server GoldHold MCP server -- persistent memory for AI agents. https://goldhold.ai	14	Experimental	—	JavaScript
321	Forkscout/forkscout Autonomous AI agent with persistent cognitive memory, multi-model routing,...	14	Experimental	—	TypeScript
322	TomNgata/gravityclaw A resilient, multi-model autonomous AI swarm with semantic long-term memory...	14	Experimental	—	TypeScript
323	tt-a1i/evermemos-mcp Universal long-term memory layer for AI coding assistants, powered by EverMemOS.	14	Experimental	—	Python
324	Reneeviolent774/nowledge-mem 🗂️ Manage your knowledge seamlessly with Nowledge Mem, a local-first,...	14	Experimental	—	—
325	junknet/agent-mem High-performance, pure Go memory middleware for AI Agents (Claude/Cursor)....	14	Experimental	3	Go
326	Lausi-h2ai/codex-memory-weaver MCP server for persistent, locally hosted, project, agent, and user memory...	14	Experimental	—	Python
327	Sato-Isolated/memory-bank-mcp-mongo A Model Context Protocol (MCP) server implementation for remote memory bank...	12	Experimental	1	TypeScript
328	kensave/agent-memory-rs Comprehensive memory management system for LLM agents implementing episodic,...	12	Experimental	1	Rust
329	no-ai-labs/mnemo contextops	12	Experimental	1	Python
330	lexCoder2/lxDIG-MCP Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent...	12	Experimental	1	TypeScript
331	nakurian/hce Middleware memory engine for LLMs — replaces linear chat history with three...	12	Experimental	1	Python
332	Svtter/chatdb A small mcp service to record things in sqlite. A simple GPT memory layer. ;)	12	Experimental	1	Python
333	Vektor-Memory/Vektor-memory VEKTOR replaces flat vector storage with a structured, multi-layered memory...	12	Experimental	1	—
334	0xSaurabhx/Memori-MCP Memori is an open-source context management MCP that provides a modern web...	12	Experimental	1	HTML
335	DayDreamerAI/daydreamer The Future Remembers	11	Experimental	—	Shell
336	timmeck/trading-brain Adaptive trading intelligence MCP server with Hebbian synapses, Wilson Score...	11	Experimental	—	TypeScript
337	chrbailey/MyPersona Emotional memory for AI agents — dual-engine mood tracking, behavioral...	11	Experimental	—	Python
338	xprooket/clay-CXD Contextual Memory Intelligence for AI Systems - Persistent memory, cognitive...	11	Experimental	—	Python
339	MaxWolf-01/memex Second brain for your LLM.	11	Experimental	—	Python
340	mstuart/code-memory Persistent memory for AI coding - semantic search, git history, and...	11	Experimental	—	Rust
341	n24q02m/mnemo-plugin Universal memory plugin for OpenCode and Claude Code - bridges to mnemo-mcp...	10	Experimental	1	TypeScript
342	n24q02m/better-mem0-mcp Self-hosted MCP Server for AI memory with PostgreSQL (pgvector).	10	Experimental	1	Python

Comparisons in this category

mcp-memory-service and nocturne_memory (73 vs 67) mcp-memory-service and memento-mcp (73 vs 65) mcp-memory-service and memora (73 vs 54) mcp-memory-service and MARM-Systems (73 vs 54) mcp-memory-service and memorix (73 vs 56) mcp-memory-service and mcp-memory-keeper (73 vs 61) mcp-memory-service and tradememory-protocol (73 vs 67) mcp-memory-service and mcp-memory-libsql (73 vs 66) mcp-memory-service and MegaMemory (73 vs 50) mcp-memory-service and Memory-Plus (73 vs 52)