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MCP servers tagged llm-memory

97 live MCP servers tagged "llm-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with llm-memory.

97
live servers
37
avg trust
97
most stars
1

Mem0 MCP

pinkpixel-dev

A memory system using mem0 for AI applications. Enables long-term memory for AI agents as a drop-in MCP server.

★ 97updated 2 months agoMIT
74
2

Rlm Claude

EncrEor

Recursive Language Models for Claude Code - Infinite memory solution inspired by MIT CSAIL paper

★ 39updated 10 days agoMIT
72
3

Statelessagent

sgx-labs

🧠 Provide local-first persistent memory for AI coding workflows, indexing notes to deliver relevant context in new sessions.

★ 9updated 6 months agoNOASSERTION
70
4

Caura

Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-i…

52
5

Origin

dstotijn

Local-first memory layer for AI agents - MCP server

★ 4updated a year agoApache-2.0
49
6

ZettelForge

Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents

★ 65
44
7

Zer0dex

hermes-labs-ai

A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index paired with semantic retrieval from a local vector store, queried before each message. Fo…

★ 59updated 27 days ago
44
8

Osk System

lpaiu-cs

Source-grounded MCP memory runtime and Obsidian-compatible vault template for LLM agents.

★ 51updated 6 days ago
44
9

LycheeMem

Compact, efficient, and extensible long-term memory for LLM agents.

44
10

Engramory

A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.

44
11

Metronix Memory

Metronix Memory is self-hosted memory infrastructure for AI agents: MCP-native, local-model friendly, with hybrid RAG, a temporal knowledge graph and ontology layer, durable memor…

44
12

Lint AI

RooAGI

Persistent memory layer for AI coding agents — current-state retrieval that knows what is still true. Claude Code, Codex, Gemini CLI.

★ 11updated 4 days ago
39
13

IHMT MEMORY

gonzaroman

Long-term memory for AI coding agents (Claude Code, Codex, opencode) as a tree of plain files

★ 11
39
14

Context Kernel

Token-gated MCP server on Cloudflare Workers that serves your hand-curated context memory to any Claude surface. Append-only journal, manual promotion, no auto-rot.

★ 1
39
15

Widemem AI

Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

39
16

cdeust/Cortex

coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`

39
17

Yantrikdb

Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Pytho…

39
18

Superbrain

Session memory for Claude Code. Auto-captures every session into a plain Obsidian markdown vault. Zero config. MIT. macOS + Linux.

39
19

Distill Kura

蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek Harness plugin and an MCP server.

39
20

Gomaa

Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge graphs, security gates, and MCP server.

39
21

Fava Trails

🫛👣 FAVA Trails — Git-native, curated memory for AI agents via MCP. Draft isolation, promotion gate, thought lifecycle hooks, memory curation protocols, supersession chains.

39
22

MemHop

Embedded long-term memory database for AI agents & LLM apps. Six-layer cognitive architecture, knowledge graph, hybrid BM25 + vector search, sleep-time memory consolidation. One .…

39
23

FERNme

A lightweight memory engine for AI agents using fuzzy graphs, Hebbian updates, and optional LLM gating.

39
24

Dokoro

Multi-layer agent-memory MCP server (working, episodic, semantic, procedural, affective) for Claude Code and any MCP client.

37
25

Jambavan

Local-first MCP memory and code intelligence that helps coding agents recall repo context, decisions, failures, and review impact.

37
26

Jmac Memory Os

JMacCyber

Connect your models and chats together with one central git memory. Plain Markdown facts in a git repo you own — Claude Code, ChatGPT, Cursor, Codex and anything that uses APIs, I…

★ 5
34
27

Memry

cosmin-novac

European memory system for AI agents with focus on compression and weighted information

★ 5updated 11 days ago
34
28

Time Library

strmforge

Time Library / 时间图书馆:一句话接入,适配任何平台;本机优先、可回源的 AI 记忆层。

★ 4updated a month ago
34
29

Agent Infrastructure Landscape

MrPeppersDev

AI agent memory & infrastructure landscape — comparative catalog of 912 systems × 68 columns covering memory layers, agent frameworks, runtimes, vector stores, knowledge graphs, M…

★ 4updated 5 months ago
34
30

Kioku Mesh

h-wata

Shared memory for AI coding agents, across tools and machines. Local-first SQLite, optional Zenoh+RocksDB mesh, MCP-native.

★ 4updated 2 months ago
34
31

Memnos

thameema

Persistent memory for AI coding agents — MCP server, REST API & Python SDK. Works with Claude Code, Cursor, Windsurf and any LLM agent.

★ 2updated 10 days ago
34
32

Inkwell Memory

veronchenko

MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

★ 2updated 2 months ago
34
33

Smara

smara-io

Persistent memory for AI tools. Give Claude, Cursor, and Codex shared context that survives across sessions.

★ 2
34
34

Gaptime

davccavalcante

GapTime: bi-temporal knowledge-graph memory for production agents. Every fact carries valid time and transaction time, so you time-travel to what was known at any instant, superse…

★ 2updated 4 months ago
34
35

Tinm

momo590

Cross-session memory for Claude Code — stop re-pasting yesterday's context.

★ 2updated 5 months ago
34
36

OpenMnemex

kritird

Agent memory for LLMs — a self-pruning knowledge context graph modeled on human memory. Long-term, navigable, context-budget-aware memory with no vector DB, no embeddings, no serv…

★ 2
34
37

Realbrain

ericfly02

Local-first operating memory, evidence graph, global workspace, and safe consolidation for AI agents

★ 2updated 4 months ago
34
38

Context M

ssmurfgg04-gif

Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible.

★ 2updated a month ago
34
39

Chatmem

sid077

Local LLM chat history, served over MCP

★ 1updated 2 months ago
34
40

GithubCopilotCLI VectorMemoryMCP

BrainSlugs83

Give GitHub Copilot CLI persistent long-term memory via local semantic vector search. Just npx and go. All data stays local.

★ 1updated 6 months ago
34
41

Memfabric

MrBoor

Self-organizing agent memory. No embeddings, no vector DB.

★ 1
34
42

Reattend MCP

Reattend

Persistent memory for Claude, Cursor, and any AI assistant. MCP server that connects your meetings, Slack, Gmail, and notes to every AI tool you use.

★ 1updated 6 months ago
34
43

Memorius

Dream-Pixels-Forge

Memorius is a self-contained, agent-agnostic memory system that gives LLMs and AI agents persistent, searchable memory with a hierarchical knowledge organization. Drop-in with mul…

★ 1updated yesterday
34
44

Chainmem

yabolee-kkk

ChainMem(链忆)— 链式 + 向量混合记忆系统,让 AI 拥有像人一样的联想式回忆

★ 1updated 4 months ago
34
45

Synara MCP

CoderDayton

Cross-session memory for MCP agents — episodic + semantic, recall ranked by a successor-representation prior.

★ 1
34
46

Linafish

sdill1973a

Make any AI know you. A cognitive overlay for AI. pip install linafish

★ 1updated 23 days ago
34
47

Mnemosis

liyexiaoyi

像人脑一样记事的 AI 记忆层:会记住、会遗忘、会整理、会自我怀疑。零依赖,支持 MCP。

★ 1updated 2 months ago
34
48

Coremem

albaozhen-eng

Git-diffable memory for AI agents — six-layer architecture, plain-text source of truth, Obsidian graph projection. MIT.

★ 1updated a month ago
34
49

Cursor Hindsight Ondemand

dapetun

On-demand Hindsight for Cursor (Windows): localhost daemon via sessionStart/MCP. Stack partner: cursor-model-orchestrator.

★ 1updated 13 days ago
34
50

Memorx

SOTA developer memory system — local MCP server in Go that gives any coding CLI persistent, project-scoped session/feature memory

34
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