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MCP servers tagged llm-memory

116 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.

116
live servers
37
avg trust
97
most stars
51

Memfabric

MrBoor

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

★ 1
34
52

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
53

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
54

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
55

Synara MCP

CoderDayton

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

★ 1
34
56

Linafish

sdill1973a

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

★ 1updated 23 days ago
34
57

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
58

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
59

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
60

Statelessagent

rerecoy123

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

★ 1updated 4 days ago
34
61

Recall

recallmem

Long-term memory for AI agents: facts with dates and sources, history kept, honest "I don't know". REST API, MCP server, TS/Python SDKs. Self-hostable. Website: https://recallmem.…

★ 1updated 21 hours ago
34
62

Memfix

saloni-garg

The memory layer that can be corrected: provenance-first agent memory with a real corrections API and a one-command junk audit.

★ 1updated 6 hours ago
34
63

Local Memory

Sergey-Vladimirovich-Hankok

Local-first long-term memory for AI agents. SQLite, offline, zero cloud. MCP server.

★ 1updated 11 days ago
34
64

Super Memory MCP

ln-bodicherla

MCP server giving LLM clients shared long-term memory with semantic search (sentence-transformers, FAISS, SQLite).

★ 1updated 7 hours ago
34
65

Episodai

lalithbuilds

EpisodAI by Lalith Alpuri, also written Alpuri Lalith (@lalithbuilds): a local AI-agent memory MCP server with SQLite WAL, hybrid retrieval, Obsidian workflows, an HTTP bridge, an…

★ 1updated yesterday
34
66

Memory Server

tokarix

Persistent semantic memory service and MCP adapter for AI agents, powered by PostgreSQL and local Ollama models.

★ 1updated 12 days ago
34
67

Memorx

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

34
68

ShipItAndPray/mcp-memory

based, zero dependencies.

34
69

LuizEduPP/rememb

project scope. Local JSON, zero config, no server required.

34
70

Claude Memory Bridge

Share context and memories between Claude Code and Claude Desktop

34
71

udjin-labs/mnemostack

hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`

34
72

stevepridemore/graph-memory

device use across Claude Code, Desktop, web, and iOS.

34
73

soolaugust/0CompactMem

os`

34
74

Dense Mem

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j.

34
75

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.

34
76

Tastebud Memory

A chef's palate for AI agent memory; Un-mix any day's work into its exact projects, and detect workstreams nobody has named yet. Hyperdimensional fingerprints, zero dependencies.

34
77

Awesome Agentic Knowledge Base

Empirical map of 46 trending AI agent repos: storage, memory, MCP, retrieval — what they actually use, ranked by adoption

34
78

Core Memory Kit

Persistent per-project memory for Claude Code, Kiro, Cursor & Codex - plain markdown committed with your code, captured prompt-free, auto-injected at session start, recalled by me…

34
79

Engrama

A memory graph designed for the agent that uses it, not the human who feeds it. Engrama reconstructs context from associations on demand, replacing the "stuff everything into the…

34
80

VMem

Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning). Single SQLite file, MCP-native, m…

34
81

Flux Memory

Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Python SDK

34
82

Cairntir

Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI coding agents. Cross-session, cross-agent SQLite memory.

34
83

Do SOUL Alaya

The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; SQLite-backed, evidence-gated, no GUI. Cross-session memory that the agent proposes and a…

34
84

Logica Mind

The continuity substrate for AI agents — memory that becomes a mind: a versioned self-model, a cognitive heartbeat, a shared cortex, metacognition & debate, on temporal-graph memo…

34
85

Mneo

Persistent memory for AI agents using git refs. MCP server + Claude Code skill. No vector database, no embeddings, no daemon — branches are scopes, push/fetch is sync.

34
86

Ellmos

Local-first LLM operating-system hub for BACH, Rinnsal, gardener, SQLite agent memory, MCP servers, skills, and multi-agent orchestration

34
87

Kalairos

Durable, private, time-aware memory engine for long-running AI agents

34
88

Openmemory MCP Claude Starter

Claude + MCP + OpenMemory — give Claude a real, persistent memory with full temporal reasoning.

34
89

Agent Knowledge Memory Wiki

Agent memory as a Markdown wiki: one shared, verified knowledge base that Claude Code, Codex and GPT read and write. Lessons enter only after a green verifier, mistakes become per…

34
90

MATHIR

Memory-Augmented Tensor Hybrid with Intelligent Routing

34
91

Culi

Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves dep…

34
92

CcRecall

Cross-session memory for Claude Code — serves relevant context via hooks & MCP. Local SQLite + FTS5, no vector DB. Rule-based retrieval; extraction runs a small model.

34
93

Claude Code Shared Memory

Persistent cross-project memory for Claude Code — no Obsidian, no vector DB, no external app to keep running. remember plugin + shared fact files + MCP knowledge graph.

34
94

Hipercampo

Living, local-first memory for Claude built on hypervectors (VSA) — surprise-gated writing, sleep consolidation, active forgetting, and compositional role queries. MCP server, CPU…

34
95

Neuroloom Claude Plugin

Claude Code forgets everything between sessions. This plugin gives it persistent memory — automatic observation capture and context injection via Neuroloom.

34
96

Deep Memory

Local-first persistent memory for AI agents: Chinese-first recall, forgetting-aware ranking, conflict candidates, SDK + CLI.

34
97

Plugmem

Embedded bitemporal memory engine with hybrid retrieval for local-first applications and AI agents — in-process, no server.

34
98

Nanobot Hindsight Memory And Skill Review

Nanobot plugin for selective Hindsight memory (governed Recall/Retain) and nightly self-improving skill review via Hindsight Reflect. Fail-closed by design, single-user gated, sec…

34
99

Memory Mcps

curated review of memory-related MCP (model context protocol) server options

34
100

Synaptomind

Where ideas find each other

34
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