topoteretes/cognee

2

20alexl/claude-engram

Various

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictio

A

Abhigyan-Shekhar/Waggle-mcp

Various

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

A

AgenticRevolution/memory-nexus-cloud

Various

📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.

A

ahmetakyurt/zipmem-mcp

Various

Local-first MCP server + CLI giving terminal AI agents an endless, low-token memory via Anchored Compacting

A

aitytech/agentkits-memory

Various

Persistent memory system for AI coding assistants via MCP. Works with Claude Code, Cursor, Copilot, Windsurf, Cline.

A

AlekseiMarchenko/central-intelligence

Various

Persistent memory for AI agents. Agents forget. CI remembers.

A

alfredoizdev/contextforge-mcp

Various

Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol with semantic search, Git sync, and team collaboration.

A

alibaizhanov/mengram

Various

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw i

A

AliceLJY/recallnest

Various

One memory, three terminals. Shared memory layer for Claude Code, Codex, and Gemini CLI — hybrid retrieval (vector + BM25 + KG), session continuity, 41 MCP tools. Local-first, Lanc

A

apecloud/ApeRAG

Various

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

A

Auctalis/nocturnusai

Various

Verified knowledge for AI agents. Compress context, extract and store facts, define rules, and ask questions — get deterministic answers with proof, not LLM guesses. Connect agents

A

ayushagrawal288/memex

Various

Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings

B

basicmachines-co/basic-memory

Various

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

B

Beever-AI/beever-atlas

Various

Your First LLM-Wiki Conversation Knowledge Base

B

besslframework-stack/project-tessera

Various

Tessera — Memory layer for every AI. 58 MCP tools, 54 REST endpoints, local-first, AES-256 encrypted.

C

cachly-dev/cachly-mcp

Various

AI memory brain for Claude Code, Cursor, Copilot & Windsurf — 51 MCP tools. Persistent sessions, lessons learned, semantic search, Team Brain, managed Valkey/Redis. Free tier.

C

CanopyHQ/phloem

Various

🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across

C

carrasquelalex1/hipocampo

Various

Sistema de Memoria Dual con Búsqueda Integrada por Relevancia Expansiva (BIRE) — PostgreSQL + pgvector + Gemini Embeddings

C

Cartisien/engram-mcp

Various

MCP server for @cartisien/engram — persistent semantic memory for AI agents

C

Cavinooo/claude-find

Various

Pull Deep Memory from across your Claude Code Sessions — when you need it.

C

ccf/agentcairn

Various

Long-term, cross-project memory for AI coding agents. Your own Obsidian vault as the source of truth. Daemonless and without opaque databases, your memory belongs to you.

C

cdeust/Cortex

Various

Persistent memory for Claude Code — 41 neuroscience papers, 26 biological mechanisms with paper-bearing per-mechanism ablation evidence (E1 v3). LongMemEval R@10 98.4% / MRR 0.9124

C

celiums/celiums-memory

Various

Open-source cognitive engine for AI agents — persistent memory, a first-person journal, a four-layer ethics engine, and a per-user biological clock, over MCP. Apache-2.0.

C

cg3-llc/prior_mcp

Various

MCP server for Prior — give any AI agent instant access to a shared knowledge base of proven solutions. Works with Claude Desktop, Cursor, Windsurf, and VS Code.

C

CheMiguel23/MemoryMesh

Various

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.

C

CodeAbra/iai-mcp

Various

The best-benchmarked open-source memory system for AI coding assistants

C

CodeAbra/iai-personal-memory-engine

Various

Independent Autistic Intelligence — a cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works wit

C

contextium-io/contextium-mcp-server

Various

MCP server for Contextium — pipe team SOPs, coding standards, and AI context directly into Claude, Cursor, and other AI assistants

📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor

D

darktw/usecortex-mcp

Various

UseCortex MCP Server — Give your AI coding agent a persistent memory. Read and write knowledge from any tool.

D

davidgut1982/lore-mcp

Various

Advanced MCP server for unified knowledge management with PostgreSQL+pgvector, knowledge graphs, research workflows, and Claude Code integration

D

dcostenco/prism-mcp

Various

The Mind Palace for AI Agents - HIPAA-hardened Cognitive Architecture with on-device LLM (prism-coder:7b), Hebbian learning, ACT-R spreading activation, adversarial evaluation, per

D

decisionnode/DecisionNode

Various

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.

D

Destrayon/Connapse

Various

Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword), MCP server, 5 connectors, Docker-ready

D

dnotitia/akb

Various

AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.

D

doobidoo/mcp-memory-service

Various

📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation

E

eidetic-works/nucleus-mcp

Various

Nucleus MCP server by Eidetic Works — persistent memory and governance for Claude, Cursor, Windsurf — file-based, no vendor lock-in.

E

elvismdev/mem0-mcp-selfhosted

Various

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

E

ErebusEnigma/context-memory

Various

Persistent, searchable context storage across Claude Code sessions using SQLite + FTS5

F

fenghaochang/LoreRoom

Various

Encrypted, bidirectional local memory for your Claude Code Telegram bot — captures both sides at the plugin source, recalls via MCP.

F

For-Sunny/hebbian-mind-enterprise

Various

Enterprise Hebbian neural graph for AI memory - CIPS LLC

G

g1itchbot8888-del/agent-memory

Various

Memory system for autonomous agents - built by an agent, for agents

G

getrupt/ashra-mcp

Various

A Model Context Protocol server for Ashra

G

gingugu/gingugu

Various

[](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, c

G

Goldentrii/AgentRecall

Various

Persistent, correction-driven memory for AI agents. Cross-session, cross-platform (Claude Code, Codex, Gemini — any MCP client). Learns from mistakes, compresses context to save to

G

grooverLab/fable

Various

High-fidelity transcript memory for Claude Code — index every session, recall byte-identical, search, prune, compose. Local-first, stdlib-only, MCP.

H

HBarefoot/engram

Various

🧠 Persistent memory for AI agents. SQLite for agent state. Zero cloud dependencies. Local embeddings. MCP-native integration with Claude Desktop/Code, Cursor, Windsurf & more.

H

hifriendbot/cogmemai-mcp

Various

CogmemAi — Cognitive Memory for Any Ai System. Autonomous robots, self-driving vehicles, defense systems, coding assistants, and more. 91% LoCoMo benchmark — above human performanc

J

jagoff/memo

Various

Persistent semantic memory for AI agents — 100% local on Apple Silicon (MLX) or Linux/Ubuntu (CPU). Markdown source of truth, sqlite-vec + BM25 hybrid search, a codegraph-backed kn

J

Janadasroor/pg-mnemosyne-mcp

Various

🧠 A high-performance PostgreSQL-backed MCP server acting as a super memory, task tracker, and dynamic database manager for AI agents. Features built-in connection pooling, a profe

J

jcdickinson/simplemem

Various

A very simple semantic MCP memory store

J

JinNing6/Noosphere

Various

🧠 The Collective Memory Network for AI Agents — Where every agent learns from the wisdom of all. 万物智识，归于一圈。

K

kael-bit/engram-rs

Various

Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.

K

kage-core/Kage

Various

Persistent, verified memory for coding agents — so they stop re-explaining your codebase and never act on stale knowledge. Every memory is checked against your actual code; lives i

K

keepgoing-dev/mcp-server

Various

KeepGoing MCP server - Project memory for AI coding assistants

K

krimto-labs/krimto

Various

Open-source team memory layer for AI coding agents — markdown files in git, user→team→org hierarchy, cross-vendor MCP server. Apache-2.0.

L

l33tdawg/sage

Various

(S)AGE - (Sovereign) Agent Governed Experience

L

leonardsellem/hypermnesic

Various

Git-first memory for AI agents: Markdown files are truth, the index is disposable, writes are reviewable commits.

L

lfrmonteiro99/memento-mcp

Various

Persistent memory MCP server with typed memories, decay scoring, and token-aware context injection

L

lildaddyo/braintube-mcp

Various

[](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically

L

lithtrix/lithtrix-mcp

Various

Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and a shared Commons pool — all under a stable

L

LuizEduPP/rememb

Various

Persistent memory for AI agents — local, portable, zero config. Works with Cursor, Windsurf, Claude via MCP.

M

MakeaMouse/fish-bridge-mcp

Various

An economical and fuel(token) efficient AI tool, graph session memory for looong chat session

MM

Memory MCP Server

Model Context Protocol (reference)

Reference MCP server for persistent agent memory using a local knowledge graph. The starter every memory-aware agent reaches for.

M

memstate-ai/memstate-mcp

Various

memstate-ai/memstate-mcp — indexed from awesome-mcp-servers-punkpeye

M

michael-denyer/memory-mcp

Various

Engram-inspired memory MCP server with hot cache and pattern mining

M

michielinksee/linksee-memory

Various

Local-first agent memory MCP - cross-agent brain with token-saving file diff cache. By Synapse Arrows.

M

mnemoverse/mcp-memory-server

Various

Hosted memory for AI agents that learns and forgets — feedback reranks what helps, recall fades by recency. One key across Claude, Cursor, VS Code & ChatGPT. Official MCP Registry.

M

mnlt/wellread

Various

Collective research memory for AI agents

M

MWGMorningwood/Central-Memory-MCP

Various

A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers and Table storage.

M

MyAgentHubs/aimemo

Various

🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.

N

n24q02m/mnemo-mcp

Various

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

N

nfemmanuel/iranti

Various

Memory infrastructure for multi-agent AI systems. Shared, persistent, consistent knowledge for agents that need to stop forgetting.

O

omega-memory/omega-memory

Various

Persistent memory for AI coding agents

P

Patdolitse/piia-engram

Various

One memory. Every AI tool. Yours to keep. Local-first, MCP-compatible, Apache 2.0.

P

penfieldlabs/penfield-mcp

Various

🧠 Persistent memory for AI Agents. Free trial → https://portal.penfield.app/sign-up

P

Perseus-Computing-LLC/perseus

Various

The memory & context layer for AI agents: load only the context they actually need. Resolves live workspace state into verified facts before the context window opens. 94% fewer pro

P

pi22by7/In-Memoria

Various

Persistent Intelligence Infrastructure for AI Agents

P

pomazanbohdan/memory-mcp-1file

Various

🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI

P

preflight-dev/preflight

Various

✈️ 24-tool MCP server for Claude Code: preflight checks for your prompts, cross-service context, session history search with LanceDB vectors, correction pattern learning, cost esti

R

rdanieli/tentra-mcp

Various

Tentra MCP — memory for AI coding agents. Persistent code graph + AI architecture diagrams. 32 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.

R

redleaves/context-keeper

Various

🧠 LLM-Driven Intelligent Memory & Context Management System （AI记忆管理与智能上下文感知平台） AI记忆管理平台 | 智能上下文感知 | RAG检索增强生成 | 向量检索引擎

R

rember/rember-mcp

Various

A Model Context Protocol (MCP) server for Rember.

R

remembra-ai/remembra

Various

Universal memory layer for AI applications. Self-host in minutes. Open source.

S

s60yucca/mnemos

Various

s60yucca/mnemos — indexed from awesome-mcp-servers-punkpeye

S

sachitrafa/YourMemory

Various

Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.

S

SAIHM-Admin/saihm-mcp

Various

The open MCP client for SAIHM sovereign agent memory — eight tools any MCP agent uses to reach a SAIHM operator endpoint. Implements the publicly documented SAIHM memory protocol (

S

scotia1973-bot/api-hub

Various

🧠 Memory Vault — Persistent agent memory for MCP. 46 tools: agentmemory, memorysearch, 45 utilities, 300+ REST. Free + .99/mo Pro.

S

SecurityRonin/alaya

Various

A memory engine for conversational AI agents, inspired by neuroscience and Buddhist psychology

S

sgx-labs/statelessagent

Various

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

S

sheawinkler/ContextLattice

Various

ContextLattice is the local-first control plane for long-horizon agent memory and coordination.

S

Shweta-Mishra-ai/tokenmizer

Various

Graph memory for AI agents — decisions, context, and session history that survive across every conversation. Works with any LLM.

S

Skitchy/rekindle

Various

Your AI forgets everything between sessions. Rekindle fixes that.

S

soolaugust/0CompactMem

Various

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, mu

S

stevepridemore/graph-memory

Various

A personal knowledge graph for Claude that survives across sessions, devices, and tools. Neo4j + semantic embeddings, OAuth-secured, single-user-by-default but multi-tenant-ready.

S

STiFLeR7/memex

Various

Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter + Gemini

S

SurajKGoyal/amnesic

Various

Persistent semantic memory for SQL databases (Postgres, MySQL, MSSQL, SQLite) — the MCP server with the most ironic name. One-line install for Claude Code, Cursor, and any MCP-comp

S

syndicalt/zaxy

Various

Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for reasoning (local-first, no sidec

T

tcconnally/perseus

Various

Live context engine for AI assistants — resolve-before-context, session waypoints, and tool-selection intelligence for Hermes Agent

T

TheStack-ai/waypath

Various

Open-source memory CLI for Claude Code, Codex & MCP — local-first SQLite, graph-aware recall, review gate. npm i -g waypath

T

timowhite88/farnsworth-syntek

Various

Farnsworth SYNTEK — 7-layer recursive agent memory with context branching, holographic recall, and on-chain persistence.

T

tribal-memory/tribal

Various

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Rust, Postgres + pgvector.

T

tstockham96/engram

Various

Universal memory layer for AI agents. Remember, recall, consolidate.

T

turbyho/mem-context

Various

Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor

T

tverney/mcp-agent-memory

Various

MCP that brings persistent agent memory to Kiro, Claude Desktop, Cursor, and any MCP client — powered by agent-memory-daemon 🧠

T

TyKolt/kremis

Various

A minimal graph engine for grounded AI — records, associates, and retrieves, but never invents. Written in Rust.

U

udjin-labs/mnemostack

Various

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

U

ukkit/memcord

Various

🧠 Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.

U

unibaseio/membase-mcp

Various

A lightweight decentralized memory gateway that connects AI agents to Membase for persistent, verifiable multi-session memory.

V

varun29ankuS/shodh-memory

Various

Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.

V

vectorize-io/hindsight

Various

Hindsight: Agent Memory That Learns

V

VonderVuflya/Yggdrasil

Various

Durable, local-first memory for AI coding agents over MCP — zero-dependency, curated & semantically de-duped, you own the data (SQLite + Markdown). Works with Claude Code, Codex &

V

vornicx/Midas

Various

Local-first, eval-first memory for long-horizon AI agents — no LLM at ingest. Python SDK + MCP server with source-traceable recall, belief revision, selective forgetting, and repro

W

wazionapps/nexo

Various

NEXO Brain — Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Cla

W

wnbhr/being

Various

Personality Runtime — persistent memory, identity, and relationships for AI agents that work across multiple LLM platforms via MCP

X

xChuCx/agent-memory

Various

Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.

X

XJTLUmedia/Context-First-MCP

Various

📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-

Y

yakuphanycl/instinct

Various

Self-learning memory for AI coding agents — MCP server

Y

Yarmoluk/ckg-mcp

Various

Context optimization for AI agents — 97 domain knowledge graphs, MCP-native traversal. 4× F1 of RAG, 11× fewer tokens per query.

Z

ZengLiangYi/ChatCrystal

Various

Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

Z

zzhang82/Agent-Memory-Bridge

Various

Persistent engineering memory for coding agents over MCP.

A

adelinamart/robrain

Various

Shared memory across your team and your AI agents — with judgment about what's worth keeping.

A

atakanelik34/Bilinc

Various

Verifiable state plane for autonomous agents: memory, belief revision, rollback, audit, and MCP tools.

B

billy12151/memory-arbiter-mcp

Various

Shared memory layer for AI coding tools. One local SQLite DB, every tool reads the same verified facts. Local-first, zero cloud.

H

hjqcan/GoodMemory

Various

Local-first, auditable memory layer for AI apps and coding agents — Codex, Claude Code, MCP, HTTP, TypeScript, and Python.

J

jessedu29260-netizen/booboo

Various

Booboo — the unified operational brain. Wiring + knowledge + memory + agents + crons fused into one rooted, queryable 3D graph. REST + MCP + million-node 60fps viewer.

L

leesgit/passbaton

Various

Session continuity for AI coding agents — your agent picks up where it left off. Persistent memory for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db: auto

L

linklore/linklore-mcp

Various

MCP server for project memory — AI agents record decisions, pitfalls, and specs as they work, and recall them next session with code context. Built for agents, not humans.

T

teflon07/memkeeper

Various

Local-first, deterministic memory store for AI agents: SQLite-backed BM25 with optional local ONNX semantic search and cross-encoder rerank, graph projection, and an MCP adapter. N

T

TeleAI-UAGI/telemem

Various

TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.

Y

yamantaka520/Agent-Memory-OS

Various

Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0

A

afairai/afair

Various

The open-source, self-organizing memory for all your AI tools. Single-tenant, yours, over MCP.

G

gordonkjlee/facthouse

Various

A local memory engine any AI tool can use.

M

Marvy101/pod-mcp

Various

Search firsthand observations that agents recorded while doing real work. MCP server for Pod.

S

SynapseLayer/synapse-layer

Various

MCP-native infrastructure for persistent AI agent memory with encrypted storage, semantic retrieval and cross-agent continuity.

T

thomasjumper/agentbay

Various

StremAI: shared memory for AI coding agents. Connected agents can recall project context across Claude Code, Codex, Cursor, and MCP clients.