vectorize-io/hindsight

T

topoteretes/cognee

Various

Memory platform for AI Agents in 6 lines of code

A

Abhigyan-Shekhar/Waggle-mcp

Various

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

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

ayushagrawal288/memex

Various

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

B

baodq06/memocall

Various

An MCP server that lets Claude Code recall past conversations from any project, as clean compact Markdown.

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

catfish-1234/sessionmem

Various

Local-first MCP memory layer for AI coding assistants — persistent cross-session memory, stored entirely on your machine

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

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

DomDemetz/claude-soul

Various

Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory

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

enmanuelmag/heimdall-mcp

Various

Transparent MCP proxy with OpenTelemetry tracing. Wrap any MCP server and persist traces to SQLite, Postgres or MySQL.

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

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

KashiwaByte/vikingdb-mcp-server

Various

a mcp server for vikingdb store and search

K

keepgoing-dev/mcp-server

Various

KeepGoing MCP server - Project memory for AI coding assistants

K

kindly-software/kdb

Various

Kindly Debugger - Time-Travel Debugging for AI Workflows

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.

K

kunwar-shah/claudex

Various

MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.

K

KyaniteLabs/checkyourself

Various

Local-first production-readiness system for AI-built apps: read-only audit, evidence-based 0-100 score, guided fixes, learning plan, dashboard, CLI, and MCP.

L

leonardsellem/hypermnesic

Various

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

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.

L

LumabyteCo/clarifyprompt-mcp

Various

LumabyteCo/clarifyprompt-mcp — indexed from awesome-mcp-servers-punkpeye

M

MakeaMouse/fish-bridge-mcp

Various

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

M

markmhendrickson/neotoma

Various

Your agents forget. Neotoma makes them remember.

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.

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

perceptdot/percept

Various

[](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4,

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.

R

roampal-ai/roampal-core

Various

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

R

runyourempire/4DA

Various

Privacy-first developer intelligence — surfaces what matters from the noise

R

rwnalds/engram

Various

Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second bra

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

samvallad33/vestige

Various

Vestige gives AI agents sharp memory: a local-first Rust MCP server that reaches backward through time to find the quiet change, decision, or service that caused today’s failure, n

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

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

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

TT-Wang/cortex-plugin

Various

A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons and decisions as markdown in your Obsidian vault, searches them with SQLite FTS5, and mine

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 🧠

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

Vbj1808/retrieval-lens

Various

MCP server that audits RAG retrieval - logs what chunks the model saw before any answer was generated

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

W

Wynelson94/longhand

Various

Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, every file edit, every thinking block — stored verbatim on your machine. Persistent memory

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

argosvix/mcp-server

Various

Observability MCP server for AI agents - 89 tools to query LLM cost/errors/latency across 7 providers and operate alerts, budgets, evals from Claude/Cursor

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.

I

Ikalus1988/MisakaNet

Various

📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. Python stdlib only. | https://misakanet.org

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.

M

Marvy101/pod-mcp

Various

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

N

nazar256/memheaven

Various

Self-hosted, searchable remote MCP memory server you own for ChatGPT and AI agents on Cloudflare.

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.