Knowledge & Memory MCP Servers

Knowledge & Memory category — 533 MCP servers, ranked by GitHub stars.

O

OMEGA Memory

Knowledge & Memory

Persistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.

★ 225 MCP Server
G

graphmind

Knowledge & Memory

Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25…

★ 218 MCP Server
M

mengram

Knowledge & Memory

Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows

★ 207 MCP Server Requires auth
G

gistpad-mcp

Knowledge & Memory

Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.

★ 207 MCP Server
E

edwin-hao-ai/awareness-local

Knowledge & Memory

Local-first AI agent memory — one command, works offline, no account needed. Give your Claude Code, Cursor, Windsurf, OpenClaw agent…

★ 198 MCP Server
C

context-sync

Knowledge & Memory

Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Windsurf, Zed & more

★ 190 MCP Server
O

obsidian-web-mcp

Knowledge & Memory

Secure remote MCP server for Obsidian vaults -- access your notes from Claude, your phone, or any MCP client, anywhere. OAuth 2.0 auth,…

★ 189 MCP Server
I

In-Memoria

Knowledge & Memory

Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis.

★ 175 MCP Server
O

omem

Knowledge & Memory

Shared Memory That Never Forgets — persistent memory for AI agents with Space-based sharing across agents and teams. Plugins for OpenCode,…

★ 173 MCP Server
A

akb

Knowledge & Memory

Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

★ 168 MCP Server
Z

zettelkasten-mcp

Knowledge & Memory

Zettelkasten knowledge management: create, link and search atomic notes.

★ 168 MCP Server
M

mcp-summarizer

Knowledge & Memory

Summarize plain text, web pages, PDF documents, EPUB books and HTML content.

★ 167 MCP Server
P

Piia Engram

Knowledge & Memory

Local-first AI identity for MCP coding tools. Lessons, decisions, and context you control.

★ 165 MCP Server
K

kaliaboi/mcp-zotero

Knowledge & Memory

Work with collections and sources in your Zotero Cloud library.

★ 163 MCP Server
K

kujenga/zotero-mcp

Knowledge & Memory

Search your Zotero library, retrieve item metadata, and read full text from AI assistants.

★ 162 MCP Server
C

ContextKeep

Knowledge & Memory

Infinite Long-Term Memory for AI Agents (MCP Server)

★ 159 MCP Server
T

turbovault

Knowledge & Memory

Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an intelligent knowledge system

★ 158 MCP Server
P

prism-coder

Knowledge & Memory

Session memory for coding agents: local-first recall, drift detection, on-device inference.

★ 156 MCP Server
C

context-keeper

Knowledge & Memory

LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.

★ 156 MCP Server
C

ContextLattice

Knowledge & Memory

Private-by-default, local-first memory/context/task orchestrator for MCP apps and agents.

★ 155 MCP Server
O

openzim-mcp

Knowledge & Memory

Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix.

★ 151 MCP Server
A

Aelios

Knowledge & Memory

Self-hosted long-term memory gateway for AI clients: runs on your own Cloudflare account (Workers + D1 + Vectorize), captures…

★ 148 MCP Server
M

MediaWiki MCP Server

Knowledge & Memory

MCP server enabling AI clients to interact with any MediaWiki wiki through standard tools

★ 147 MCP Server
M

membase

Knowledge & Memory

Long-term memory for you and your AIs: search memories, read the profile, add facts and documents.

★ 140 MCP Server Requires auth
L

llm-wiki-memory

Knowledge & Memory

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki…

★ 130 MCP Server
M

memorylane

Knowledge & Memory

Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a…

★ 124 MCP Server
A

autodev-codebase

Knowledge & Memory

A vector embedding-based code semantic search tool with MCP server and multi-model integration. Can be used as a pure CLI tool. Supports…

★ 121 MCP Server
D

DeepMem

Knowledge & Memory

Mem0-compatible persistent memory for AI agents: write facts once, recall them semantically.

★ 114 MCP Server
M

mem0-mcp-selfhosted

Knowledge & Memory

Self-hosted mem0 for Claude Code: Qdrant vector search, Neo4j knowledge graph, Ollama embeddings and session hooks for automatic…

★ 112 MCP Server
D

daofy

Knowledge & Memory

Daofy for Delphi — MCP Server that compiles Delphi projects and queries knowledge base for AI assistants.

★ 108 MCP Server
M

mcp-server-infranodus

Knowledge & Memory

Map text into knowledge graphs to create a structured representation of conceptual relations and t…

★ 105 MCP Server Requires auth
H

heimdall-mcp-server

Knowledge & Memory

Your AI Coding Assistant's Long-Term Memory

★ 105 MCP Server
M

memory-mcp-server

Knowledge & Memory

A Model Context Protocol server that provides knowledge graph management capabilities.

★ 104 MCP Server
D

dna-memory

Knowledge & Memory

Claude Code / Codex 共用的长期记忆 MCP:本地 Markdown/Obsidian 存储,跨工具记住你的项目与偏好|Local-first shared memory MCP for Claude Code & Codex

★ 103 MCP Server
M

mcp-graphiti

Knowledge & Memory

Graphiti Model Context Protocol (MCP) Server - An MCP server for knowledge graph management via Graphiti

★ 102 MCP Server
L

loci

Knowledge & Memory

Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers.

★ 101 MCP Server
Y

yuvalsuede/memory-mcp

Knowledge & Memory

Persistent memory + git snapshots for Claude Code. Never lose context or code.

★ 100 MCP Server
C

claudex

Knowledge & Memory

Persistent memory + FTS5 search MCP server for Claude Code conversation history.

★ 97 MCP Server
M

mem0-mcp

Knowledge & Memory

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

★ 96 MCP Server
C

codex-dev-mcp-suite

Knowledge & Memory

Four local, file-based MCP servers for solo devs/vibecoders: persistent memory, session handoff/resume, file checkpoints, token-efficient…

★ 96 MCP Server
L

luffysolution-svg/obsidian-vault-mcp

Knowledge & Memory

Local Zotero, MinerU, Obsidian literature workflow with transactional Analysis notes.

★ 95 MCP Server
T

tela

Knowledge & Memory

Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki.

★ 95 MCP Server Requires auth
M

memory-mcp-server-go

Knowledge & Memory

A Model Context Protocol server that provides knowledge graph management capabilities.

★ 94 MCP Server
S

sdsrss/code-graph-mcp

Knowledge & Memory

AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes…

★ 94 MCP Server
C

claude-soul

Knowledge & Memory

Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks…

★ 92 MCP Server
A

aivectormemory

Knowledge & Memory

aivectormemory 是一款基于 Model Context Protocol (MCP) 开发的OpenClaw、OpenCode、ClaudeCodeAI记忆管理工具。它专门为 Claude、OpenCode、Cursor 和 主流IDE…

★ 92 MCP Server
A

augmented-codebase-indexer

Knowledge & Memory

Semantic level code search/indexer with tree-sitter parsing, Qdrant vector store, and Typer/FastAPI interfaces. Supports calling via MCP.

★ 91 MCP Server
K

KIP

Knowledge & Memory

Knowledge Graphs to enable memory persistence, knowledge evolution, explainable interaction.

★ 91 MCP Server
P

pond

Knowledge & Memory

Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP.

★ 91 MCP Server
R

robrain

Knowledge & Memory

Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

★ 90 MCP Server
D

DocSentinel

Knowledge & Memory

Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG…

★ 90 MCP Server
R

ragie-mcp-server

Knowledge & Memory

Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.

★ 90 MCP Server
C

context-mcp

Knowledge & Memory

Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.

★ 88 MCP Server
N

notebooklm-mcp-secure

Knowledge & Memory

Security-hardened NotebookLM MCP with post-quantum encryption

★ 88 MCP Server
M

mcp-memory-libsql

Knowledge & Memory

🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge…

★ 87 MCP Server
A

aura-memory

Knowledge & Memory

Persistent, encrypted cognitive memory that works offline.

★ 85 MCP Server
D

DecisionNode

Knowledge & Memory

Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI…

★ 82 MCP Server
E

epicure-mcp

Knowledge & Memory

Public read-only MCP server for the Epicure ingredient-embedding model

★ 82 MCP Server
K

kaeru

Knowledge & Memory

Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a…

★ 82 MCP Server
I

imprint-memory

Knowledge & Memory

Persistent memory system for Claude Code — hybrid search (FTS5 + vector), message bus, task queue. Works as MCP server (stdio + HTTP).

★ 82 MCP Server