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MCP servers tagged knowledge-graph

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

208
live servers
45
avg trust
1.1K
most stars
1

apecloud/ApeRAG

apecloud

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

★ 1.1Kupdated 6 months agoApache-2.0
92
2

Yams

trvon

Persistent memory for LLMs and apps. Content-addressed storage with dedupe, compression, full-text and vector search.

★ 365updated 6 months agoGPL-3.0
80
3

obsidian-plugin

git+rygwdn

High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.

★ 246updated 6 months ago
77
4

Ols4

EBISPOT

The EMBL-EBI Ontology Lookup Service (OLS)

★ 82updated 6 months agoApache-2.0
77
5

Claude Code Buddy

PCIRCLE-AI

MeMesh Plugin — Searchable project memory plugin for Claude Code.

★ 64updated 6 months agoAGPL-3.0
77
6

entanglr/zettelkasten-mcp

entanglr

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through…

★ 140updated a year agoMIT
72
7

Memory Libsql

spences10

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

★ 81updated 6 months agoMIT
72
8

Cortex Scout

cortex-works

An advanced web extraction and meta-search engine for AI agents. It features native parallel searching, Human-in-the-Loop (HITL) authentication fallback, and LLM-optimized data sy…

★ 53updated 6 months agoMIT
72
9

Mie

kraklabs

Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, Ch…

★ 35updated 6 months agoAGPL-3.0
72
10

Memory Journal MCP

neverinfamous

MCP server for AI Context + Project Intelligence. Overcome disconnected AI sessions with persistent project memory, triple search, knowledge graphs, and GitHub integration (Action…

★ 11updated 6 months agoMIT
72
11

Megamemory

0xK3vin

Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.

★ 56updated 6 months agoMIT
71
12

omega-memory/omega-memory

omega-memory

Persistent memory for AI coding agents

★ 33updated 6 months agoApache-2.0
70
13

Grafeo MCP

GrafeoDB

Exposes Grafeo as a set of MCP tools so that AI agents and assistants can query, traverse and mutate graph data.

★ 1updated 6 months agoApache-2.0
67
14

Neo4j

da-okazaki

MCP Memory Server with Neo4j backend for AI knowledge graph storage

★ 57updated 6 months agoMIT
66
15

Google Knowledge Graph MCP

houtini-ai

MCP server for Google's free public Knowledge Graph Search API - search for structured entity information about people, places, organizations, and concepts

★ 7updated 6 months agoMIT
65
16

jcdickinson/simplemem

jcdickinson

SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

updated 11 months agoLGPL-3.0
64
17

server

git+raphaelmansuy

EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation

64
18

Pentestagent

PentestAgent is an AI agent framework for black-box security testing, supporting bug bounty, red-team, and penetration testing workflows.

64
19

Code Review Graph

Local knowledge graph for Claude Code. Builds a persistent map of your codebase so Claude reads only what matters — 6.8× fewer tokens on reviews and up to 49× on daily coding task…

64
20

MemMachine

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation…

64
21

Fabric

Fabric MCP server — code intelligence, governance rules, and cloud-sync disaster recovery over a local codebase index

64
22

Graphify

Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local determi…

64
23

Pipeshub AI

PipesHub is a fully extensible and explainable workplace AI platform for enterprise search and workflow automation

64
24

Omnigraph

Lakehouse native graph engine with git-style workflows

64
25

SAG

An out-of-the-box document retrieval workbench built on SAG

64
26

Hyper Extract

Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions — with one command.

64
27

Siyuan

A privacy-first, self-hosted, fully open source personal knowledge management software, written in typescript and golang.

64
28

Repobrain

🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: works in Claude Code, Cursor, Codex, Windsurf & more.

64
29

Intelligent Audit System

Enterprise audit agent workspace with Agentic RAG, governed tool use, evaluation harness, memory, and human-review delivery workflows.

64
30

Ummon

Nayshins

The semantic layer for software engineering: Connect code to meaning, build on understanding

★ 37updated a year agoApache-2.0
62
31

Mem0 MCP Selfhosted

elvismdev

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.

★ 24updated 6 months ago
61
32

think-tank

flight505

Structured thinking and knowledge management tool for Model Context Protocol

★ 58updated a year ago
59
33

Branch Thinking MCP

ssdeanx

Branch-Thinking MCP Tool A TypeScript-powered MCP server for managing parallel branches of thought, semantic cross-references, and persistent tasks. Features dynamic scoring, AI-g…

★ 15updated a year agoMIT
59
34

SkillNet

Create, Evaluate, and Connect AI Skills

59
35

LinkedDataHub

The low-code Knowledge Graph application platform. Apache license.

59
36

Lumina Note

Lumina Note - A modern Markdown note-taking app with live preview, bidirectional links, and AI assistant

59
37

Intellectual Dna

mordechaipotash

Personal knowledge system: MCP brain server, LanceDB vectors, 70+ pipelines for querying AI conversation history

★ 17updated 6 months ago
58
38

Neuralmemory

Hexecu

Persistent Knowledge Graph Memory for AI Coding Agents. Adds long-term context (goals, strategies, preferences) to Cursor, Windsurf, & VS Code via MCP.

★ 14updated 7 months ago
58
39

Obsidian AI Curator

nwant

Smart note consolidation for Obsidian using Claude AI. Automatically identifies and merges scattered fragments into structured knowledge via MCP. Like Tetris for your thoughts…

★ 7updated a year agoMIT
57
40

Memory Agent Hub

1850298154

2026 swarm Agent 年,swarm Agent 、Agent team、 ai coding、skill、memory、evolve、agentic RL 等 AI Agent集合

★ 25updated 6 months ago
56
41

Memory Visualizer

mjherich

Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model…

★ 12updated 8 months ago
56
42

g1itchbot8888-del/agent-memory

g1itchbot8888-del

A graph-native memory system for AI agents and context graphs. Store conversations, build knowledge graphs, and let your agents learn from their own reasoning — all backed by Neo4…

★ 2updated 6 months agoMIT
56
43

Dkg MCP Server

[Model Context Protocol (MCP)](https://modelcontextprotocol.io) server for DKG V10. Exposes DKG node capabilities as MCP tools, allowing AI assistants (Cursor, Claude Desktop, etc…

55
44

MyAgentHubs/aimemo

MyAgentHubs

dependency MCP memory server. Single binary, 100% local, no Docker.

updated 6 months agoMIT
52
45

kg-cli

git+aaronsb

Kappa Graph — κ(G). A semantic knowledge graph where knowledge has weight. Extracts concepts, measures grounding strength, preserves disagreement, traces everything to source.

52
46

Ori Mnemos

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

52
47

Corbell

AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.

52
48

Corpusos

Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain, LlamaIndex, AutoGen, CrewAI, Semantic Kernel, and MCP. 3,330+ conforman…

52
49

Grafeo

Grafeo is a pure-Rust, high-performance graph database that can be embedded as a library or run as a standalone database, with optional in-memory or persistent storage. Grafeo sup…

52
50

Swarmvault

Inspired by Karpathy's LLM Wiki. Local-first LLM knowledge base compiler (Claude Code, Codex, OpenCode, OpenClaw). Turn raw research into a persistent markdown wiki, knowledge gra…

52
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