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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
151

Symbiote

Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA.

34
152

Engraph

Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.

34
153

A Mem MCP Server

A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Storage: ChromaDB + NetworkX DiGraph with explicit typed edges | Based on Zettelkasten

34
154

PDBe MCP Servers

PDBe MCP Servers integrate Protein Data Bank Europe resources with LLMs via Model Context Protocol. Provides seamless access to protein structure data through API tools and graph…

34
155

Archivist MCP

Archivist MCP is a local-first memory server for coding agents. It persists decisions, incidents, rules, entities, and graph relationships in SQLite, then exposes them over MCP (s…

34
156

LxDIG MCP

Dynamic Intelligence Graph (DIG) MCP server for AI coding agents. Persistent code knowledge graph, a code RAG improvement, with hybrid Graph + Vector + BM25 retrieval, agent memor…

34
157

Archiledger

Graph based implementation of the Model Context Protocol Memory Server

34
158

Grafyn

The knowledge base built for people who live in LLMs. Import conversations from ChatGPT, Claude, Gemini, and Grok. Run models side-by-side or watch them debate each other on your…

34
159

Pensyve

Universal memory runtime for AI agents. 8-signal retrieval, multimodal memory, spaced-repetition decay, and procedural learning. Rust core with Python, TypeScript, Go SDKs + MCP s…

34
160

whynowlab/jarvis-orb

time desktop visualization orb.

34
161

wazionapps/nexo

Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.

34
162

Memoryvault

MemoryVault — a self-hosted, graph-aware memory server for AI assistants. Cloudflare Workers + D1 + MCP.

34
163

Magi

MAGI — Multi-Agent Graph Intelligence. Universal memory server for AI agents. MCP + gRPC + REST API with semantic search, knowledge graph, and behavioral pattern analysis.

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164

Aman Agent

Your AI companion, running locally — powered by the aman ecosystem

34
165

Mempalace Node

Local AI memory system for Node.js — verbatim storage, semantic search, knowledge graph, MCP server. Port of the Python MemPalace.

34
166

Graphrag Code

🕸️ Code knowledge graph for Claude Code & AI coding agents — index TypeScript, NestJS, React into Neo4j and query architecture in Cypher

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167

HiveMem

Personal knowledge system — MCP server with PostgreSQL semantic search and temporal knowledge graph

34
168

Openeruka

Self-hosted Eruka-compatible memory server — SQLite backend, REST API, MCP, and CLI. Single binary.

34
169

DuhoKim/NebulaMind

Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth requ…

34
170

Engram Go

Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.

34
171

KnowledgeGraph

MCP server providing long-term memory for AI agents — knowledge graph with Qwen3 embeddings, continuous learning, and knowledge evolution

34
172

TheStack-ai/waypath

aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.

34
173

Mempalace Rs

Local-first AI memory system in Rust with SQLite storage, semantic search, knowledge graph, MCP server, and CLI.

34
174

Rein

Multi-source cross-validated memory MCP server for AI agents (Rust, jieba CJK, local-first, AGPL)

34
175

Understand Quickly

Public registry of code-knowledge graphs for AI agents. Awesome-list 2.0: pointers to schema-validated content, not just links.

34
176

Graphstore

Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.

34
177

stevepridemore/graph-memory

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

34
178

Research Paper Connection Finder

Interactive AI agent system that utilizes FastMCP and graph networks to map out research paper connections and discover collaborative project ideas.

34
179

Nram

Self-hosted long-term memory substrate for any LLM-using tool. Hybrid vector + lexical recall with MMR reranking, auto-extracted knowledge graph, sleep-style consolidation, per-pr…

34
180

Engram MCP

MCP server in Rust for AI agent persistent memory: branch-aware session handoffs, local ONNX embeddings, SQLite-backed semantic search.

34
181

Palace Rs

Local-first AI memory system in Rust with SQLite storage, semantic search, knowledge graph, MCP server, and CLI.

34
182

Cgx

Turn any Git repo into a queryable knowledge graph. Tree-sitter + git history + DuckDB + WebGL graph. MCP server for Cursor & Claude Code.

34
183

Skymem Io

The trusted state layer for persistent AI agents. Structured cognition, audit-grade observability, MCP-native. Self-hostable. ELv2.

34
184

soolaugust/0CompactMem

os`

34
185

Dense Mem

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

34
186

DocGraph

Govern your documents like code. MCP server that indexes .md/.docx/.html/.pdf into a SQLite knowledge graph and runs drift audits — stale policies, conflicting research claims, su…

34
187

Glyphtrail

Local code intelligence graph for AI coding agents: Tree-sitter static analysis, structural code search, dependency impact, blast-radius analysis, CLI and MCP server.

34
188

Allan MCP Memory Code

🧠 Knowledge Graph Memory for AI Coding Agents & Openclaw - Full offline mode with Docker. Integrates with Claude, Cline, Cursor, Windsurf, and more. Auto-extracts entities & relat…

34
189

Kumbukum

Open source memory infrastructure for AI and humans. Turn scattered knowledge into AI-ready context across Claude, Cursor, ChatGPT, and any MCP client.

34
190

TheGoatPsy/mneme

native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store.

34
191

LLM Kernel

Rust foundation library for AI-native apps — 16-provider catalog, async LLM client, MCP server, knowledge graph, local ONNX embedding (44 models), and safety utilities

34
192

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.

34
193

Aionforge Memory

A Rust-native agentic memory substrate built on the selene-db graph engine: a bi-temporal knowledge graph, hybrid retrieval, and an optional MCP server.

34
194

Context Graph

Context-Graph Knowledge graph engine that indexes code, docs, PDFs, and schemas into a queryable graph. Query via CLI or expose to AI agents through an MCP server.

34
195

Hades Plugin

The Claude Code plugin for Hades — Unity-aware AI infrastructure. Install via the marketplace; built from [TheArcForge/Hades].

34
196

Ontology Atlas

Local-first ontology memory for plain Codex/Claude Code via Atlas MCP/CLI: product meaning, code evidence, verification paths.

34
197

Deep Ass Research

IDE-agnostic deep-research framework for AI agents: maps a topic wide, commits to depth on purpose, adversarially verifies its findings, and synthesizes them into a backlinked, pr…

34
198

Awesome Agentic Knowledge Base

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

34
199

Memkin

Local-first personal memory extraction and storage。一个面向个人工作场景下的、本地优先的记忆系统

34
200

Codesynapse

MCP server for code intelligence - maps source code into a knowledge graph so AI tools understand architecture, not just files. Built in Rust.

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