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MCP servers tagged graph-database

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

92
live servers
40
avg trust
4.5K
most stars
51

Reed

simonives

A self-hosted, open-source RSS reader with a graph-native data model, public REST API, and first-class MCP server.

★ 1updated 4 days ago
34
52

Qdrant Neo4j Crawl4ai MCP

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…

34
53

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
54

Automatised Pipeline

Codebase intelligence as an MCP server — tree-sitter AST → LadybugDB graph → Louvain communities → hybrid BM25 + TF-IDF + RRF search. 23 tools · 10 stages · 220 tests · Rust · Cle…

34
55

Graphstore

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

34
56

mcasdfgf/mcp-roo-memory

based deployment with Qdrant.

34
57

Better Memory MCP

Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelc…

34
58

Mindreader

Mindreader gives AI agents a memory they must curate, not a history they can search.

34
59

Cuba Memorys

Provide AI agents with long-term memory using a neuroscience-based knowledge graph and Model Context Protocol for improved coding assistance.

34
60

Spice Bae

AI-powered spice advisor with 88+ spices, nutritional data (USDA), health benefits (NCCIH), and safety info -- built with Gradio, LlamaIndex, Neo4j, and Claude. Exposes tools via…

34
61

Engrava

The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/edge journal.

34
62

Braid

A harness framework that keeps AI and your team building one domain model together, in a loop where the AI drafts and asks, and people decide.

34
63

Graphiti Local

Graphiti Local — local-first temporal knowledge graph

34
64

Neo4j Yass MCP

Production-ready, security-enhanced MCP server for Neo4j with LLM integration. Transform natural language into graph insights with enterprise-grade security.

34
65

Binelek MCP Server

Model Context Protocol (MCP) server for Binelek Platform - 18 tools for knowledge graph interaction

34
66

Sf Graph

🚧 [WIP] SF CLI plugin + MCP server that maps Salesforce metadata to Neo4j. Interactive TUI explorer, AI-powered SOQL generation, multi-org schema comparison.

34
67

Cortex Code Neo4j MCP

Snowflake Cortex Code MCP server that connects Cortex agents to Neo4j Aura via the Aura REST API for graph-backed enterprise AI workflows.

34
68

Universal Lsp

One fast, low-memory C++ language server for many languages via declarative Lua plugins — no external language servers, ever. LSP over stdio for editors, MCP for agents, batch CLI…

34
69

LxDIG Visual

Interactive code graph explorer and codebase visualization tool for the lxDIG platform. Render dependency graphs, architecture layers, and call edges as a live, navigable canvas.…

34
70

Stromadb

Real-time GraphRAG engine optimized for LLMs — stream-native graph + vector + typed retrieval (Rust). Source-available.

34
71

Byori

The multi-agent coding workspace that remembers your project — run Claude Code and Codex side by side over a shared ByoriDB graph memory

34
72

Js Doc Store

Zero-dependency vanilla JS document database in one file. MongoDB-style queries, indices, joins, aggregation, full-text search, graph traversal, field encryption, and JWT auth.

34
73

Binelek Vscode Extension

VS Code extension for Binelek Platform - Integrated knowledge graph development tools

34
74

Brain.db

Persistent memory database for MCP systems — SQLite, FTS5 search, vector embeddings, 3-signal RRF recall, ACT-R decay, graph edges. (Companion repo — architecture and interface on…

34
75

Sec Ownership Graph

A graph-native SEC ownership graph in Neo4j: activist coalitions, control chains and board interlocks from 13D/13G/Form 3-4-5/13F filings. Curated read-only MCP tools; every answe…

34
76

Blackwall

Blackwall is an autonomous Agentic Firewall designed to secure AI agents by actively intercepting execution flows before they reach external systems or the host OS. It leverages s…

34
77

Vellis

Vellis — open-source context graph engine for AI agents: typed, local-first memory with explicit schema, validated change, deterministic query, migration, snapshots, replay, and a…

34
78

Metacontext

Metacontext is an AI-native, multi-agent system that centralizes knowledge from code, docs, and expert insights. It breaks silos, preserves tacit knowledge, maintains living docs,…

34
79

Aingle

The verifiable memory cortex for AI agents: a semantic graph and vector search with zero-knowledge provenance.

34
80

My Memory MCP

TypeScript-based Model Context Protocol server with SQLite. Enables AI to persist and search user entities, observations, and relationships.

34
81

Cypher Rs

openCypher front-end in Rust. Lex · parse · sema · plan · optimize · cost. Ships an MCP server (cypher-mcp). Storage-agnostic. v0.10 shipped.

34
82

Neo4j MCP Server Free

freebase-cloud

Neo4j MCP server — free cloud Neo4j graph database with Cypher for Claude, ChatGPT and AI agents

34
83

Anatid

thedatasense

Local memory for AI agents, with evidence, corrections and history. One DuckDB file.

updated a month ago
34
84

Arango Mind

woolkingx

Schema-driven ArangoDB MCP server with OpenAPI search/exec, AQL templates, and knowledge-atlas projections.

34
85

Pharma Intel MCP Demo Lite

neo4j-field

A lightweight, reproducible demo of pharma competitive-intelligence graph construction and GraphRAG Q&A: 14 investor-deck PDFs → a Neo4j knowledge graph via neo4j-mcp-workspace-te…

34
86

Fraudgraph

AKRai-2005

Agentic fraud investigation on TigerGraph: takes a bank alert, investigates it across a 590,742-transaction graph, decides what kind of fraud it is and how far it goes, and recomm…

34
87

FlowRAG

Zweer

🌊 TypeScript RAG library with knowledge graph support — batch indexing, semantic search, entity extraction, and graph traversal. Lambda-friendly, Git-friendly, zero servers.

34
88

Memorygraph

websmartshubhamk

Entity-anchored, vector-searchable, salience-weighted graph memory MCP server for Claude Code. Local-first, privacy-first, zero-cloud.

34
89

Better Memory MCP

guinacio

Enhanced MCP memory server with advanced graph operations: observation-level search, relation filtering, neighbor traversal, subgraph extraction, and path finding. Fork of @modelc…

updated 7 months ago
34
90

Brickmedic

jjohnson5253

A FalkorDB repair lab and MCP tool server for brick models, with counterfactual queries and independently replayable repair proofs.

updated 14 hours ago
34
91

Surrealdb

api-evangelist

SurrealDB — independent third-party profile of a public API surface, by API Evangelist. SurrealDB is a multi-model database that unifies documents, graphs, vectors, time-series, f…

updated yesterday
34
92

Semvec Neo4j Agent Integration

VersinoPsiOmega

Persistent semantic memory for multi-agent LLM systems: Semvec drift detection + a Neo4j knowledge graph. Constant-cost agent memory, multi-agent clusters/regions, verbatim-fact p…

updated 2 months ago
34
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