"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:

• Neo4j Agent Memory MCP Server

  knowall-ai

  A

  license

  A

  quality

  D

  maintenance

  Enables AI agents to store, retrieve, and connect information in a Neo4j graph database as persistent memory, with semantic relationships, natural language search, and temporal tracking across conversations.

  Last updated 2025-10-27

  9

  34

  69

  MIT
• 

  Structured-shofficial

  structured-sh

  A

  license

  -

  quality

  B

  maintenance

  MCP server providing managed persistent memory for AI agents. Read and write structured state across sessions, tools, and restarts at 1000+ requests per second, with no infrastructure to self-host or operate.

  Last updated 2026-04-09

  2

  Apache 2.0

• NeoCoder Neo4j AI Workflow

  angrysky56

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.

  Last updated 2025-12-17

  20

  MIT
• 

  neo4j-gdsofficial

  neo4j-contrib

  A

  license

  -

  quality

  A

  maintenance

  Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate parameterised graph algorithms.

  Last updated 2026-06-12

  87

  MIT

• RAG In A Box MCP Server

  DevNexsler

  F

  license

  -

  quality

  B

  maintenance

  Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.

  Last updated 2026-06-15

  4

• Neo4j GraphRAG MCP Server

  neo4j-field

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.

  Last updated 2026-03-26

  5

  2

  MIT

• Neo4j MCP Server

  Tobarrientos2

  A

  license

  B

  quality

  D

  maintenance

  An implementation for managing Neo4j graph database operations through the Model Context Protocol, enabling users to execute Cypher queries against their Neo4j database via AI assistants like Cursor and Claude Desktop.

  Last updated 2025-03-12

  1

  7

  4

  ISC

• Database Tools for Claude AI

  elber-code

  A

  license

  B

  quality

  D

  maintenance

  MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.

  Last updated 2025-04-17

  1

  9

  4

  MIT

• Neo4j MCP Clients & Servers

  neo4j-contrib

  A

  license

  -

  quality

  C

  maintenance

  This lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things with Neo4j and your Aura account.

  Last updated 2026-04-10

  961

  MIT

• Todo for AI MCP Server

  todo-for-ai

  A

  license

  -

  quality

  D

  maintenance

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  39

  Apache 2.0

• Neo4j MCP

  cxt9

  A

  license

  -

  quality

  C

  maintenance

  Enables LLMs to interact with Neo4j graph databases using natural language to execute Cypher queries and introspect database schemas. It supports both read and write operations for local, Docker, and cloud-based instances like Neo4j Aura.

  Last updated 2026-04-11

  MIT

• neo4j-mcp

  lesleslie

  A

  license

  -

  quality

  D

  maintenance

  MCP server for Neo4j graph database operations, enabling Cypher queries, node/relationship management, and schema discovery.

  Last updated 2026-05-10

  BSD 3-Clause

• MCP Server for Oracle Database

  kutsushitaneko

  F

  license

  -

  quality

  D

  maintenance

  Enables AI applications to run SQL queries and retrieve results from Oracle Database.

  Last updated 2025-05-11

  8

• xlsx-for-ai

  senoff

  A

  license

  A

  quality

  A

  maintenance

  50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.

  Last updated 2026-06-14

  50

  2,038

  MIT

• QR for Agent

  benswel

  A

  license

  A

  quality

  B

  maintenance

  Dynamic QR code platform for AI agents. Create, customize, and track QR codes without regenerating images. 37 tools covering 11 QR types (URL, vCard, WiFi, event…).

  Last updated 2026-06-09

  37

  1

  MIT

• web-search-agent

  WaynePluto

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for structured multi-source verification.

  Last updated 2026-05-27

  3

  1

  MIT

• Structured Workflow MCP

  kingdomseed

  A

  license

  A

  quality

  B

  maintenance

  Enforces disciplined programming practices by requiring AI assistants to audit their work and produce verified outputs at each phase of development, following structured workflows for refactoring, feature development, and testing.

  Last updated 2026-05-20

  20

  36

  12

  MIT

• io.github.peterkolbe/ableton

  peterkolbe

  A

  license

  A

  quality

  A

  maintenance

  MCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.

  Last updated 2026-05-15

  12

  MIT

• MCP Server for Google Search

  mcp-for-dev

  F

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

  Last updated 2025-05-15

  2

  6

  2

• MCP Neo4j Server

  da-okazaki

  A

  license

  -

  quality

  F

  maintenance

  This server enables interaction between Neo4j databases and Claude Desktop, allowing users to execute Cypher queries, create nodes, and establish relationships in the database.

  Last updated 2026-03-28

  85

  58

  MIT