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

• Neo4j Agent Memory MCP Server

  knowall-ai

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  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

  23

  67

  MIT

• NeoCoder Neo4j AI Workflow

  angrysky56

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  security

  A

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  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 GraphRAG MCP Server

  neo4j-field

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  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

• Todo for AI MCP Server

  todo-for-ai

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  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

  4

  Apache 2.0

• Neo4j MCP Clients & Servers

  neo4j-contrib

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  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

  923

  MIT

• database

  haymon-ai

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  Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite

  Last updated 2026-04-15

  9

  MIT

• Neo4j MCP

  cxt9

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  security

  F

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  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 2025-08-19

• Database Tools for Claude AI

  elber-code

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  security

  F

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  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

  11

  4

• Neo4j MCP Server

  Tobarrientos2

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  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

  20

  4

• In Memoria

  pi22by7

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  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  171

  165

  MIT

• AI Intervention Agent

  XIADENGMA

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  Enables real-time user intervention for MCP agents through a web UI, allowing users to review context and provide feedback when AI agents drift from intent, keeping them on track.

  Last updated 2026-03-30

  1

  8

  MIT

• MCP Server for Google Search

  mcp-for-dev

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  security

  F

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  quality

  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

  3

  2

• Neo4j MCP Server

  rebots-online

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  security

  F

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  A fork of the Neo4j Model Context Protocol server that enables interaction with Neo4j knowledge graphs through environment variable configuration and improved options for remote connections.

  Last updated 2025-01-11

  2

• AI Agent Generator

  arturwyroslak

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  security

  F

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  Enables creation and deployment of AI agents through natural language by providing tools for agent specification, smart component integration from 500+ ready-to-use components, and one-click deployment with intelligent auto-configuration.

  Last updated 2025-09-23

  1

• MCP Neo4j Server

  da-okazaki

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  security

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  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

  110

  58

  MIT

• MCP Server for Vertex AI

  ubie-oss

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  A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.

  Last updated 2026-04-01

  35

  Apache 2.0

• MCP AI Agent Server

  singularitybridge

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  A

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  Bridges Cline to an AI agent system through the Model Context Protocol, enabling message sending, session management, and assistant switching for seamless interaction with AI agents.

  Last updated 2025-06-23

  MIT

• Structured Workflow MCP

  kingdomseed

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  security

  F

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  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 2026-03-21

  20

  4

  10

• Neo4j Memory Server

  sylweriusz

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  Provides AI assistants with persistent graph-based memory capabilities using Neo4j, enabling semantic search, relationship tracking, and knowledge organization across multiple project contexts.

  Last updated 2025-06-12

  9

  33

  MIT

• NotebookLM MCP Structured

  paolodalprato

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  A

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  An enhanced MCP server that enables users to interact with NotebookLM while ensuring strict source fidelity and citation accuracy through client-side prompt structuring. It guides Claude to transform user queries into structured prompts that prevent the addition of external knowledge during document analysis.

  Last updated 2026-03-15

  27

  MIT

• Google AI Search MCP

  shariqriazz

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  Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.

  Last updated 2025-06-19

  3

  1

  MIT

• Neo4j MCP Server

  vpro1032

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  Enables AI assistants to interact with Neo4j graph databases through natural language, supporting Cypher queries, schema management, data manipulation, and graph algorithms.

  Last updated 2025-12-07

  MIT

• neo4j-server-remote

  dsimile

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  Enables interaction with Neo4j graph databases through Cypher queries, supporting both read and write operations, schema exploration, and remote database connections via SSE or STDIO transport protocols.

  Last updated 2025-06-17

  5

  MIT

• Realty In Au MCP Server

  BACH-AI-Tools

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  security

  A

  license

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  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  13

  MIT

• Personal Neo4j Memory Server

  jeelidev

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  Provides AI assistants with persistent, graph-based memory using Neo4j, enabling semantic search and complex relationship tracking. It features specialized Cloudflare Access support for secure remote connections and isolated multi-database management for different projects.

  Last updated 2025-11-07

  7

  MIT

• Figma Structured MCP

  Pursue-LLL

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  Enables automated export, compression, and cloud upload of Figma design assets by simply providing Figma links. Supports batch processing of nodes and children, returning structured data with publicly accessible image URLs.

  Last updated 2025-07-04

  1

  3

  MIT

• Database MCP

  thekaranpargaie

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  F

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  Provides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.

  Last updated 2026-01-21

  21

• mcp-structured-thinking

  Promptly-Technologies-LLC

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  security

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  A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced "metacognitive" self-reflection.

  Last updated 2025-03-23

  5

  66

  25

  MIT

• All-in-MCP

  isomoes

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  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  10

  2

  MIT

• AI Agent Marketplace Index

  aiagenta2z

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  security

  F

  license

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  quality

  Enables searching for AI agents by keywords or categories, allowing users to discover tools like coding agents, GUI agents, or industry-specific assistants across marketplaces.

  Last updated 2026-04-10

  44

• mcp-structured-memory

  nmeierpolys

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  Make it easy for agents to build their context about your projects over time The server provides a set of tools to help agents accumulate knowledge about a project over time in a structured way.

  Last updated 2026-04-16

  10

  16

  10

  MIT

• Structured-Argumentation

  xiaobenyang-com

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  security

  A

  license

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  quality

  A group of model context protocol servers provide cognitive enhancement tools for large language models.

  Last updated 2026-01-09

  1

  2

  Apache 2.0

• AI Agent with MCP

  moises-paschoalick

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  security

  F

  license

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  quality

  Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

  Last updated 2025-06-27

  13

  2

• Realty In Ca1 MCP Server

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

  Last updated 2025-12-07

  13

  MIT

• GEO Analysis for AI SEO

  houtini-ai

  A

  security

  A

  license

  B

  quality

  GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.

  Last updated 2026-03-22

  2

  37

  15

  MIT

• ZeroTrusted-ai PII Detection

  www-zerotrusted-ai

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  security

  A

  license

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  quality

  ZeroTrusted-ai PII Detection Agent

  Last updated 2025-11-05

  1

  Apache 2.0

• QR for Agent

  benswel

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  security

  A

  license

  A

  quality

  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 2026-03-27

  37

  1

  MIT

• n8n Manager for AI Agents

  czlonkowski

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  security

  A

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  quality

  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  56

  MIT

• SRC (Structured Repo Context)

  kvnpetit

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  security

  A

  license

  A

  quality

  An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.

  Last updated 2026-02-27

  5

  7

  1

  MIT

• Azure AI Agent Service + Azure

  0lovesakura0

  -

  security

  F

  license

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  quality

  Enables Claude Desktop to search private documents using Azure AI Search and perform web searches with Bing, providing AI-enhanced results with source citations through Azure AI Agent Service or direct Azure AI Search integration.

  Last updated 2025-11-19

• Database MCP Server

  ZeaoZhang

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  security

  A

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  quality

  Provides universal database operations for AI assistants through MCP, supporting 40+ databases including PostgreSQL, MySQL, MongoDB, Redis, and SQLite with built-in introspection tools for schema exploration.

  Last updated 2025-12-08

  12

  MIT

• Social Download All In One

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

  Last updated 2025-12-07

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  security

  A

  license

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  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Database MCP Server

  roilanrodriguez55

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  security

  F

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  quality

  An extensible MCP server for database operations that supports PostgreSQL for managing schemas, tables, data, and user permissions. It features automatic migration recording for DDL changes and integrates with various AI-powered editors like Cursor, Zed, and Claude Code.

  Last updated 2026-03-24

  20

  1

• AI Agent Timeline MCP Server

  kmio11

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  security

  F

  license

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  quality

  Provides a Twitter-like timeline interface where AI agents can post thoughts and progress updates in real-time while working on tasks. It enables users to monitor agent activities through a web GUI and persistent database storage for debugging and session tracking.

  Last updated 2025-07-23

  1

• Tavily Search MCP Agent

  arben-adm

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  security

  A

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  quality

  This MCP server performs multi-topic searches in business, news, finance, and politics using the Tavily API, providing high-quality sources and intelligent summaries.

  Last updated 2025-01-29

  2

  MIT

• Higress AI-Search MCP Server

  cr7258

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  security

  A

  license

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  quality

  A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.

  Last updated 2025-05-06

  5

  Apache 2.0

• Database MCP Server

  EmilyThaHuman

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  security

  F

  license

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  quality

  Enables AI assistants to interact with PostgreSQL and Supabase databases through natural language. Supports secure database operations including queries, migrations, and schema management with user-provided credentials.

  Last updated 2025-08-28

  21

  1
• 

  Neo4J MCP Server by CDataofficial

  CDataSoftware

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  security

  A

  license

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  quality

  Neo4J MCP Server by CData

  Last updated 2025-10-18

  MIT

• Database MCP Server

  VRUSHIL1

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with MySQL databases through natural language for schema introspection, safe SQL execution, and full CRUD operations. It provides built-in tools for managing users, products, and orders while ensuring security through parameterized queries and read-only SQL checks.

  Last updated 2026-01-27