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

  • Neo4j GraphRAG MCP Server

    neo4j-field
    A
    license
    A
    quality
    C
    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.
    5
    2
    MIT

  • NeoCoder Neo4j AI Workflow

    angrysky56
    A
    license
    C
    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.
    30
    20
    MIT

  • 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.
    50
    376
    5
    MIT

  • Agent Search MCP

    lennney
    A
    license
    A
    quality
    A
    maintenance
    Free multi-source search for AI agents with multi-source verification, token savings, and MCP native support.
    7
    227
    107
    Apache 2.0

  • Agent Search MCP

    lennney
    A
    license
    A
    quality
    F
    maintenance
    Free multi-source web search server for AI agents, with confidence scoring and token optimization.
    3
    227
    Apache 2.0

  • Neo4j MCP Server

    alvaropaco
    A
    license
    A
    quality
    B
    maintenance
    MCP server for Neo4j that provides abstract graph operations for LLMs, enabling safe and consistent interaction with Neo4j databases through tools like search, insert, update, delete, and schema introspection.
    8
    MIT

  • QR for Agent

    benswel
    A
    license
    A
    quality
    C
    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…).
    37
    2
    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.
    3
    1
    MIT

  • agent-web-search

    JerryLiu369
    A
    license
    A
    quality
    B
    maintenance
    Provides a unified web search tool for AI agents by running multiple search providers concurrently and returning normalized results. It integrates with Claude Code, Codex CLI, OpenCode, and Hermes.
    1
    MIT

  • neo4j-mcp-gateway

    jeffneo
    F
    license
    A
    quality
    B
    maintenance
    A single local MCP gateway for Neo4j that exposes both proxied generic Neo4j tools (schema, Cypher, GDS) and custom YAML-defined use-case tools behind one stdio endpoint.
    3

  • 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.
    20
    35
    12
    MIT

  • MCP Neo4j Server

    da-okazaki
    A
    license
    B
    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.
    3
    79
    59
    MIT

  • mesen-for-ai

    paulomanrique
    A
    license
    C
    quality
    B
    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0