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

  • 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

  • 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.
    1
    10
    4
    ISC

  • Todo for AI MCP Server

    todo-for-ai
    A
    license
    Not graded
    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.
    65
    Apache 2.0
  • io.github.neo4j-labs/neo4j-mcp-canary by neo4j-labs

    io.github.neo4j-labs/neo4j-mcpofficial

    neo4j-labs
    F
    license
    Not graded
    quality
    C
    maintenance
    Neo4j MCP Canary is a fast-moving, experimental release of the Neo4j MCP server for customers who want to explore emerging capabilities before they are considered for the official server.
    2

  • Neo4j MCP

    cxt9
    A
    license
    Not graded
    quality
    D
    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.
    MIT

  • neo4j-mcp

    lesleslie
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Neo4j graph database operations, enabling Cypher queries, node/relationship management, and schema discovery.
    1
    BSD 3-Clause

  • 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

  • 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

  • Agent Abilities for MCP

    unaibamir
    A
    license
    Not graded
    quality
    A
    maintenance
    A free WordPress plugin that turns your site into a governed MCP server, exposing 153 curated WordPress abilities (posts, media, users, WooCommerce, ACF, SEO) as tools for AI agents like Claude and Cursor. Every ability is off by default, scoped to a least-privilege user, capability-gated, and logged.
    2
    GPL 2.0

  • neo4j-prefiltering-mcp

    tomasonjo
    A
    license
    Not graded
    quality
    D
    maintenance
    Automatically discovers vector indexes in a Neo4j database and exposes each as a semantic search tool with metadata pre-filtering, enabling natural language queries with dynamic filter support.
    2
    MIT

  • MCP Server for Vertex AI

    ubie-oss
    A
    license
    Not graded
    quality
    B
    maintenance
    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.
    38
    Apache 2.0

  • Neo4j YASS MCP

    hdjebar
    A
    license
    Not graded
    quality
    C
    maintenance
    Production-ready MCP server for Neo4j graph databases, enabling natural language to Cypher query translation with enterprise security and async performance.
    MIT

  • AI Search MCP Server

    lzycjwds
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides intelligent search aggregation for AI agents, automatically detecting intent and returning structured results with links to platforms for various categories like movies, books, products, courses, and more.
    MIT

  • ai-orders-agent

    legalrealist
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying and filtering a read-only dataset of AI-related court orders with full-text search, facets, and record retrieval via MCP, OpenAPI, or REST endpoints.
    MIT

  • ifsc-in

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables Indian bank branch IFSC code lookup via Razorpay's open API, allowing AI agents to retrieve branch details using IFSC codes.
    5
    MIT

  • AI-Agent-Hub

    justuncase1210-del
    F
    license
    Not graded
    quality
    B
    maintenance
    AI Agent Hub is a pay-per-call API platform for AI agents Every call is billed automatically in USDC using the x402 protocol - there is no API key, no account, and no signup. Agents get instant access to data queries, file storage, and ad impressions, paying only for what they actually use. The same tools are also exposed natively over MCP, so any MCP-capable agent can discover and call them

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    1