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

  • browser-for-ai

    icueth
    A
    license
    Not graded
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    1
    MIT

  • Post For Me MCP Server

    DayMoonDevelopment
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to interact with the Post For Me API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.
    703
    1
    Apache 2.0

  • graphql-agent-toolkit

    mstuart
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to interact with any GraphQL API by introspecting the schema and exposing queries and mutations as MCP tools, with built-in pagination, semantic search, and framework adapters.
    5
    MIT

  • Validator Ai MCP

    CSOAI-ORG
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for validating JSON against schemas, checking email deliverability, verifying URLs, assessing data quality, and validating API responses using RFC-compliant checks and heuristic analysis.
    11
    MIT

  • webhook-ai-mcp

    CSOAI-ORG
    F
    license
    Not graded
    quality
    A
    maintenance
    Webhook management and debugging. Validate signatures, log events, replay, and analyze webhook traffic.

  • OpenAPI Search MCP Server

    Sheepion
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to load, parse, and query OpenAPI/Swagger documentation from URLs with intelligent search across endpoints, schemas, and authentication methods. Provides 10 specialized tools for comprehensive API exploration including path details, operation lookups, and multi-criteria search capabilities.
    4

  • goodday-mcp

    cdmx-in
    A
    license
    B
    quality
    D
    maintenance
    Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to seamlessly integrate with the Goodday project management platform via its API v2. It enables querying of projects, tasks, and users—without altering any data—making it ideal for secure context-aware applications
    21
    2
    MIT

  • ALECS - MCP server for Akamai

    henrikaslund
    -
    license
    B
    quality
    Not graded
    maintenance
    MCP server for Akamai APIs. 198 tools covering Property Manager, Edge DNS, CPS, WAF, and reporting. Built with TypeScript, featuring modular architecture, comprehensive testing, and multi-account support. Make Akamai accessible to AI assistants.
    1
    9
    10

  • MCP Server

    Node-In-Layers
    A
    license
    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    22
    ISC