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

  • 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

  • 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

  • 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

  • Database MCP

    thekaranpargaie
    A
    license
    Not graded
    quality
    D
    maintenance
    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.
    22
    MIT

  • mcp-database

    AimanFadillah
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL/MariaDB MCP server for running SELECT queries safely, with automatic read-only enforcement and query limits.
    3
    16
    MIT

  • SRC (Structured Repo Context)

    kvnpetit
    A
    license
    A
    quality
    C
    maintenance
    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.
    5
    14
    1
    MIT

  • AI QA Agent MCP

    sadi-qa
    F
    license
    A
    quality
    A
    maintenance
    Analyzes Playwright test results to provide structured QA insights, including test metrics, failure analysis, bug report drafts, and release-quality recommendations.
    5

  • claude-database-tools

    Cyronius
    A
    license
    A
    quality
    D
    maintenance
    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    12
    5
    MIT

  • @cocaxcode/database-mcp

    cocaxcode
    A
    license
    B
    quality
    D
    maintenance
    A database MCP server providing 33 tools across PostgreSQL, MySQL, and SQLite, with connection groups, rollback, dump/restore, and schema auto-discovery via natural language.
    34
    82
    1
    MIT

  • All-in-MCP

    isomoes
    A
    license
    C
    quality
    C
    maintenance
    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.
    7
    2
    MIT
  • Neo4J MCP Server by CData by CDataSoftware

    Neo4J MCP Server by CDataofficial

    CDataSoftware
    A
    license
    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Neo4J data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out our MCP Server for Neo4J (https://www.cdata.com/drivers/neo4j/download/mcp).
    MIT