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

  • NotebookLM MCP Structured

    paolodalprato
    A
    license
    Not graded
    quality
    F
    maintenance
    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.
    45
    MIT

  • 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

  • find-a-book-mcp

    Xiaochengzi2048
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.
    3
    33
    6
    MIT

  • Vehicle Database MCP Server

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Enables access to comprehensive vehicle information including VIN decoding, license plate OCR, vehicle history checks (theft, title, salvage records), market valuations, specifications, and warranty data for vehicles across North America and Europe.
    6
    61
    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

  • a-share-mcp

    shouldnotappearcalm
    A
    license
    Not graded
    quality
    F
    maintenance
    提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。
    24
    MIT

  • pubmed-search

    Dariolex
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables searching PubMed using natural language questions by translating queries to PubMed syntax and returning semantically relevant results. It also supports related articles, citation chains, and bibliography export via MCP tools.
    2
    MIT

  • cnki-search

    Biogod2020
    A
    license
    A
    quality
    B
    maintenance
    MCP server for searching Chinese academic literature from CNKI Space, returning metadata such as title, authors, year, and links, and retrieving abstracts and degree details. Enables agents to query CNKI without an account.
    2
    MIT
  • Langclaw CROO Agent by Langclaw-AI-CROO

    Langclaw CROO Agentofficial

    Langclaw-AI-CROO
    A
    license
    Not graded
    quality
    B
    maintenance
    A paid callable research agent that provides source-backed reports, onchain intelligence, and claim verification via MCP tools for coding tools like Codex, Claude Code, Cursor, and Windsurf.
    MIT

  • HTZL A Share MCP

    mm2xai
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server providing 29 A-share analysis skills including real-time data, capital flow, limit-up tracking, technical/fundamental analysis, backtesting, risk control, and Xueqiu portfolio tracking, enabling AI agents to execute market research and strategy tasks.
    Apache 2.0

  • arXiv Search MCP

    markmcd
    A
    license
    Not graded
    quality
    D
    maintenance
    This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.
    3
    Apache 2.0