Skip to main content
Glama
72,476 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Ray" matching MCP servers:

  • InvoiceX-Ray

    DevNarayanU
    F
    license
    -
    quality
    B
    maintenance
    An MCP server for detecting Trade-Based Money Laundering (TBML) in Indian trade finance, cross-referencing invoices against commodity benchmarks, customs records, and regulatory timelines to identify over/under-invoicing, phantom shipments, and duplicate financing.

  • vmd-mcp

    Alierkn
    A
    license
    A
    quality
    C
    maintenance
    Drive VMD headlessly from any MCP client to analyze structures and trajectories, and ray-trace publication-quality images with no display.
    12
    MIT

  • xraylib MCP Server

    tschoonj
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that provides access to xraylib X-ray interaction data through a standardized interface. Query cross-sections, fluorescence lines, edge energies, and more from any MCP-compatible client.
    100
    2
    BSD 3-Clause

  • ras-commander-mcp

    gpt-cmdr
    A
    license
    -
    quality
    D
    maintenance
    Enables querying HEC-RAS project information, geometry elements, plan results, and compute messages through natural language, allowing interaction with hydraulic modeling projects.
    11
    MIT

  • dfxm-geo-mcp

    borgi-s
    A
    license
    -
    quality
    B
    maintenance
    MCP server that lets AI clients drive the dfxm-geo dark-field X-ray microscopy forward model, enabling config validation, reflection enumeration, and preview-scale simulations.
    MIT

  • cite-rag-mcp

    xiaofei03
    F
    license
    -
    quality
    B
    maintenance
    A local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and Word export via Pandoc with zotero.lua.

  • sionna-mcp

    Alexli18
    F
    license
    -
    quality
    B
    maintenance
    Exposes NVIDIA Sionna RT ray-tracing as 15 structured tools for AI agents, enabling wireless channel simulation (scene loading, antenna array setup, ray tracing, CSI extraction) through MCP.

  • MCP-based Academic Paper

    Ta-Gu
    F
    license
    -
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.

  • XrayDB MCP Server

    linegeek
    F
    license
    -
    quality
    D
    maintenance
    Prototype of a Model Context Protocol (MCP) server that provides access to X-ray properties of elements via the XrayDB library.

  • smart-ra

    4aprilmayjune6
    F
    license
    -
    quality
    B
    maintenance
    MCP server that automates audit risk assessment from Korean DART disclosures, providing deterministic risk signals, going-concern scoring, and memo draft generation without LLM judgment.

  • rays-mcp

    ivyyy0601
    F
    license
    -
    quality
    C
    maintenance
    Exposes global market breadth, volume, RSI, volatility, and sentiment for 12 major equity indices (US + Asia) via 5 tools.

  • Zotero Chunk RAG

    ccam80
    A
    license
    A
    quality
    A
    maintenance
    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    4
    9
    MIT

  • NotebookLM MCP Server

    ran-ai-agency
    A
    license
    A
    quality
    D
    maintenance
    Enables interaction with Google NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Google Drive, perform AI-powered research and analysis, generate audio podcasts, videos, infographics, and slide decks from notebook content.
    32
    MIT

  • research-mentor-rag

    GelortZCY
    A
    license
    C
    quality
    B
    maintenance
    MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment, statistics, and writing. It routes requests to specialized skills and real-time frontier searches to provide evidence-grounded research mentoring.
    6
    Apache 2.0

  • rag-paper

    i1ight
    A
    license
    -
    quality
    A
    maintenance
    A local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs.
    1
    MIT

  • MMWRAG

    mikrominiw
    A
    license
    -
    quality
    B
    maintenance
    Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers.
    MIT

  • LongBook Verifier

    Mormolykos
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring coverage deterministically, without external model APIs. It provides tools for chunking, indexing, retrieval, and evaluation.
    1
    MIT