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  • 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

  • otel-analyzer-mcp

    jsamuel1
    A
    license
    B
    quality
    C
    maintenance
    MCP server for analyzing OpenTelemetry traces with performance and error diagnosis, supporting loading from files, AWS X-Ray, and CloudWatch.
    8
    MIT

  • 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.

  • 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.

  • 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.

  • solar-mcp

    qso-graph
    A
    license
    A
    quality
    D
    maintenance
    MCP server for space weather and HF propagation conditions — live solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, 27-day forecast, and band-by-band outlook through any MCP-compatible AI assistant.
    7
    2
    GPL 3.0

  • 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

  • PDF RAG MCP Server

    abdellahiheiballa
    A
    license
    -
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses ChromaDB for vector storage, sentence-transformers for embeddings, and semantic chunking for intelligent text segmentation.
    MIT

  • PDF Inline Image RAG MCP

    Joncallim
    A
    license
    -
    quality
    C
    maintenance
    Builds searchable SQLite databases from PDFs, preserving inline image locations for AI agents to discover and caption visual content. Supports full-text search over text, image placeholders, and saved captions.
    1
    MIT

  • ontology-rag-mcp

    Pawangunjkar
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.
    MIT

  • RAG-MCP Server

    plaban1981
    A
    license
    -
    quality
    D
    maintenance
    A server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.
    4
    Apache 2.0

  • PDF RAG MCP Server

    MBaranekTech
    A
    license
    -
    quality
    D
    maintenance
    Enables RAG over messy PDFs — extract, chunk, embed, and search scanned, multi-column, and table-heavy documents.
    MIT

  • mcp-rag-mini

    Pinger1456
    A
    license
    -
    quality
    B
    maintenance
    A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and returning a suggested LLM prompt.
    MIT

  • fetch-url-raw

    cinit
    A
    license
    -
    quality
    B
    maintenance
    A stateless MCP server that provides a configurable HTTP client tool for LLM agents, supporting custom methods, headers, bodies, timeouts, redirects, response size limits, DNS overrides, and TLS verification.
    MIT