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"Understanding Batch Processing in Computing or Operations" matching MCP servers:

  • 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

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    -
    quality
    B
    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

  • UAB Research Computing

    jgordini
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT

  • scicalc-mcp

    k-ming
    A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server providing mathematical and scientific computing capabilities via NumPy, pandas, SciPy, and Matplotlib, with 19 tools for linear algebra, statistics, numerical methods, data processing, and plotting.
    19
    MIT

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
    A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    120
    MIT
  • Lyrenth by lyrenth

    Lyrenthofficial

    lyrenth
    A
    license
    A
    quality
    A
    maintenance
    Read any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads resolve through Lyrenth's shared cache, so it is far fewer tokens than raw HTML and origin-friendly.
    3
    111
    1
    MIT

  • Paper Download MCP Server

    Oxidane-bot
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for downloading academic papers from multiple sources using intelligent routing and year-aware priority selection. It enables users to retrieve metadata and download single or batch PDFs by DOI or URL.
    3
    2
    MIT
  • Suparse MCP Server by suparse

    Suparse MCP Serverofficial

    suparse
    A
    license
    A
    quality
    B
    maintenance
    Enables document processing with Suparse API, extracting structured data from documents into JSON, CSV, XLSX, or Google Sheets, and supports processing single files or folders.
    6
    30
    MIT

  • mcp-server-ads

    cbyrohl
    A
    license
    A
    quality
    C
    maintenance
    An MCP server for the NASA Astrophysics Data System (ADS) that enables searching, citation graph traversal, and bibliography management for astrophysics literature. It provides tools for computing citation metrics, resolving astronomical object names, and managing paper libraries through natural language.
    11
    5
    MIT

  • Siril MCP Server

    taco-ops
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that integrates with Siril astronomical image processing software to process Seestar telescope images, offering tools for binary detection, version checking, mosaic processing, and project analysis.
    7
    2
    MIT

  • scipdf-mcp

    gjjisadog
    A
    license
    A
    quality
    A
    maintenance
    MCP server for downloading academic papers from DOI or title, resolving references, and generating citations. Supports batch downloads, multiple mirrors, and optional Unpaywall integration.
    2
    11
    1
    MIT

  • Academic Search MCP

    ociupitu
    A
    license
    A
    quality
    C
    maintenance
    Enables searching academic literature via Semantic Scholar with relevance filters, batch metadata retrieval, and citation-graph recommendations.
    5
    AGPL 3.0

  • MinerU MCP Server

    linxule
    A
    license
    A
    quality
    B
    maintenance
    Enables document parsing and extraction from PDFs and other formats using the MinerU API. Supports batch processing, page range selection, OCR in 109 languages, and VLM/pipeline models for high-accuracy content extraction.
    4
    168
    9
    MIT

  • baltamatica.mcp

    wzlwww
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact with the Baltamatica scientific computing kernel, executing code, managing variables, and running scripts while preserving workspace state across calls.
    6
    4
    MIT