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  • 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

  • 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

  • Formula One MCP Server

    Machine-To-Machine
    A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT

  • XFMS

    VisionAIrySE
    A
    license
    A
    quality
    F
    maintenance
    Enables users to select the optimal LLM for their specific task by aggregating benchmark data and user intent, returning a ranked shortlist with plain-English rationale.
    5
    MIT

  • fusion-mcp

    yksanjo
    A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to call OpenRouter Fusion, which queries a panel of models in parallel and synthesizes a single answer using a judge model, useful for research and critical decisions.
    1
    MIT

  • pyResToolbox MCP Server

    gabrielserrao
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to perform petroleum engineering calculations including PVT analysis, well performance modeling, and reservoir simulation support using industry-standard correlations and field units.
    45
    44
    GPL 3.0

  • mcp-server-peecai

    thein-art
    A
    license
    A
    quality
    C
    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    17
    82
    2
    MIT

  • DeepMiro

    kakarot-dev
    A
    license
    A
    quality
    C
    maintenance
    Simulate hundreds of AI agents to predict how communities react to events and policies. Upload any document (PDF, Markdown, text) and DeepMiro spawns a diverse swarm of AI agents that debate, share, and form opinions — then delivers a calibrated prediction report. Free and open-source.
    9
    7
    AGPL 3.0

  • research-dispatcher-mcp

    0x67108864
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to run research queries across multiple public sources (Hacker News, Reddit, GitHub, Brave Search) in parallel, returning normalized results.
    5
    MIT

  • LaminateAnalyzerMCP

    squall321
    F
    license
    A
    quality
    B
    maintenance
    Computes neutral surface, ABD stiffness, and evaluation metrics for laminated composites, allowing LLM agents to perform deterministic laminate analysis without direct calculation.
    11

  • mcp-server-wayback

    lakshyamehta03
    A
    license
    A
    quality
    B
    maintenance
    MCP server for the Internet Archive's Wayback Machine. Search archived snapshots, extract page text from a specific date, track how a site has changed over time, check if broken links are recoverable, and perform research across Internet Archive collections.
    6
    3
    MIT

  • KIPRIS Plus MCP Server

    SilverQ
    F
    license
    A
    quality
    D
    maintenance
    Enables searching and retrieving South Korean intellectual property data via the KIPRIS Plus Open API. Users can perform patent searches, look up bibliographic information, and convert natural language into KIPRIS search queries.
    6
    2