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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

  • M/M/1 and M/M/c Queue

    kiyoung8
    A
    license
    -
    quality
    D
    maintenance
    Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.
    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

  • IMF Data MCP Server

    c-cf
    A
    license
    A
    quality
    D
    maintenance
    The server integrates with the free IMF data API and provides various features to facilitate data retrieval and analysis. The server is built using the FastMCP framework and offers the following functionalities:
    10
    12
    Apache 2.0

  • ryogena-pubmed-mcp

    KyleVick4
    A
    license
    A
    quality
    D
    maintenance
    Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.
    4
    MIT

  • science-ai-mcp-server

    SelfPy
    A
    license
    A
    quality
    C
    maintenance
    Academic peer-review (HAKEM), research-gap finding, journal recommender (1,214 venues with predatory flags), duplicate publication checker, and article writer tools from Science AI Journal. Free local FTS5 tools + LLM-backed tools that bill the caller's account.
    7
    63
    1
    MIT

  • MCP Logic

    autonull
    F
    license
    A
    quality
    D
    maintenance
    Enables first-order logic reasoning including theorem proving, model finding, counterexample detection, and category theory diagram verification using pure TypeScript with no external dependencies.
    13
    4

  • Replication Radar

    ScienceLiveHub
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that makes the OpenAIRE Graph more useful for replication by identifying high-impact work worth replicating, finding independent reusable tooling, and checking replication status with verdicts.
    6
    MIT

  • arxivsub-mcp

    arxivsub
    A
    license
    A
    quality
    B
    maintenance
    Enables searching arXiv and top AI conferences, finding related papers, generating research insights, and managing a personal library via MCP tools.
    5
    45
    MIT

  • biotools-mcp

    madhusudan-kulkarni
    A
    license
    A
    quality
    B
    maintenance
    MCP server offering verified bioinformatics tools for sequence utilities and statistics, backed by BioPython/scipy. Enables AI agents to perform accurate GC content, translation, ORF finding, motif scanning, and statistical tests through natural language.
    11
    MIT

  • ArxivSearcher MCP Server

    emi-dm
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.
    7
    6

  • mathmethods-mcp

    agmonetti
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes numerical and mathematical methods (root finding, integration, differentiation, ODEs, Monte Carlo, dynamic systems) as tools for LLM agents to call directly from chat clients.
    29
    MIT

  • DHLAB MCP Server

    marksverdhei
    A
    license
    B
    quality
    B
    maintenance
    Provides access to the National Library of Norway's Digital Humanities Lab, enabling text and image search, NGram analysis, word lookup, concordance finding, and corpus statistics from Norwegian digital collections.
    9
    MIT

  • SSW Workforce Intelligence MCP

    sugukurukabe
    A
    license
    -
    quality
    C
    maintenance
    Enables workforce and labor market analysis for Specified Skilled Workers in Japan by aggregating public census data to provide regional and industry insights, labor supply-demand gaps, competitive landscape, and wage trends.
    1
    Apache 2.0

  • Validate

    harrykeen18
    A
    license
    -
    quality
    C
    maintenance
    This MCP server assists founders in customer discovery by structuring hypotheses, finding interviewees, generating call guides, and synthesizing insights to achieve product-market fit.
    25,271,753
    MIT