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"Startups in AI, Large Language Models, and AI Agents" matching MCP servers:

  • 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

  • Realty In Au MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    C
    maintenance
    Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.
    13
    MIT

  • AI-Scholarly-Mode

    adarshrkumar
    F
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to search and retrieve peer-reviewed academic articles exclusively from Springer Nature's open access collection. It provides a specialized mode for research-driven conversations, allowing users to toggle scholarly-only search and fetch full article content.
    4
    1
  • ai-visibility-index by creanlab

    ai-visibility-indexofficial

    creanlab
    A
    license
    -
    quality
    A
    maintenance
    Read-only access to the AI Visibility Index: the measured share of answer that 20 SaaS and 24 crypto brands hold across ChatGPT, Perplexity and Gemini, re-measured weekly on a frozen prompt panel with every past release kept at a permanent URL. Five tools — full index, one brand, brand list, complete history, methodology — served from dabyte.ai and dablock.ai with no API key and no auth; the data
    MIT

  • federal-spend-ai

    SBPnet
    A
    license
    -
    quality
    B
    maintenance
    MCP server for analyzing Canadian federal spending data, offering tools for contract search, NLP, semantic search, anomaly detection, and money-flow tracing.
    MIT

  • waste-for-agents

    elekli
    F
    license
    -
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.

  • Reuters Business and Financial

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    20
    MIT

  • AI Product Index

    110kc3
    F
    license
    -
    quality
    C
    maintenance
    Machine-readable directory of AI products that register themselves, plus an agent-readability grader for any URL.
    1

  • Agricultural AI MCP Server

    BishalJena
    F
    license
    -
    quality
    D
    maintenance
    Provides real-time crop price data from Indian government sources and agricultural web search capabilities. Enables AI chatbots to access comprehensive agricultural market information and news for farming-related queries.

  • mrc-data

    meacheal-ai
    A
    license
    A
    quality
    D
    maintenance
    The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.
    19
    6
    2
    Inno Setup
  • Statistics Query and Verification MCP by ONSdigital

    Statistics Query andofficial

    ONSdigital
    F
    license
    B
    quality
    C
    maintenance
    MCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text, data files, and search.
    5

  • disclosures

    carrotly-ai
    A
    license
    -
    quality
    B
    maintenance
    Enables corporate disclosure research through official SEC EDGAR and GLEIF sources, providing tools for company resolution, filings, insiders, ownership, financials, and private raises via natural language.
    233
    Apache 2.0

  • VedaApex

    heyabinav
    F
    license
    -
    quality
    B
    maintenance
    MCP server for VedaApex search aggregation, providing unified search, browser search, health check, and chat tools via REST-compatible backend.
    2

  • petmed MCP Server

    Aaron-AI-ai
    F
    license
    -
    quality
    B
    maintenance
    Provides tools to search and read markdown wiki documents and find animal hospitals, pharmacies, and grooming facilities using public data.

  • nucleotide_archive_mcp

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    An MCP server for searching and accessing RNA sequencing datasets from the European Nucleotide Archive (ENA), supporting bulk, single-cell, and spatial transcriptomics with advanced filtering and download capabilities.
    11
    1
    Apache 2.0

  • Thailand NSO MCP Server

    aard-ai
    A
    license
    A
    quality
    B
    maintenance
    Enables natural language discovery, querying, and analysis of Thailand's official statistics from the National Statistical Office via SDMX REST API. It provides tools for searching dataflows, exploring structures, and fetching data with caching and bilingual support.
    8
    MIT