{
  "example": false,
  "read_on": "2026-10-11",
  "categories": [
    {
      "id": "ai-and-agents",
      "label": "AI and agents",
      "what": "AI models, and the tools an assistant works with: search, browsing and memory.",
      "url": "https://mcpshortlist.com/ai-and-agents",
      "software": 0,
      "not_sorted_yet": 0,
      "subcategories": [
        {
          "id": "agent-memory",
          "label": "Agent memory and knowledge",
          "what": "Services that give an assistant a memory or a set of documents to search.",
          "also": ["memory", "rag", "retrieval", "knowledge graph", "context"],
          "url": "https://mcpshortlist.com/agent-memory",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "agent-builders",
          "label": "AI agent builders",
          "what": "Software for building AI agents and running them.",
          "also": ["ai agents", "agent framework", "agent platform", "orchestration", "multi-agent"],
          "url": "https://mcpshortlist.com/agent-builders",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "ai-models",
          "label": "AI models",
          "what": "Services that provide AI models to build with.",
          "also": ["llm", "inference", "model api", "embeddings", "prompts"],
          "url": "https://mcpshortlist.com/ai-models",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "browser-automation",
          "label": "Browser automation",
          "what": "Services that let an assistant open pages, click and fill forms in a browser.",
          "also": ["headless browser", "web automation", "computer use", "rpa"],
          "url": "https://mcpshortlist.com/browser-automation",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "document-extraction",
          "label": "Document extraction",
          "what": "Services that read documents and turn them into data.",
          "also": ["ocr", "document parsing", "document ai", "invoice extraction"],
          "url": "https://mcpshortlist.com/document-extraction",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "mcp-platforms",
          "label": "MCP platforms",
          "what": "Services that host, connect or manage MCP servers for a team.",
          "also": ["mcp gateway", "mcp hosting", "mcp servers", "model context protocol", "tool routing"],
          "url": "https://mcpshortlist.com/mcp-platforms",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "vector-databases",
          "label": "Vector databases",
          "what": "Databases that store text by meaning, so an assistant finds the passages close to a question.",
          "also": ["vector search", "embeddings store", "semantic search"],
          "url": "https://mcpshortlist.com/vector-databases",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "web-search",
          "label": "Web search and scraping",
          "what": "Services that search the web or read pages for an assistant.",
          "also": ["search api", "crawling", "scraping", "web data", "ai web scraping"],
          "url": "https://mcpshortlist.com/web-search",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        },
        {
          "id": "computer",
          "label": "Your computer",
          "what": "Connectors that let an assistant use the files and apps on your own computer.",
          "also": ["desktop", "mac", "windows", "filesystem", "local files"],
          "url": "https://mcpshortlist.com/computer",
          "category": "ai-and-agents",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "commerce",
      "label": "Commerce",
      "what": "Software for selling products, and services for buying them.",
      "url": "https://mcpshortlist.com/commerce",
      "software": 32,
      "not_sorted_yet": 32,
      "subcategories": [
        {
          "id": "ecommerce",
          "label": "E-commerce",
          "what": "Software that runs a shop on the web.",
          "also": ["online store", "shop", "storefront", "shopping cart", "orders"],
          "url": "https://mcpshortlist.com/ecommerce",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "inventory-management",
          "label": "Inventory management",
          "what": "Software that tracks stock and orders.",
          "also": ["stock", "inventory", "order management", "stock control"],
          "url": "https://mcpshortlist.com/inventory-management",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "marketplace-selling",
          "label": "Marketplace selling",
          "what": "Software that lists and manages products on marketplaces.",
          "also": ["amazon", "ebay", "tiktok shop", "listings", "sellers"],
          "url": "https://mcpshortlist.com/marketplace-selling",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "point-of-sale",
          "label": "Point of sale",
          "what": "Software that takes payment in a shop or a restaurant.",
          "also": ["pos", "till", "retail", "checkout"],
          "url": "https://mcpshortlist.com/point-of-sale",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "product-information-management",
          "label": "Product information management",
          "what": "Software that keeps every product’s description, pictures and prices in one place.",
          "also": ["pim", "product catalog", "product data"],
          "url": "https://mcpshortlist.com/product-information-management",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "shipping",
          "label": "Shipping",
          "what": "Software that prints labels, picks a carrier and tracks parcels.",
          "also": ["fulfilment", "tracking", "carriers", "labels", "returns"],
          "url": "https://mcpshortlist.com/shipping",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "shopping",
          "label": "Shopping",
          "what": "Services where you find and buy products, groceries or tickets.",
          "also": ["groceries", "price comparison", "delivery", "deals"],
          "url": "https://mcpshortlist.com/shopping",
          "category": "commerce",
          "software": [],
          "not_listed": []
        },
        {
          "id": "supply-chain",
          "label": "Supply chain and warehouses",
          "what": "Software that plans supply and runs warehouses.",
          "also": ["wms", "warehouse management", "demand planning", "supply chain planning"],
          "url": "https://mcpshortlist.com/supply-chain",
          "category": "commerce",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "communication",
      "label": "Communication",
      "what": "Software for writing, talking and meeting.",
      "url": "https://mcpshortlist.com/communication",
      "software": 75,
      "not_sorted_yet": 75,
      "subcategories": [
        {
          "id": "community",
          "label": "Community",
          "what": "Software that hosts a forum or a members’ space.",
          "also": ["forum", "members", "discussion", "online community"],
          "url": "https://mcpshortlist.com/community",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "email",
          "label": "Email",
          "what": "Software for reading, writing and sorting your own mail.",
          "also": ["mail", "inbox", "mailbox", "email client"],
          "url": "https://mcpshortlist.com/email",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "intranet",
          "label": "Intranet and internal communications",
          "what": "Software that shares company news and information with every employee.",
          "also": ["internal communications", "employee communications", "company news"],
          "url": "https://mcpshortlist.com/intranet",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "meeting-notes",
          "label": "Meeting notes and transcription",
          "what": "Software that records a meeting and writes its transcript and summary.",
          "also": ["ai meeting assistant", "ai notetaker", "transcripts", "recordings"],
          "url": "https://mcpshortlist.com/meeting-notes",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "notifications",
          "label": "Notifications",
          "what": "Services that send push and in-app notifications from an app.",
          "also": ["push notifications", "in-app messages", "alerts"],
          "url": "https://mcpshortlist.com/notifications",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "phone-and-sms",
          "label": "Phone and SMS",
          "what": "Software that makes calls and sends text messages.",
          "also": ["voip", "business phone", "text messages", "voice", "telephony", "whatsapp"],
          "url": "https://mcpshortlist.com/phone-and-sms",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "team-chat",
          "label": "Team chat",
          "what": "Software where a team writes to each other in channels and direct messages.",
          "also": ["messaging", "channels", "instant messaging", "business messaging"],
          "url": "https://mcpshortlist.com/team-chat",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "transactional-email",
          "label": "Transactional email",
          "what": "Services that send the emails an app or a site triggers.",
          "also": ["email sending", "smtp", "email api", "deliverability"],
          "url": "https://mcpshortlist.com/transactional-email",
          "category": "communication",
          "software": [],
          "not_listed": []
        },
        {
          "id": "video-conferencing",
          "label": "Video conferencing",
          "what": "Software for calls and meetings with video.",
          "also": ["video meetings", "video calls", "online meetings"],
          "url": "https://mcpshortlist.com/video-conferencing",
          "category": "communication",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "customer-support",
      "label": "Customer support",
      "what": "Software for answering customers and keeping them.",
      "url": "https://mcpshortlist.com/customer-support",
      "software": 0,
      "not_sorted_yet": 0,
      "subcategories": [
        {
          "id": "call-center",
          "label": "Call center",
          "what": "Software that handles customer phone calls for a support or sales team.",
          "also": ["contact center", "phone support", "ivr", "cloud phone"],
          "url": "https://mcpshortlist.com/call-center",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "customer-feedback",
          "label": "Customer feedback",
          "what": "Software that collects and sorts what customers say and ask for.",
          "also": ["feedback management", "feature requests", "nps", "user research", "voice of customer", "customer experience"],
          "url": "https://mcpshortlist.com/customer-feedback",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "customer-success",
          "label": "Customer success",
          "what": "Software that follows each customer account after the sale, to spot risks and renewals.",
          "also": ["churn", "health score", "renewals", "account management"],
          "url": "https://mcpshortlist.com/customer-success",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "help-desk",
          "label": "Help desk",
          "what": "Software that gathers customer requests as tickets and tracks each answer.",
          "also": ["tickets", "ticketing", "shared inbox", "customer service"],
          "url": "https://mcpshortlist.com/help-desk",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "knowledge-base",
          "label": "Knowledge base",
          "what": "Software that publishes help articles customers can search.",
          "also": ["help center", "faq", "help articles", "self-service"],
          "url": "https://mcpshortlist.com/knowledge-base",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "live-chat",
          "label": "Live chat and chatbots",
          "what": "Software that answers visitors and customers in a chat window, by a person or a bot.",
          "also": ["chat widget", "chatbot", "messenger", "ai agent"],
          "url": "https://mcpshortlist.com/live-chat",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        },
        {
          "id": "user-onboarding",
          "label": "User onboarding",
          "what": "Software that guides new users through an app with tours and checklists.",
          "also": ["product tours", "digital adoption", "walkthroughs", "in-app guides"],
          "url": "https://mcpshortlist.com/user-onboarding",
          "category": "customer-support",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "data-and-analytics",
      "label": "Data and analytics",
      "what": "Software for storing data, measuring and finding facts.",
      "url": "https://mcpshortlist.com/data-and-analytics",
      "software": 218,
      "not_sorted_yet": 218,
      "subcategories": [
        {
          "id": "business-intelligence",
          "label": "Business intelligence",
          "what": "Software that turns company data into dashboards and reports.",
          "also": ["bi", "dashboards", "reports", "data visualization"],
          "url": "https://mcpshortlist.com/business-intelligence",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "company-data",
          "label": "Company data",
          "what": "Services that give facts about companies: size, funding, people and signals.",
          "also": ["firmographics", "market intelligence", "competitive intelligence", "funding", "startups"],
          "url": "https://mcpshortlist.com/company-data",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "customer-data",
          "label": "Customer data platforms",
          "what": "Software that gathers everything known about each customer in one profile.",
          "also": ["cdp", "segments", "audiences", "customer 360"],
          "url": "https://mcpshortlist.com/customer-data",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "data-integration",
          "label": "Data integration",
          "what": "Software that moves data from one system to another and prepares it.",
          "also": ["etl", "elt", "data pipelines", "reverse etl", "connectors"],
          "url": "https://mcpshortlist.com/data-integration",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "data-governance",
          "label": "Data quality and governance",
          "what": "Software that lists a company’s data, checks its quality and controls who uses it.",
          "also": ["data catalog", "data quality", "data lineage", "master data"],
          "url": "https://mcpshortlist.com/data-governance",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "data-science",
          "label": "Data science and machine learning",
          "what": "Software for analysing data and training models.",
          "also": ["notebooks", "machine learning", "ml platform", "statistics", "mlops"],
          "url": "https://mcpshortlist.com/data-science",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "data-warehouses",
          "label": "Data warehouses",
          "what": "Services that store large amounts of company data for analysis.",
          "also": ["warehouse", "lakehouse", "sql analytics", "data platform"],
          "url": "https://mcpshortlist.com/data-warehouses",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "maps-and-location",
          "label": "Maps and location",
          "what": "Services that give maps, addresses, routes and places.",
          "also": ["geolocation", "geocoding", "routing", "gis", "places"],
          "url": "https://mcpshortlist.com/maps-and-location",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "product-analytics",
          "label": "Product analytics",
          "what": "Software that measures how people use an app.",
          "also": ["events", "funnels", "retention", "user behaviour"],
          "url": "https://mcpshortlist.com/product-analytics",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "public-data",
          "label": "Public data",
          "what": "Sources of open statistics from governments and institutions.",
          "also": ["open data", "statistics", "census", "government data"],
          "url": "https://mcpshortlist.com/public-data",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "session-replay",
          "label": "Session replay and heatmaps",
          "what": "Software that replays what a visitor did on a site or in an app.",
          "also": ["session recording", "heatmaps", "user sessions"],
          "url": "https://mcpshortlist.com/session-replay",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        },
        {
          "id": "web-analytics",
          "label": "Web analytics",
          "what": "Software that measures visits to a website.",
          "also": ["traffic", "visitors", "pageviews"],
          "url": "https://mcpshortlist.com/web-analytics",
          "category": "data-and-analytics",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "design-and-creative",
      "label": "Design and creative",
      "what": "Software for making visuals, video and sound.",
      "url": "https://mcpshortlist.com/design-and-creative",
      "software": 46,
      "not_sorted_yet": 46,
      "subcategories": [
        {
          "id": "3d-and-cad",
          "label": "3D and CAD",
          "what": "Software for modelling objects and buildings in three dimensions.",
          "also": ["3d modelling", "cad", "rendering"],
          "url": "https://mcpshortlist.com/3d-and-cad",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "audio-and-voice",
          "label": "Audio and voice",
          "what": "Software that creates or edits sound: voice, music and podcasts.",
          "also": ["text to speech", "voice", "music", "podcast", "dictation"],
          "url": "https://mcpshortlist.com/audio-and-voice",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "digital-asset-management",
          "label": "Digital asset management",
          "what": "Software that stores and delivers a company’s images and videos.",
          "also": ["dam", "media library", "brand assets"],
          "url": "https://mcpshortlist.com/digital-asset-management",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "graphic-design",
          "label": "Graphic design",
          "what": "Software for making visuals: posts, posters, logos and illustrations.",
          "also": ["templates", "brand", "illustration", "social visuals"],
          "url": "https://mcpshortlist.com/graphic-design",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "images",
          "label": "Images",
          "what": "Software that creates, edits or supplies pictures.",
          "also": ["image generation", "photo editing", "stock photos", "ai images"],
          "url": "https://mcpshortlist.com/images",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "ui-and-ux-design",
          "label": "UI and UX design",
          "what": "Software for designing the screens and prototypes of an app or a site.",
          "also": ["interface design", "prototyping", "mockups", "wireframes"],
          "url": "https://mcpshortlist.com/ui-and-ux-design",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "video",
          "label": "Video",
          "what": "Software that creates, edits or hosts video.",
          "also": ["video editing", "video generation", "screen recording", "avatars"],
          "url": "https://mcpshortlist.com/video",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        },
        {
          "id": "writing-assistants",
          "label": "Writing assistants",
          "what": "Software that helps write and correct text.",
          "also": ["ai writing", "grammar", "copywriting", "content generation"],
          "url": "https://mcpshortlist.com/writing-assistants",
          "category": "design-and-creative",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "developer-tools",
      "label": "Developer tools",
      "what": "Software for building, shipping and running software.",
      "url": "https://mcpshortlist.com/developer-tools",
      "software": 129,
      "not_sorted_yet": 129,
      "subcategories": [
        {
          "id": "ai-coding-assistants",
          "label": "AI coding assistants",
          "what": "Assistants that write, explain and review code.",
          "also": ["code generation", "code completion", "coding agent", "ai code review"],
          "url": "https://mcpshortlist.com/ai-coding-assistants",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "api-tools",
          "label": "API tools",
          "what": "Software for designing, testing and documenting an API.",
          "also": ["api testing", "api docs", "gateway", "api management"],
          "url": "https://mcpshortlist.com/api-tools",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "app-builders",
          "label": "App builders",
          "what": "Software that builds an app or an internal tool with little or no code.",
          "also": ["no-code", "low-code", "internal tools", "ai app builder"],
          "url": "https://mcpshortlist.com/app-builders",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "authentication",
          "label": "Authentication",
          "what": "Services that handle sign-in and user accounts for an app.",
          "also": ["login", "users", "sso", "identity for apps"],
          "url": "https://mcpshortlist.com/authentication",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "ci-cd",
          "label": "CI/CD",
          "what": "Services that test and ship code automatically.",
          "also": ["builds", "pipelines", "continuous integration", "deployment", "devops"],
          "url": "https://mcpshortlist.com/ci-cd",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "cloud-platforms",
          "label": "Cloud platforms",
          "what": "Services that rent servers, storage and networks.",
          "also": ["infrastructure", "iaas", "paas", "aws", "azure", "google cloud", "kubernetes", "infrastructure as code"],
          "url": "https://mcpshortlist.com/cloud-platforms",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "code-editors",
          "label": "Code editors and IDEs",
          "what": "Software a developer writes code in.",
          "also": ["ide", "editor", "development environment"],
          "url": "https://mcpshortlist.com/code-editors",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "code-hosting",
          "label": "Code hosting",
          "what": "Services that host code and its reviews.",
          "also": ["version control", "source code management", "git", "repositories", "pull requests"],
          "url": "https://mcpshortlist.com/code-hosting",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "databases",
          "label": "Databases",
          "what": "Services that store an application’s data.",
          "also": ["sql", "postgres", "nosql", "queries"],
          "url": "https://mcpshortlist.com/databases",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "developer-docs",
          "label": "Developer documentation",
          "what": "Connectors that give an assistant the current documentation of a tool or a library.",
          "also": ["docs", "reference", "sdk", "library docs"],
          "url": "https://mcpshortlist.com/developer-docs",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "feature-flags",
          "label": "Feature flags and experiments",
          "what": "Software that turns a feature on for some users and measures the result.",
          "also": ["feature management", "a/b testing", "experiments", "rollouts"],
          "url": "https://mcpshortlist.com/feature-flags",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "hosting",
          "label": "Hosting",
          "what": "Services that put a website or an app online.",
          "also": ["deploy", "serverless", "edge", "web hosting"],
          "url": "https://mcpshortlist.com/hosting",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "incident-management",
          "label": "Incident management",
          "what": "Software that alerts the right person when something breaks and follows the fix.",
          "also": ["on-call", "paging", "status page", "incidents"],
          "url": "https://mcpshortlist.com/incident-management",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "issue-tracking",
          "label": "Issue tracking",
          "what": "Software that tracks bugs and planned work for a software team.",
          "also": ["bug tracking", "bugs", "sprints", "backlog", "tickets"],
          "url": "https://mcpshortlist.com/issue-tracking",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "localization",
          "label": "Localization",
          "what": "Software that translates an app or a site and keeps every language up to date.",
          "also": ["i18n", "translation management", "app translation", "strings"],
          "url": "https://mcpshortlist.com/localization",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "monitoring",
          "label": "Monitoring and observability",
          "what": "Software that watches an application for errors and slowdowns.",
          "also": ["observability", "errors", "logs", "log management", "alerts", "apm"],
          "url": "https://mcpshortlist.com/monitoring",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "testing",
          "label": "Testing",
          "what": "Software that checks an app works before it ships.",
          "also": ["qa", "end-to-end tests", "browser tests", "test automation"],
          "url": "https://mcpshortlist.com/testing",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        },
        {
          "id": "websites",
          "label": "Websites and CMS",
          "what": "Software that builds a website and manages its pages.",
          "also": ["cms", "website builder", "content management", "blog"],
          "url": "https://mcpshortlist.com/websites",
          "category": "developer-tools",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "education",
      "label": "Education",
      "what": "Software for teaching, learning and academic research.",
      "url": "https://mcpshortlist.com/education",
      "software": 22,
      "not_sorted_yet": 22,
      "subcategories": [
        {
          "id": "learning-platforms",
          "label": "Learning platforms",
          "what": "Software a school or a university runs its courses on.",
          "also": ["lms", "learning management system", "courses", "students", "assignments"],
          "url": "https://mcpshortlist.com/learning-platforms",
          "category": "education",
          "software": [],
          "not_listed": []
        },
        {
          "id": "online-courses",
          "label": "Online courses",
          "what": "Services that teach through online lessons.",
          "also": ["mooc", "e-learning", "lessons", "certificates"],
          "url": "https://mcpshortlist.com/online-courses",
          "category": "education",
          "software": [],
          "not_listed": []
        },
        {
          "id": "research-papers",
          "label": "Research papers",
          "what": "Services that search scientific papers and manage references.",
          "also": ["academic search", "citations", "literature", "preprints", "references"],
          "url": "https://mcpshortlist.com/research-papers",
          "category": "education",
          "software": [],
          "not_listed": []
        },
        {
          "id": "school-administration",
          "label": "School administration",
          "what": "Software that keeps a school’s students, enrolments and grades.",
          "also": ["sis", "student information system", "admissions", "enrolment"],
          "url": "https://mcpshortlist.com/school-administration",
          "category": "education",
          "software": [],
          "not_listed": []
        },
        {
          "id": "study-tools",
          "label": "Study tools",
          "what": "Apps that help you learn and revise.",
          "also": ["flashcards", "tutoring", "language learning", "revision"],
          "url": "https://mcpshortlist.com/study-tools",
          "category": "education",
          "software": [],
          "not_listed": []
        },
        {
          "id": "teaching-tools",
          "label": "Teaching tools",
          "what": "Software that helps teachers prepare lessons and grade work.",
          "also": ["lesson plans", "classroom", "grading", "quizzes"],
          "url": "https://mcpshortlist.com/teaching-tools",
          "category": "education",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "finance",
      "label": "Finance",
      "what": "Software for money: getting paid, paying, counting and investing.",
      "url": "https://mcpshortlist.com/finance",
      "software": 144,
      "not_sorted_yet": 144,
      "subcategories": [
        {
          "id": "accounting",
          "label": "Accounting",
          "what": "Software that keeps a company’s books.",
          "also": ["bookkeeping", "ledger", "accounts", "financial close", "consolidation"],
          "url": "https://mcpshortlist.com/accounting",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "accounts-payable",
          "label": "Accounts payable",
          "what": "Software that receives supplier bills, approves them and pays them.",
          "also": ["ap automation", "bill pay", "supplier invoices", "vendor payments"],
          "url": "https://mcpshortlist.com/accounts-payable",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "accounts-receivable",
          "label": "Accounts receivable",
          "what": "Software that chases unpaid invoices and collects them.",
          "also": ["ar automation", "collections", "dunning", "cash collection"],
          "url": "https://mcpshortlist.com/accounts-receivable",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "budgeting-and-forecasting",
          "label": "Budgeting and forecasting",
          "what": "Software that builds budgets and forecasts.",
          "also": ["fp&a", "financial planning", "budgets", "forecasting"],
          "url": "https://mcpshortlist.com/budgeting-and-forecasting",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "business-banking",
          "label": "Business banking",
          "what": "Services that hold a company’s accounts and move its money.",
          "also": ["bank accounts", "transfers", "business account"],
          "url": "https://mcpshortlist.com/business-banking",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "crypto",
          "label": "Crypto and blockchain",
          "what": "Services that trade crypto assets or read what happens on a blockchain.",
          "also": ["wallets", "exchanges", "on-chain data", "web3"],
          "url": "https://mcpshortlist.com/crypto",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "equity-management",
          "label": "Equity management",
          "what": "Software that records who owns what in a company.",
          "also": ["cap table", "shares", "stock options", "fundraising"],
          "url": "https://mcpshortlist.com/equity-management",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "erp",
          "label": "ERP",
          "what": "Software that runs a company’s finance, stock and operations in one system.",
          "also": ["enterprise resource planning", "operations", "back office"],
          "url": "https://mcpshortlist.com/erp",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "expense-management",
          "label": "Expense management",
          "what": "Software that tracks what employees spend and the cards they pay with.",
          "also": ["spend management", "expense reports", "corporate cards", "receipts"],
          "url": "https://mcpshortlist.com/expense-management",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "fraud-prevention",
          "label": "Fraud prevention",
          "what": "Software that spots fraudulent payments and accounts.",
          "also": ["fraud detection", "risk scoring", "chargebacks", "identity verification"],
          "url": "https://mcpshortlist.com/fraud-prevention",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "insurance",
          "label": "Insurance",
          "what": "Software and services for insurance policies and claims.",
          "also": ["policies", "claims", "underwriting"],
          "url": "https://mcpshortlist.com/insurance",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "investment-management",
          "label": "Investment management",
          "what": "Software that follows investment portfolios for advisers and investors.",
          "also": ["wealth management", "portfolio management", "portfolios", "advisers", "asset management"],
          "url": "https://mcpshortlist.com/investment-management",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "invoicing",
          "label": "Invoicing",
          "what": "Software that writes invoices and follows their payment.",
          "also": ["invoices", "billing", "estimates", "billing clients"],
          "url": "https://mcpshortlist.com/invoicing",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "market-data",
          "label": "Market data",
          "what": "Services that give prices, filings and research on stocks and markets.",
          "also": ["stocks", "financial data", "filings", "equity research", "quotes"],
          "url": "https://mcpshortlist.com/market-data",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "payments",
          "label": "Payments",
          "what": "Services that take payments from customers.",
          "also": ["checkout", "card payments", "refunds", "payment gateway", "payment processing"],
          "url": "https://mcpshortlist.com/payments",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "personal-finance",
          "label": "Personal finance",
          "what": "Software that follows your own accounts, budget and spending.",
          "also": ["budget", "bank feeds", "spending", "net worth"],
          "url": "https://mcpshortlist.com/personal-finance",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "procurement",
          "label": "Procurement",
          "what": "Software that handles what a company buys and from whom.",
          "also": ["purchasing", "suppliers", "vendors", "purchase orders"],
          "url": "https://mcpshortlist.com/procurement",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "subscription-billing",
          "label": "Subscription billing",
          "what": "Software that charges customers on a recurring plan and reports the revenue.",
          "also": ["subscription management", "recurring billing", "subscriptions", "mrr"],
          "url": "https://mcpshortlist.com/subscription-billing",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "tax",
          "label": "Tax",
          "what": "Software that calculates and files taxes.",
          "also": ["sales tax", "vat", "tax filing"],
          "url": "https://mcpshortlist.com/tax",
          "category": "finance",
          "software": [],
          "not_listed": []
        },
        {
          "id": "treasury",
          "label": "Treasury",
          "what": "Software that shows a company’s cash across its banks and plans it.",
          "also": ["cash management", "cash flow", "cash forecasting", "liquidity"],
          "url": "https://mcpshortlist.com/treasury",
          "category": "finance",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "health-and-life-sciences",
      "label": "Health and life sciences",
      "what": "Software and data for research, care and personal health.",
      "url": "https://mcpshortlist.com/health-and-life-sciences",
      "software": 44,
      "not_sorted_yet": 44,
      "subcategories": [
        {
          "id": "electronic-health-records",
          "label": "Electronic health records",
          "what": "Software that holds patients’ medical records.",
          "also": ["ehr", "emr", "patient records", "medical records"],
          "url": "https://mcpshortlist.com/electronic-health-records",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        },
        {
          "id": "health-and-fitness",
          "label": "Health and fitness tracking",
          "what": "Apps and devices that follow your own health, sport and sleep.",
          "also": ["wearables", "workouts", "sleep", "nutrition", "lab tests"],
          "url": "https://mcpshortlist.com/health-and-fitness",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        },
        {
          "id": "lab-tools",
          "label": "Lab and research tools",
          "what": "Software used in a lab to plan experiments and analyse results.",
          "also": ["lab notebook", "eln", "genomics", "biology", "bioinformatics"],
          "url": "https://mcpshortlist.com/lab-tools",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        },
        {
          "id": "medical-data",
          "label": "Medical and drug data",
          "what": "Sources of facts on drugs, trials, diseases and public health.",
          "also": ["clinical trials", "drugs", "compounds", "public health"],
          "url": "https://mcpshortlist.com/medical-data",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        },
        {
          "id": "medical-practice-management",
          "label": "Medical practice management",
          "what": "Software that runs a clinic: appointments, patients and billing.",
          "also": ["clinics", "patient scheduling", "medical billing"],
          "url": "https://mcpshortlist.com/medical-practice-management",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        },
        {
          "id": "telehealth",
          "label": "Telehealth",
          "what": "Software for seeing a doctor or a therapist by video.",
          "also": ["telemedicine", "virtual care", "online consultation"],
          "url": "https://mcpshortlist.com/telehealth",
          "category": "health-and-life-sciences",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "home-and-lifestyle",
      "label": "Home and lifestyle",
      "what": "Services for everyday life at home and nearby.",
      "url": "https://mcpshortlist.com/home-and-lifestyle",
      "software": 0,
      "not_sorted_yet": 0,
      "subcategories": [
        {
          "id": "food-and-recipes",
          "label": "Food and recipes",
          "what": "Services that give recipes and plan meals.",
          "also": ["recipes", "meal planning", "cooking"],
          "url": "https://mcpshortlist.com/food-and-recipes",
          "category": "home-and-lifestyle",
          "software": [],
          "not_listed": []
        },
        {
          "id": "local-services",
          "label": "Local services",
          "what": "Services that find a business or a professional near you.",
          "also": ["local businesses", "home services", "nearby", "business listings"],
          "url": "https://mcpshortlist.com/local-services",
          "category": "home-and-lifestyle",
          "software": [],
          "not_listed": []
        },
        {
          "id": "smart-home",
          "label": "Smart home and devices",
          "what": "Services that control connected devices: lights, heating, speakers and sensors.",
          "also": ["iot", "home automation", "connected devices", "internet of things"],
          "url": "https://mcpshortlist.com/smart-home",
          "category": "home-and-lifestyle",
          "software": [],
          "not_listed": []
        },
        {
          "id": "weather",
          "label": "Weather",
          "what": "Services that give forecasts and current conditions.",
          "also": ["forecast", "climate", "temperature"],
          "url": "https://mcpshortlist.com/weather",
          "category": "home-and-lifestyle",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "hr-and-recruiting",
      "label": "HR and recruiting",
      "what": "Software for hiring people, paying them and running a team.",
      "url": "https://mcpshortlist.com/hr-and-recruiting",
      "software": 0,
      "not_sorted_yet": 0,
      "subcategories": [
        {
          "id": "benefits",
          "label": "Benefits administration",
          "what": "Software that manages what employees get on top of their pay.",
          "also": ["employee benefits", "health insurance", "perks", "retirement plans"],
          "url": "https://mcpshortlist.com/benefits",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "employee-engagement",
          "label": "Employee engagement",
          "what": "Software that asks employees how they feel at work and rewards good work.",
          "also": ["engagement surveys", "pulse surveys", "employee recognition", "rewards"],
          "url": "https://mcpshortlist.com/employee-engagement",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "employee-onboarding",
          "label": "Employee onboarding",
          "what": "Software that prepares a new hire’s first days: documents, accounts and tasks.",
          "also": ["new hires", "preboarding", "offboarding"],
          "url": "https://mcpshortlist.com/employee-onboarding",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "employee-scheduling",
          "label": "Employee scheduling",
          "what": "Software that plans who works when.",
          "also": ["shift scheduling", "rota", "workforce management", "shifts"],
          "url": "https://mcpshortlist.com/employee-scheduling",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "employee-training",
          "label": "Employee training",
          "what": "Software that delivers courses inside a company and tracks them.",
          "also": ["lms", "corporate learning", "learning management", "courses"],
          "url": "https://mcpshortlist.com/employee-training",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "employer-of-record",
          "label": "Employer of record",
          "what": "Services that hire and pay people in countries where a company has no legal entity.",
          "also": ["eor", "global hiring", "international payroll", "global contractors"],
          "url": "https://mcpshortlist.com/employer-of-record",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "hr-management",
          "label": "HR management",
          "what": "Software that keeps employee records, leave and documents.",
          "also": ["hris", "core hr", "hr software", "employees", "leave", "time off", "people"],
          "url": "https://mcpshortlist.com/hr-management",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "job-boards",
          "label": "Job boards",
          "what": "Services that list job offers.",
          "also": ["jobs", "job search", "careers"],
          "url": "https://mcpshortlist.com/job-boards",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "payroll",
          "label": "Payroll",
          "what": "Software that pays employees and contractors.",
          "also": ["pay", "salaries", "contractors", "payslips"],
          "url": "https://mcpshortlist.com/payroll",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "performance-management",
          "label": "Performance management",
          "what": "Software for employee goals and reviews.",
          "also": ["performance reviews", "appraisals", "1:1s", "feedback"],
          "url": "https://mcpshortlist.com/performance-management",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "recruiting",
          "label": "Recruiting",
          "what": "Software that publishes job offers and follows each candidate.",
          "also": ["ats", "applicant tracking", "candidates", "hiring", "interviews"],
          "url": "https://mcpshortlist.com/recruiting",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        },
        {
          "id": "time-and-attendance",
          "label": "Time and attendance",
          "what": "Software that records when employees start and stop work.",
          "also": ["time clock", "attendance", "clock in", "absences"],
          "url": "https://mcpshortlist.com/time-and-attendance",
          "category": "hr-and-recruiting",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "industries",
      "label": "Industries",
      "what": "Software made for one line of business.",
      "url": "https://mcpshortlist.com/industries",
      "software": 13,
      "not_sorted_yet": 13,
      "subcategories": [
        {
          "id": "agriculture",
          "label": "Agriculture",
          "what": "Software for farms and food production.",
          "also": ["farming", "crops", "livestock"],
          "url": "https://mcpshortlist.com/agriculture",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "construction",
          "label": "Construction",
          "what": "Software for designing buildings and running building sites.",
          "also": ["architecture", "engineering", "bim", "site management"],
          "url": "https://mcpshortlist.com/construction",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "field-service-management",
          "label": "Field service management",
          "what": "Software that schedules and follows jobs done at customers’ sites.",
          "also": ["field service", "dispatch", "technicians", "trades", "work orders"],
          "url": "https://mcpshortlist.com/field-service-management",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "fitness-and-coaching",
          "label": "Fitness and coaching",
          "what": "Software for gyms and coaches to follow their clients.",
          "also": ["gym", "training", "nutrition", "clients"],
          "url": "https://mcpshortlist.com/fitness-and-coaching",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "government",
          "label": "Government",
          "what": "Software and data for public bodies and those who sell to them.",
          "also": ["public sector", "tenders", "public contracts"],
          "url": "https://mcpshortlist.com/government",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "hospitality",
          "label": "Hospitality",
          "what": "Software that runs a hotel or a restaurant.",
          "also": ["hotel management", "restaurant management", "menus", "guests"],
          "url": "https://mcpshortlist.com/hospitality",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "logistics",
          "label": "Logistics and fleet",
          "what": "Software that follows vehicles, drivers and freight.",
          "also": ["fleet management", "telematics", "freight", "trucking"],
          "url": "https://mcpshortlist.com/logistics",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "manufacturing",
          "label": "Manufacturing",
          "what": "Software that plans production in a factory and follows it.",
          "also": ["mes", "production planning", "quality management", "plm"],
          "url": "https://mcpshortlist.com/manufacturing",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "membership-management",
          "label": "Membership management",
          "what": "Software that runs an association or a club: members, dues and renewals.",
          "also": ["associations", "clubs", "members", "dues"],
          "url": "https://mcpshortlist.com/membership-management",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "nonprofit",
          "label": "Nonprofit and fundraising",
          "what": "Software for charities: donors, grants and campaigns.",
          "also": ["donors", "grants", "fundraising", "charity"],
          "url": "https://mcpshortlist.com/nonprofit",
          "category": "industries",
          "software": [],
          "not_listed": []
        },
        {
          "id": "real-estate",
          "label": "Real estate",
          "what": "Software and data for selling, renting and managing property.",
          "also": ["property management", "listings", "property data"],
          "url": "https://mcpshortlist.com/real-estate",
          "category": "industries",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "it-and-security",
      "label": "IT and security",
      "what": "Software for managing a company’s accounts, devices and protection.",
      "url": "https://mcpshortlist.com/it-and-security",
      "software": 0,
      "not_sorted_yet": 0,
      "subcategories": [
        {
          "id": "application-security",
          "label": "Application security",
          "what": "Software that finds security flaws in code and in what it depends on.",
          "also": ["code security", "sast", "dependency scanning", "secret scanning"],
          "url": "https://mcpshortlist.com/application-security",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "backup",
          "label": "Backup and recovery",
          "what": "Software that copies data and restores it after a loss.",
          "also": ["backups", "disaster recovery", "restore"],
          "url": "https://mcpshortlist.com/backup",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "device-management",
          "label": "Device management",
          "what": "Software that sets up and controls a company’s computers and phones.",
          "also": ["mdm", "mobile device management", "endpoints", "laptops"],
          "url": "https://mcpshortlist.com/device-management",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "endpoint-protection",
          "label": "Endpoint protection",
          "what": "Software that protects computers and phones from malware.",
          "also": ["antivirus", "edr", "xdr", "malware"],
          "url": "https://mcpshortlist.com/endpoint-protection",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "identity-and-access",
          "label": "Identity and access management",
          "what": "Software that decides who in a company can sign in to what.",
          "also": ["iam", "sso", "directory", "access management"],
          "url": "https://mcpshortlist.com/identity-and-access",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "it-asset-management",
          "label": "IT asset management",
          "what": "Software that lists a company’s equipment, software and licences.",
          "also": ["itam", "saas management", "licences", "inventory of devices"],
          "url": "https://mcpshortlist.com/it-asset-management",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "it-service-desk",
          "label": "IT service desk",
          "what": "Software that handles employees’ IT requests.",
          "also": ["itsm", "it service management", "internal tickets", "it help desk"],
          "url": "https://mcpshortlist.com/it-service-desk",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "network-security",
          "label": "Network security",
          "what": "Software that protects a company’s network and the access to it.",
          "also": ["vpn", "firewall", "zero trust", "secure access"],
          "url": "https://mcpshortlist.com/network-security",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "password-managers",
          "label": "Password managers",
          "what": "Software that stores passwords and secrets safely.",
          "also": ["secrets", "vault", "credentials"],
          "url": "https://mcpshortlist.com/password-managers",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "privacy-and-consent",
          "label": "Privacy and consent",
          "what": "Software that manages cookie consent and people’s requests about their data.",
          "also": ["cookie consent", "gdpr", "data privacy", "data subject requests"],
          "url": "https://mcpshortlist.com/privacy-and-consent",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "remote-support",
          "label": "Remote support",
          "what": "Software that lets a technician see and control a computer from afar.",
          "also": ["remote desktop", "remote access", "screen sharing"],
          "url": "https://mcpshortlist.com/remote-support",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "security-compliance",
          "label": "Security compliance",
          "what": "Software that prepares security audits and follows them.",
          "also": ["soc 2", "iso 27001", "audits", "grc", "governance risk and compliance"],
          "url": "https://mcpshortlist.com/security-compliance",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "security-monitoring",
          "label": "Security monitoring",
          "what": "Software that detects attacks and suspicious activity.",
          "also": ["siem", "threat detection", "threat intelligence", "soc"],
          "url": "https://mcpshortlist.com/security-monitoring",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        },
        {
          "id": "vulnerability-management",
          "label": "Vulnerability management",
          "what": "Software that finds known security flaws across a company’s systems and follows their fix.",
          "also": ["vulnerability scanning", "patching", "attack surface", "penetration testing"],
          "url": "https://mcpshortlist.com/vulnerability-management",
          "category": "it-and-security",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "legal",
      "label": "Legal",
      "what": "Software for contracts, legal research and compliance.",
      "url": "https://mcpshortlist.com/legal",
      "software": 55,
      "not_sorted_yet": 55,
      "subcategories": [
        {
          "id": "company-records",
          "label": "Company records",
          "what": "Services that give official records on companies and properties.",
          "also": ["company registry", "due diligence", "filings", "title search"],
          "url": "https://mcpshortlist.com/company-records",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "contract-management",
          "label": "Contract management",
          "what": "Software that drafts, reviews and stores contracts.",
          "also": ["clm", "contract review", "clauses", "agreements"],
          "url": "https://mcpshortlist.com/contract-management",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "e-signature",
          "label": "E-signature",
          "what": "Software that gets a document signed online.",
          "also": ["signing", "electronic signature", "esign"],
          "url": "https://mcpshortlist.com/e-signature",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "ediscovery",
          "label": "eDiscovery",
          "what": "Software that searches large sets of documents for a legal case.",
          "also": ["e-discovery", "document review", "litigation"],
          "url": "https://mcpshortlist.com/ediscovery",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "intellectual-property",
          "label": "Intellectual property",
          "what": "Services that search and manage patents and trademarks.",
          "also": ["ip", "patents", "patent search", "trademarks"],
          "url": "https://mcpshortlist.com/intellectual-property",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "law-practice-management",
          "label": "Law practice management",
          "what": "Software that runs a law firm: matters, time and billing.",
          "also": ["matters", "legal billing", "case management"],
          "url": "https://mcpshortlist.com/law-practice-management",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "legal-research",
          "label": "Legal research",
          "what": "Services that search laws, court decisions and legal commentary.",
          "also": ["case law", "statutes", "courts", "regulations"],
          "url": "https://mcpshortlist.com/legal-research",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "regulatory-compliance",
          "label": "Regulatory compliance",
          "what": "Software that checks a company follows the rules that apply to it.",
          "also": ["kyc", "aml", "sanctions", "compliance management"],
          "url": "https://mcpshortlist.com/regulatory-compliance",
          "category": "legal",
          "software": [],
          "not_listed": []
        },
        {
          "id": "virtual-data-rooms",
          "label": "Virtual data rooms",
          "what": "Software that shares confidential documents during a deal.",
          "also": ["vdr", "data room", "due diligence documents"],
          "url": "https://mcpshortlist.com/virtual-data-rooms",
          "category": "legal",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "marketing",
      "label": "Marketing",
      "what": "Software for making a company known and bringing customers to it.",
      "url": "https://mcpshortlist.com/marketing",
      "software": 134,
      "not_sorted_yet": 134,
      "subcategories": [
        {
          "id": "account-based-marketing",
          "label": "Account-based marketing",
          "what": "Software that aims marketing at a chosen list of companies.",
          "also": ["abm", "target accounts", "intent data"],
          "url": "https://mcpshortlist.com/account-based-marketing",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "advertising",
          "label": "Advertising",
          "what": "Software that runs paid ads and measures them.",
          "also": ["ads", "paid media", "ppc", "ad campaigns"],
          "url": "https://mcpshortlist.com/advertising",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "affiliate-marketing",
          "label": "Affiliate and referral programs",
          "what": "Software that pays partners and customers for the sales they bring.",
          "also": ["affiliates", "referrals", "partner programs", "commissions"],
          "url": "https://mcpshortlist.com/affiliate-marketing",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "email-marketing",
          "label": "Email marketing",
          "what": "Software that sends newsletters and campaigns to a list of subscribers.",
          "also": ["newsletters", "campaigns", "mailing list"],
          "url": "https://mcpshortlist.com/email-marketing",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "event-management",
          "label": "Event management",
          "what": "Software that organises events, sells tickets and registers attendees.",
          "also": ["events", "ticketing", "registrations", "attendees", "tickets"],
          "url": "https://mcpshortlist.com/event-management",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "influencer-marketing",
          "label": "Influencer marketing",
          "what": "Software that finds creators and follows the campaigns run with them.",
          "also": ["creators", "influencers", "creator campaigns"],
          "url": "https://mcpshortlist.com/influencer-marketing",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "landing-pages",
          "label": "Landing pages",
          "what": "Software that builds a page for one campaign and tests which version works best.",
          "also": ["landing page builder", "conversion", "a/b testing", "lead capture"],
          "url": "https://mcpshortlist.com/landing-pages",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "loyalty-programs",
          "label": "Loyalty programs",
          "what": "Software that rewards customers who come back.",
          "also": ["rewards", "points", "loyalty", "gift cards"],
          "url": "https://mcpshortlist.com/loyalty-programs",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "marketing-analytics",
          "label": "Marketing analytics",
          "what": "Software that gathers the results of every marketing channel in one report.",
          "also": ["attribution", "ad reporting", "campaign performance"],
          "url": "https://mcpshortlist.com/marketing-analytics",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "marketing-automation",
          "label": "Marketing automation",
          "what": "Software that sends each customer the right message at the right moment, across channels.",
          "also": ["customer engagement", "journeys", "lifecycle", "drip"],
          "url": "https://mcpshortlist.com/marketing-automation",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "media-monitoring",
          "label": "Media monitoring",
          "what": "Software that tracks what the press and social networks say about a brand.",
          "also": ["brand monitoring", "social listening", "press", "mentions", "pr"],
          "url": "https://mcpshortlist.com/media-monitoring",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "reputation-management",
          "label": "Reviews and reputation",
          "what": "Software that collects customer reviews and answers them.",
          "also": ["online reviews", "review management", "ratings", "reputation management"],
          "url": "https://mcpshortlist.com/reputation-management",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "seo",
          "label": "SEO",
          "what": "Software that shows how a site ranks in search engines and how to improve it.",
          "also": ["search engine optimization", "keywords", "backlinks", "rankings"],
          "url": "https://mcpshortlist.com/seo",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "sms-marketing",
          "label": "SMS marketing",
          "what": "Software that sends campaigns by text message.",
          "also": ["text marketing", "sms campaigns", "whatsapp marketing"],
          "url": "https://mcpshortlist.com/sms-marketing",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "social-media",
          "label": "Social media management",
          "what": "Software that plans, publishes and measures posts on social networks.",
          "also": ["social media", "posts", "publishing", "social scheduling"],
          "url": "https://mcpshortlist.com/social-media",
          "category": "marketing",
          "software": [],
          "not_listed": []
        },
        {
          "id": "webinars",
          "label": "Webinars",
          "what": "Software that runs an online talk for an audience and shows who attended.",
          "also": ["online events", "virtual events", "live streaming"],
          "url": "https://mcpshortlist.com/webinars",
          "category": "marketing",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "media-and-entertainment",
      "label": "Media and entertainment",
      "what": "Services for news, music, video, books and games.",
      "url": "https://mcpshortlist.com/media-and-entertainment",
      "software": 13,
      "not_sorted_yet": 13,
      "subcategories": [
        {
          "id": "books",
          "label": "Books and audiobooks",
          "what": "Services for reading and listening to books.",
          "also": ["ebooks", "audiobooks", "reading"],
          "url": "https://mcpshortlist.com/books",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "games",
          "label": "Games",
          "what": "Games and gaming platforms.",
          "also": ["gaming", "video games"],
          "url": "https://mcpshortlist.com/games",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "movies-and-tv",
          "label": "Movies and TV",
          "what": "Services that stream or list films and series.",
          "also": ["streaming", "films", "series", "watch"],
          "url": "https://mcpshortlist.com/movies-and-tv",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "music-and-podcasts",
          "label": "Music and podcasts",
          "what": "Services that play music and podcasts.",
          "also": ["streaming", "playlists", "songs"],
          "url": "https://mcpshortlist.com/music-and-podcasts",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "news",
          "label": "News",
          "what": "Services that give news and newswires.",
          "also": ["headlines", "press", "newswire", "articles"],
          "url": "https://mcpshortlist.com/news",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "publishing",
          "label": "Newsletters and blogs",
          "what": "Platforms for publishing to your own readers.",
          "also": ["newsletter platform", "blog", "creators", "subscribers"],
          "url": "https://mcpshortlist.com/publishing",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        },
        {
          "id": "sports",
          "label": "Sports",
          "what": "Services that give scores, fixtures and statistics.",
          "also": ["scores", "stats", "fixtures", "leagues"],
          "url": "https://mcpshortlist.com/sports",
          "category": "media-and-entertainment",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "productivity",
      "label": "Productivity",
      "what": "Software for organising work: tasks, documents, files and time.",
      "url": "https://mcpshortlist.com/productivity",
      "software": 392,
      "not_sorted_yet": 392,
      "subcategories": [
        {
          "id": "calendar",
          "label": "Calendar",
          "what": "Software that holds your agenda and your meetings.",
          "also": ["agenda", "events", "meetings"],
          "url": "https://mcpshortlist.com/calendar",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "docs-and-notes",
          "label": "Docs and notes",
          "what": "Software for writing documents and notes and sharing them with a team.",
          "also": ["documents", "wiki", "notes", "word processor", "internal wiki"],
          "url": "https://mcpshortlist.com/docs-and-notes",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "document-management",
          "label": "Document management",
          "what": "Software that keeps a company’s documents with their versions, approvals and access rules.",
          "also": ["dms", "records management", "document workflow", "archiving"],
          "url": "https://mcpshortlist.com/document-management",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "enterprise-search",
          "label": "Enterprise search",
          "what": "Software that searches all of a company’s apps at once.",
          "also": ["workplace search", "company knowledge", "knowledge management"],
          "url": "https://mcpshortlist.com/enterprise-search",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "file-storage",
          "label": "File storage",
          "what": "Software that stores files online and shares them.",
          "also": ["cloud storage", "file sharing", "file management", "drive", "folders"],
          "url": "https://mcpshortlist.com/file-storage",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "forms-and-surveys",
          "label": "Forms and surveys",
          "what": "Software that builds a form or a survey and collects the answers.",
          "also": ["forms", "surveys", "responses", "quizzes", "polls"],
          "url": "https://mcpshortlist.com/forms-and-surveys",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "goals-and-okrs",
          "label": "Goals and OKRs",
          "what": "Software that sets a company’s goals and follows their progress.",
          "also": ["okr", "objectives", "key results", "strategy"],
          "url": "https://mcpshortlist.com/goals-and-okrs",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "pdf-tools",
          "label": "PDF tools",
          "what": "Software that reads, edits, converts and fills PDF files.",
          "also": ["pdf editor", "convert", "merge"],
          "url": "https://mcpshortlist.com/pdf-tools",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "presentations",
          "label": "Presentations",
          "what": "Software that makes slides.",
          "also": ["slides", "decks", "pitch deck"],
          "url": "https://mcpshortlist.com/presentations",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "product-management",
          "label": "Product management",
          "what": "Software that gathers product ideas, ranks them and shows the roadmap.",
          "also": ["roadmap", "roadmaps", "prioritisation", "product planning"],
          "url": "https://mcpshortlist.com/product-management",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "project-management",
          "label": "Project management",
          "what": "Software that plans work as tasks, with owners and deadlines.",
          "also": ["tasks", "boards", "kanban", "work management", "task management"],
          "url": "https://mcpshortlist.com/project-management",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "resource-management",
          "label": "Resource management",
          "what": "Software that plans who works on which project and when.",
          "also": ["resource planning", "capacity planning", "psa", "professional services automation"],
          "url": "https://mcpshortlist.com/resource-management",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "scheduling",
          "label": "Scheduling and booking",
          "what": "Software that lets other people book a time with you.",
          "also": ["appointments", "booking", "appointment scheduling", "meeting scheduler"],
          "url": "https://mcpshortlist.com/scheduling",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "spreadsheets",
          "label": "Spreadsheets and tables",
          "what": "Software that keeps data in rows and columns, from a sheet to a small database.",
          "also": ["sheets", "tables", "no-code database", "excel"],
          "url": "https://mcpshortlist.com/spreadsheets",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "time-tracking",
          "label": "Time tracking",
          "what": "Software that records the time spent on each task or client.",
          "also": ["timesheets", "hours", "timer"],
          "url": "https://mcpshortlist.com/time-tracking",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "to-do-lists",
          "label": "To-do lists",
          "what": "Software that keeps your own tasks and reminders.",
          "also": ["personal tasks", "reminders", "todo"],
          "url": "https://mcpshortlist.com/to-do-lists",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "translation",
          "label": "Translation",
          "what": "Software that translates text and documents.",
          "also": ["machine translation", "translator", "languages"],
          "url": "https://mcpshortlist.com/translation",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "whiteboards",
          "label": "Whiteboards and diagrams",
          "what": "Software for drawing diagrams and working together on a shared board.",
          "also": ["diagrams", "mind maps", "flowcharts", "brainstorming"],
          "url": "https://mcpshortlist.com/whiteboards",
          "category": "productivity",
          "software": [],
          "not_listed": []
        },
        {
          "id": "automation",
          "label": "Workflow automation",
          "what": "Software that connects apps, so a step in one triggers a step in another.",
          "also": ["workflows", "integrations", "ipaas", "no-code automation", "business process management", "bpm"],
          "url": "https://mcpshortlist.com/automation",
          "category": "productivity",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "sales",
      "label": "Sales",
      "what": "Software for finding customers and selling to them.",
      "url": "https://mcpshortlist.com/sales",
      "software": 134,
      "not_sorted_yet": 134,
      "subcategories": [
        {
          "id": "conversation-intelligence",
          "label": "Conversation intelligence",
          "what": "Software that records sales calls and shows what was said in them.",
          "also": ["call recording", "sales coaching", "revenue intelligence", "call analysis"],
          "url": "https://mcpshortlist.com/conversation-intelligence",
          "category": "sales",
          "software": [],
          "not_listed": []
        },
        {
          "id": "crm",
          "label": "CRM",
          "what": "Software that keeps contacts, companies and deals in one place.",
          "also": ["customer relationship management", "contacts", "leads", "deals", "pipeline", "lead management", "contact management"],
          "url": "https://mcpshortlist.com/crm",
          "category": "sales",
          "software": [],
          "not_listed": []
        },
        {
          "id": "lead-generation",
          "label": "Lead generation",
          "what": "Software that finds companies and people to sell to, with their contact details.",
          "also": ["sales prospecting", "sales intelligence", "lead data", "enrichment", "b2b data"],
          "url": "https://mcpshortlist.com/lead-generation",
          "category": "sales",
          "software": [],
          "not_listed": []
        },
        {
          "id": "quotes-and-proposals",
          "label": "Quotes and proposals",
          "what": "Software that builds a quote or a proposal and gets it accepted.",
          "also": ["cpq", "proposals", "quoting", "price quotes"],
          "url": "https://mcpshortlist.com/quotes-and-proposals",
          "category": "sales",
          "software": [],
          "not_listed": []
        },
        {
          "id": "sales-enablement",
          "label": "Sales enablement",
          "what": "Software that gives a sales team the documents and training it sells with.",
          "also": ["sales content", "playbooks", "sales training", "battle cards"],
          "url": "https://mcpshortlist.com/sales-enablement",
          "category": "sales",
          "software": [],
          "not_listed": []
        },
        {
          "id": "sales-engagement",
          "label": "Sales engagement",
          "what": "Software that sends sales emails and calls in sequence and follows up.",
          "also": ["sales outreach", "sequences", "cold email", "outbound"],
          "url": "https://mcpshortlist.com/sales-engagement",
          "category": "sales",
          "software": [],
          "not_listed": []
        }
      ]
    },
    {
      "id": "travel",
      "label": "Travel",
      "what": "Services for planning and booking trips.",
      "url": "https://mcpshortlist.com/travel",
      "software": 18,
      "not_sorted_yet": 18,
      "subcategories": [
        {
          "id": "business-travel",
          "label": "Business travel",
          "what": "Software that books and controls travel for a company.",
          "also": ["travel management", "corporate travel", "travel policy", "travel expenses"],
          "url": "https://mcpshortlist.com/business-travel",
          "category": "travel",
          "software": [],
          "not_listed": []
        },
        {
          "id": "flights",
          "label": "Flights",
          "what": "Services that search and book flights.",
          "also": ["airlines", "air tickets", "flight search"],
          "url": "https://mcpshortlist.com/flights",
          "category": "travel",
          "software": [],
          "not_listed": []
        },
        {
          "id": "hotels-and-stays",
          "label": "Hotels and stays",
          "what": "Services that search and book a place to stay.",
          "also": ["hotels", "rentals", "accommodation", "booking"],
          "url": "https://mcpshortlist.com/hotels-and-stays",
          "category": "travel",
          "software": [],
          "not_listed": []
        },
        {
          "id": "restaurants",
          "label": "Restaurants",
          "what": "Services that find a restaurant and book a table.",
          "also": ["reservations", "tables", "food delivery", "dining"],
          "url": "https://mcpshortlist.com/restaurants",
          "category": "travel",
          "software": [],
          "not_listed": []
        },
        {
          "id": "ground-transport",
          "label": "Trains, cars and rides",
          "what": "Services that book trains, car rentals and rides.",
          "also": ["train tickets", "car rental", "taxi", "ride hailing"],
          "url": "https://mcpshortlist.com/ground-transport",
          "category": "travel",
          "software": [],
          "not_listed": []
        },
        {
          "id": "trip-planning",
          "label": "Trip planning",
          "what": "Services that plan a trip: itinerary, activities and things to do.",
          "also": ["itinerary", "activities", "tours", "guides"],
          "url": "https://mcpshortlist.com/trip-planning",
          "category": "travel",
          "software": [],
          "not_listed": []
        }
      ]
    }
  ],
  "no_category": {
    "id": "uncategorized",
    "label": "No category yet",
    "url": "https://mcpshortlist.com/uncategorized",
    "software": 137
  },
  "note": "Categories and sub-categories are ours. A product under \"software\" was sorted by us. A product \"not sorted yet\" sits in a category because the Claude connectors directory files it there. \"not_listed\" means not found in that directory, never \"has no connector\"."
}
