Business Software for Model Context Protocol (MCP)

Vercel delivers a modern AI Cloud environment built to help developers create and launch highly optimized web applications with ease. Its platform combines intelligent infrastructure, ready-made templates, and seamless git-based deployment to reduce engineering overhead and accelerate product delivery. Developers can leverage support for leading frameworks such as Next.js, Astro, Nuxt, and Svelte to build visually rich, lightning-fast interfaces. Vercel’s expanding AI ecosystem—including the AI Gateway, SDKs, and workflow automation—makes it simple to connect to hundreds of AI models and use them inside any digital product. With fluid compute and global edge distribution, every deployment is instantly propagated for performance at any scale. The platform’s speed advantage has enabled companies like Runway and Zapier to drastically reduce build times and page load speeds. Built-in security and advanced monitoring tools ensure applications remain dependable and compliant. Overall, Vercel helps teams innovate faster while delivering experiences that feel responsive, intelligent, and personalized to every user.

Brave Search, developed by the team behind the Brave Browser, is a search engine that prioritizes user privacy and currently operates without advertisements. In the future, it plans to introduce a model that may include ads, alongside a subscription option that remains ad-free. Brave Search API enables developers to enhance their search and AI applications using one of the most rapidly expanding independent search engines since Bing. With just one API request, users can explore an extensive index containing billions of pages, and they can start using it for FREE, with a limit of one query per second and up to 2,000 queries each month. As one of the few global independent search providers, Brave is making significant strides, ensuring access to high-quality, practical data. Whether you're building a search engine or an AI application, the possibilities are vast. Acting as the default search engine in the Brave browser, Brave Search continually updates its database through contributions from its Web Discovery Project framework. This commitment to fresh data makes it a compelling choice for developers and users alike.

Cogny is a cutting-edge marketing automation platform that leverages artificial intelligence to serve as an intelligent overlay on your business data, aimed at automatically analyzing, strategizing, and implementing growth strategies. By establishing direct connections to various channels, including Search Console and LinkedIn Ads, it allows users to engage with their data using natural language prompts while simultaneously monitoring performance in real-time. This innovative approach transforms conventional analytics workflows into self-sufficient processes, where AI agents not only provide valuable insights but also generate prioritized "growth tickets" that include actionable recommendations and projected impacts, enabling teams to respond swiftly without the need for manual data analysis. The platform features an intentionally user-friendly workflow: users simply link their accounts, pose questions or set objectives, and schedule automated "skills" that execute daily, addressing tasks such as SEO audits, keyword tracking, landing page evaluations, content gap identification, and campaign refinement. With Cogny, businesses can harness the power of AI to streamline their marketing efforts and drive measurable growth more efficiently than ever before.

Monarch Money is an all-in-one financial management app designed to give users complete clarity and control over their money. By aggregating bank accounts, credit cards, loans, investments, and real estate into a single view, Monarch offers a comprehensive picture of your financial health. The app’s budgeting tools are flexible and adaptive, helping you stay on track with personalized spending plans. It supports seamless collaboration, enabling couples or professionals to manage shared finances together with ease. Monarch automatically tracks subscriptions, flags unusual transactions, and provides insightful reports through customizable charts. Its net worth tracking feature gives real-time updates on assets and liabilities. Compatible across multiple devices and syncing with thousands of financial institutions, Monarch ensures your financial data is always up to date. Users praise the app for its intuitive design, reliability, and robust features that outperform competitors like Mint and YNAB.

Photoroom is the AI visual solution built specifically for e-commerce, helping businesses produce product imagery that converts shoppers and meets the standards of every marketplace they sell on. Where generalist image tools are built for general-purpose creativity, Photoroom is engineered for selling — using commerce-specific models trained on product fidelity, so there's no color drift, no distorted shapes, and none of the "fake-looking" output that erodes buyer trust. Sellers upload raw product photos and get listing-ready visuals in minutes rather than the weeks a traditional photo shoot demands. Catalogues of thousands of SKUs can be processed in a single pass, with edits and brand kits applied consistently across the entire range — the same on-brand look on every channel, without a designer or studio. For larger operations, a production-grade image-processing API connects Photoroom directly to the platforms teams already use — Shopify, Amazon, eBay, TikTok Shop, and custom marketplaces — turning it into the single source of truth for a brand's product visuals. It's the same API Warner Bros. used to power the viral "Barbie the Movie" selfie generator, run over 13 million times. Capabilities span background removal, AI-generated backgrounds, ghost mannequin photography, virtual models, brand-consistent production, and marketplace compliance automation. Photoroom scales from one seller to global enterprise. Anyone can start free on web or mobile, while marketplaces, retailers, and consumer brands run dedicated, sales-supported deployments. Because the platform stays model-agnostic, customers always work with best-in-class AI fine-tuned for commerce. Customers include Wolt, Mercari, Depop, Decathlon, and DoorDash.

Taddoo keeps a tattoo studio organised from the first client message to the finished sitting. The mobile app covers daily operations: month, week and day calendars, client profiles, consent forms signed directly on the device and archived as PDFs, automatically generated client receipts, photo-scanned expense documents, newsletters, revenue projections and one-click Excel exports for accounting. Booking works your way: enter appointments yourself or share a personal booking link where clients choose an open slot and pay a deposit immediately, so the session confirms itself without back and forth. Automatic reminders go out before every appointment. Inside Gmail, the built-in AI assistant turns unstructured inquiries into structured projects (motif, body placement, size, reference images), writes reply drafts in the artist's own voice, proposes genuinely available time slots, and looks after deposits, consent forms, reminders, aftercare notes and follow-ups. Made for solo tattoo artists as well as studios where a booking manager coordinates up to twelve separate artist inboxes. EU-hosted and encrypted, no AI training on customer data. From 16 CHF monthly, 14 days free trial.

Devin is an advanced software development assistant powered by AI, created to work in tandem with engineering teams to streamline and enhance coding processes. It assists with various tasks such as initiating repositories, coding, debugging errors, and executing migrations, functioning either independently or in collaboration with human developers. Over time, Devin improves its efficiency by learning from provided examples. Its implementation has resulted in substantial time and financial savings on extensive projects, exemplified by its use at Nubank, where it achieved migration speeds 8 to 12 times faster and cut costs by more than 20 times. Additionally, Devin excels in both refactoring code and automating repetitive engineering tasks, making it an invaluable tool for developers looking to optimize their workflow. Its ability to continuously adapt ensures that it remains an essential asset in the ever-evolving landscape of software development.

Vector serves as a cutting-edge marketing platform that focuses on contact-based strategies to assist businesses in pinpointing and connecting with highly interested prospects, ultimately boosting lead generation and conversion success. It features site de-anonymization, which uncovers the identities of visitors to a company’s website, along with intent data at the contact level that sheds light on the behaviors and interests of potential buyers. Moreover, Vector empowers users to craft hyper-targeted advertising audiences, enabling businesses to effectively reach specific prospects across multiple channels. It also boasts seamless integration with widely-used tools like HubSpot, Salesforce, and Slack, fostering a smooth workflow for both marketing and sales teams. Transition away from traditional account-based marketing campaigns in favor of a more modern predictive scoring approach that focuses on individual contacts. Unlike outdated intent providers that merely identify which companies are in the market, leaving businesses and sellers groping in uncertainty, Vector illuminates the path forward with actionable insights and clarity.

Layout is an AI-powered platform that helps founders and developers turn ideas into working software prototypes quickly. Through a simple interface where users describe what they want to build, Layout generates clean code, UI components, and a structured project setup—making it easy for both technical and non-technical users to start building immediately. Layout was created to simplify the application development process and make it accessible to anyone with an idea. Whether you’re an experienced developer or someone with no coding background, Layout leverages AI to remove the traditional barriers to building software and enables users to bring their ideas to life faster and more easily. Our mission is to democratize software creation by providing AI-powered tools that transform ideas into functional prototypes in minutes—empowering innovators of all skill levels to experiment, build, and launch their ideas.

Butterbase serves as a backend solution tailored specifically for vibe coders. By integrating it with Claude Code, Cursor, or Windsurf through MCP, users can effortlessly set up their database, authentication, storage, and APIs simply by using a natural language prompt—eliminating the need for SQL, complex configurations, or any prior backend expertise. This innovative approach streamlines the development process, making it accessible to a broader audience.

Building a mobile app with Huxly starts with a plain-English brief, a Figma frame, or a starter template. The platform generates editable source files for Expo (React Native), Flutter, or SwiftUI. Users can review code, watch a live browser preview, and test SwiftUI builds on a streamed iPhone simulator. A Mac Companion can show the simulator locally while Huxly handles the build. For apps that need data and server logic, Huxly connects to Supabase or Firebase and can generate authentication flows, API routes, webhooks, and edge functions. Backends live in separate GitHub repositories and deploy to the customer's Netlify, Render, or Railway account; server secrets stay off the device. RevenueCat and Stripe integrations support subscriptions and payments. Source code can be exported or synced with GitHub. Huxly also supports signed cloud builds, TestFlight testing, and App Store or Google Play submission. Developers can connect Claude Code, Cursor, ChatGPT, or Codex through Huxly's MCP interface to read files, make changes, rebuild, and inspect previews using their own AI subscription.

Sentry is a comprehensive application monitoring solution that empowers development teams to maintain reliable, high-performing software throughout the development lifecycle. The platform automatically captures errors, performance bottlenecks, logs, traces, user session data, and infrastructure insights, providing complete context for troubleshooting and optimization. With built-in AI capabilities such as Seer, Sentry helps engineers understand why failures occur, generate code fixes, and identify potential issues during code review. Integrations with popular development tools including GitHub, Slack, Jira, and Linear ensure that teams can monitor, investigate, and resolve issues without disrupting existing workflows.

Tailor your cold emails, streamline follow-ups, and connect with leads on various platforms effortlessly. lemlist serves as your all-in-one solution for sales automation and cold emailing. Whether you have a team of just two or a large group of 200+, lemlist effectively addresses every challenge related to outreach automation. Boost your response rates by interacting with each prospect individually. Craft personalized introductory lines and engaging calls-to-action. Effortlessly incorporate any screenshots, personalized text, or company logos into your email visuals. Create dynamic landing pages and embed videos for added engagement. Initiate robust cold email campaigns, send follow-ups that feel personal rather than generic, and uncover more business opportunities. Elevate your deal-closing potential by engaging leads across multiple channels automatically. With one click, you can make cold calls and reach out to prospects. Incorporate tailored tasks and leverage social selling strategies. Collaborate seamlessly with your team and gain quick insights into the specific stage of each lead's journey. By doing so, you can create a more efficient outreach process.

GPT-4o, with the "o" denoting "omni," represents a significant advancement in the realm of human-computer interaction by accommodating various input types such as text, audio, images, and video, while also producing outputs across these same formats. Its capability to process audio inputs allows for responses in as little as 232 milliseconds, averaging 320 milliseconds, which closely resembles the response times seen in human conversations. In terms of performance, it maintains the efficiency of GPT-4 Turbo for English text and coding while showing marked enhancements in handling text in other languages, all while operating at a much faster pace and at a cost that is 50% lower via the API. Furthermore, GPT-4o excels in its ability to comprehend vision and audio, surpassing the capabilities of its predecessors, making it a powerful tool for multi-modal interactions. This innovative model not only streamlines communication but also broadens the possibilities for applications in diverse fields.

Claude Sonnet 3.5 sets a new standard for AI performance with outstanding benchmarks in graduate-level reasoning (GPQA), undergraduate-level knowledge (MMLU), and coding proficiency (HumanEval). This model shows significant improvements in understanding nuance, humor, and complex instructions, while consistently producing high-quality content that resonates naturally with users. Operating at twice the speed of Claude Opus 3, it delivers faster and more efficient results, making it perfect for use cases such as context-sensitive customer support and multi-step workflow automation.

Opus, recognized as our most advanced model, surpasses its competitors in numerous widely-used evaluation benchmarks for artificial intelligence, including assessments of undergraduate expert knowledge (MMLU), graduate-level reasoning (GPQA), fundamental mathematics (GSM8K), and others. Its performance approaches human-like comprehension and fluency in handling intricate tasks, positioning it at the forefront of general intelligence advancements. Furthermore, all Claude 3 models demonstrate enhanced abilities in analysis and prediction, sophisticated content creation, programming code generation, and engaging in conversations in various non-English languages such as Spanish, Japanese, and French, showcasing their versatility in communication.

Firecrawl is an open-source web data infrastructure platform built to help AI systems access, understand, and interact with online content more efficiently. Through a powerful API, users can search the web, scrape structured information, and automate interactions across a wide range of websites. The platform converts complex web pages into clean formats such as Markdown, JSON, and visual screenshots, making the data easier for AI models to process. Firecrawl supports dynamic websites with JavaScript rendering capabilities, ensuring content can be extracted even from modern web applications. Its intelligent waiting mechanisms improve scraping reliability by detecting when page content has fully loaded. Developers can automate tasks like clicking buttons, filling forms, scrolling pages, and navigating websites without building custom browser automation systems. The platform also parses files such as PDFs and DOCX documents, expanding the range of accessible content sources. Seamless integrations with AI agents, MCP-compatible clients, and developer workflows simplify deployment and scaling. By combining speed, reliability, and flexibility, Firecrawl serves as a foundational layer for web-connected AI products and research tools.

Cline is an open-source AI coding agent built to assist developers with software development tasks across IDEs, command-line environments, and embedded applications. The platform enables developers to analyze codebases, perform coordinated multi-file edits, execute terminal commands, automate workflows, and manage large refactoring projects from a unified agent runtime. Cline supports leading AI providers including Claude, OpenAI, Gemini, DeepSeek, Mistral, Ollama, AWS Bedrock, Azure, Vertex AI, and any OpenAI-compatible endpoint, allowing teams to choose the models that best fit their infrastructure and budget. Its Plan-and-Act workflow allows developers to review execution strategies before the agent begins making code changes, while optional auto-approval enables more autonomous operation when appropriate. Developers can customize behavior using repository-specific rules, reusable skills, MCP servers, plugins, and SDK extensions that integrate databases, APIs, infrastructure, and internal tools. Cline also supports bash execution, live command monitoring, coordinated code changes, automated linting, checkpoints, diffs, and one-click undo capabilities throughout development workflows. Multi-agent orchestration enables specialized AI agents to collaborate on larger engineering tasks while scheduled jobs can automate recurring maintenance and quality assurance activities. Integration with Slack, Discord, Linear, GitHub Actions, GitLab, and other developer platforms allows Cline to participate throughout the software delivery lifecycle. By combining open-source flexibility, broad model compatibility, and powerful automation features, Cline helps engineering teams accelerate software development without sacrificing control or transparency.

Thordata provides a cutting-edge proxy network that is tailored to meet individual and business needs. Our 60M+ Residential pool and industry-leading feature set gives you unmatched access to global public data. Residential Proxies Get 50% off Human-like scraping with no IP blocking ISP Proxies Use IPs from trusted ASN providers to bypass the toughest targets Datacenter Proxies Fast substitutes for cost-efficient scraping. Unlimited Proxies Transfer data freely and without restriction with the proxy.

Claude Sonnet 3.7, a state-of-the-art AI model by Anthropic, is designed for versatility, offering users the option to switch between quick, efficient responses and deeper, more reflective answers. This dynamic model shines in complex problem-solving scenarios, where high-level reasoning and nuanced understanding are crucial. By allowing Claude to pause for self-reflection before answering, Sonnet 3.7 excels in tasks that demand deep analysis, such as coding, natural language processing, and critical thinking applications. Its flexibility makes it an invaluable tool for professionals and organizations looking for an adaptable AI that delivers both speed and thoughtful insights.

Roo Code is an AI software engineering team that operates interactively in your IDE and autonomously in the cloud. It allows developers to write, refactor, debug, and test code with task-specific AI agents. Roo Code is model-agnostic, supporting dozens of AI providers and letting users bring their own API keys. Role-based modes ensure agents stay focused and predictable while working on complex tasks. The platform is highly configurable, fitting naturally into existing workflows and editors. With open-source foundations and enterprise-grade security, Roo Code keeps your code private and under your control. It helps teams move faster by parallelizing work across cloud-based agents. Roo Code scales from solo developers to large engineering organizations.

Base44 is a comprehensive AI platform that allows users to create fully operational applications without any programming skills. By removing the necessity for complicated integrations, it offers an array of built-in functionalities, including databases, AI integration, email systems, authentication, analytics, and storage, enabling users to concentrate solely on their creative ideas. This platform not only saves users both time and money by providing custom solutions tailored to their specific needs but also serves as a replacement for costly SaaS products. Additionally, it supports the development of personalized back-office tools, productivity applications, customer portals, and automated business processes, thus enhancing overall efficiency. Furthermore, Base44 accelerates the process of developing minimum viable products (MVPs) and prototypes, allowing users to validate their concepts rapidly. With its user-friendly approach, it empowers individuals without technical backgrounds to construct functional applications almost instantly, making it suitable for diverse applications, from streamlining workflows to developing secure online platforms. This versatility positions Base44 as an essential tool in the modern digital workspace.

Claude Opus 4 is the pinnacle of AI coding models, leading the way in software engineering tasks with an impressive SWE-bench score of 72.5% and Terminal-bench score of 43.2%. Its ability to handle complex challenges, large codebases, and multiple files simultaneously sets it apart from all other models. Opus 4 excels at coding tasks that require extended focus and problem-solving, automating tasks for software developers, engineers, and data scientists. This AI model doesn’t just perform—it continuously improves its capabilities over time, handling real-world challenges and optimizing workflows with confidence. Available through multiple platforms like Anthropic API, Amazon Bedrock, and Gemini Enterprise Agent Platform, Opus 4 is a must-have for cutting-edge developers and businesses looking to stay ahead.

Gemini CLI is an open-source command line interface that brings the full power of Gemini’s AI models into developers’ terminals, offering a seamless and direct way to interact with AI. Designed for efficiency and flexibility, it enables coding assistance, content generation, problem solving, and task management all through natural language commands. Developers using Gemini CLI get access to Gemini 3 Pro with a generous free tier of 60 requests per minute and 1,000 daily requests, supporting both individual users and professional teams with scalable paid plans. The platform incorporates tools like Google Search integration for dynamic context, Model Context Protocol (MCP) support, and prompt customization to tailor AI behavior. It is fully open source under Apache 2.0, encouraging community input and transparency around security. Gemini CLI can be embedded into existing workflows and automated via non-interactive script invocation. This combination of features elevates the command line from a basic tool to an AI-empowered workspace. Gemini CLI aims to make advanced AI capabilities accessible, customizable, and powerful for developers everywhere.

Anything is an innovative app and website builder powered by AI that allows users to create fully functional projects simply by using natural language prompts, eliminating the need for any coding skills. This platform harnesses a combination of cutting-edge and bespoke AI models to facilitate reasoning, action planning, code generation, app behavior exploration, and swift updates, meaning that users never have to interact with the source code. With Anything, users can take advantage of built-in design tools that enable the creation of sleek user experiences in mere seconds, along with instant access to development and production Postgres databases that offer over 1 GB of free storage per app. Additionally, it features seamless integration with Stripe for managing subscriptions and one-time payments, as well as secure authentication options through email, Google, Facebook, X, and more, all without requiring any complicated setup or API keys. Users can incorporate the latest AI models (including GPT-4o, GPT-3.5, Claude Sonnet 4, and Gemini 2.5) through simple prompts, generate image assets on demand, utilize web searches for API documentation and examples, and connect with a multitude of third-party APIs like Zapier and Google Maps, making it a versatile tool for developers and creators alike. The platform's user-friendly interface ensures that anyone can dive in and start building their projects effortlessly.