Business Software for Model Context Protocol (MCP)

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.

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.

Muse Spark 1.1 is Meta’s upgraded multimodal reasoning model designed to support advanced agentic workflows, coding tasks, computer use, and complex tool orchestration. Developed by Meta Superintelligence Labs, it builds on Muse Spark with major gains in planning, tool use, long-context reasoning, multimodal perception, and real-world task execution. The model can work across external apps and services, native tools, MCP servers, custom skills, browsers, scripts, images, video, PDFs, and audio inputs. Muse Spark 1.1 can act as a main agent by gathering context, creating a plan, and delegating work to parallel subagents, or operate as a subagent that follows instructions and escalates when needed. Its 1 million token context window allows it to retain earlier actions, retrieve information from long workflows, and compact context while preserving critical details. The model is also trained for computer-use tasks, deciding when to automate with scripts and when to interact directly with an interface. In coding workflows, Muse Spark 1.1 can diagnose bugs, implement features, migrate large codebases, generate web applications, take screenshots, identify UI issues, and validate fixes. Its multimodal strengths include visual-to-code generation, detailed image and video captioning, grounded perception, and workflows where seeing, reasoning, and acting happen together. Available through the Meta Model API public preview and in Thinking mode inside Meta AI, Muse Spark 1.1 gives developers and users a more capable foundation for building agents, automations, coding assistants, and multimodal productivity tools.

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.

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.

Claude Code is a developer-focused AI tool built to actively assist with real-world coding tasks inside the tools engineers already use. Instead of only completing lines of code, it understands full features, repositories, and workflows. Developers can run Claude Code from their terminal, IDE, Slack, or browser to ask questions, make changes, or debug issues. It automatically explores codebases to provide context-aware explanations and recommendations. This makes onboarding to new projects significantly faster and less error-prone. Claude Code can refactor large sections of code, run tests, and help resolve issues without jumping between platforms. It supports integrations with GitHub, GitLab, and common CLI utilities for end-to-end development workflows. Teams can use it to turn issues into pull requests with minimal manual effort. Claude Code is included in Anthropic’s Pro and Max plans with varying usage limits. Overall, it helps developers focus more on decision-making and less on repetitive implementation work.

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.

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.

Tasklet is an advanced automation platform powered by AI that allows users to streamline intricate business workflows simply by articulating their needs in natural language. It integrates effortlessly with a multitude of pre-existing connections, direct HTTP APIs, and even cloud-based services to perform tasks across all tools utilized by your team. After setup, automation workflows can be initiated based on a schedule, triggered by incoming emails, or activated through webhooks, facilitating various tasks such as daily summaries that merge calendar events, emails, and to-do lists; managing support emails by consulting knowledge bases and composing responses; monitoring various external sources like news or social media and sending alerts to team communication channels; or providing timely reminders for upcoming deadlines and events. Tasklet eliminates the necessity for tedious “if-this-then-that” configurations or ongoing manual check-ins by employing intelligent agents that adjust to situations, address errors, and function independently. By doing so, it significantly enhances productivity and allows teams to focus on more strategic initiatives.

Claude Cowork is an AI-powered productivity platform that autonomously handles knowledge work tasks across local files, applications, and business documents. Built for non-technical users, the platform allows professionals to delegate complex workflows such as document preparation, research synthesis, data extraction, and file organization without needing technical expertise or manual prompt engineering. Claude Cowork navigates multiple information sources, processes large volumes of content, and delivers structured outputs while maintaining human oversight for important decisions. Its desktop-based approach enables seamless interaction with the tools and files employees already use, helping organizations improve efficiency, reduce administrative workloads, and accelerate decision-making.

Claude Opus 4.7 is an advanced AI model built to push the boundaries of software engineering, automation, and complex reasoning tasks. Compared to Opus 4.6, it delivers notable improvements in handling challenging coding workflows and executing long-duration tasks with consistency. The model excels at strictly following user instructions, reducing ambiguity and improving output accuracy. It also introduces stronger self-verification capabilities, allowing it to check and refine its own results before presenting them. One of its key upgrades is enhanced multimodal functionality, particularly its ability to process higher-resolution images with greater clarity. This enables more precise analysis of visuals such as technical diagrams, dense screenshots, and structured data layouts. Opus 4.7 is also more refined in generating professional content, including polished documents, presentations, and interface designs. In real-world applications, it performs effectively across domains like finance, legal analysis, and business workflows. The model incorporates improved memory features, allowing it to retain context across extended sessions and reduce repetitive input requirements. It also introduces built-in safeguards to detect and prevent misuse, especially in sensitive cybersecurity scenarios. With broad availability across APIs and cloud platforms, Opus 4.7 offers developers and enterprises a powerful, scalable AI solution.

Claude Opus 4.8 is Anthropic’s newest flagship AI model built to improve coding performance, reasoning accuracy, agentic task execution, and collaborative AI workflows for developers, enterprises, and advanced productivity use cases. The model serves as an upgrade to Claude Opus 4.7, delivering measurable improvements across benchmarks related to coding, practical reasoning, software engineering, and autonomous task management while maintaining the same pricing structure for standard usage. One of the most significant improvements in Claude Opus 4.8 is its enhanced honesty and judgment during complex tasks, reducing the likelihood of unsupported claims, hidden errors, or overlooked flaws in generated code and analytical outputs. Anthropic’s evaluations show that Opus 4.8 is substantially less likely than previous versions to allow software defects or reasoning mistakes to pass without flagging uncertainty or requesting clarification. The platform introduces new effort control settings that allow users to adjust how deeply the model reasons through tasks, balancing response quality, processing depth, speed, and token usage depending on workflow requirements. Claude Opus 4.8 also powers new dynamic workflow functionality in Claude Code, enabling the model to coordinate hundreds of parallel subagents within a single session to handle large-scale software engineering tasks such as codebase migrations and extensive automation projects. The model supports high-speed fast mode processing, now significantly more affordable than previous versions, while also offering higher-effort reasoning modes optimized for difficult coding and operational workflows.