Business Software for Model Context Protocol (MCP)

Claude Opus 4.6 is a state-of-the-art AI model from Anthropic, designed to deliver advanced reasoning, coding, and enterprise-level performance. It improves significantly on previous versions with better planning, debugging, and code review capabilities. The model can sustain long-running, agentic workflows and operate effectively across large codebases. One of its key features is a 1 million token context window in beta, allowing it to handle extensive documents and complex tasks. Claude Opus 4.6 excels in knowledge work, including financial analysis, research, and document creation. It also performs strongly on industry benchmarks, leading in areas like agentic coding and multidisciplinary reasoning. The model includes adaptive thinking, enabling it to adjust its reasoning depth based on task complexity. Developers can control performance using adjustable effort levels for speed, cost, and accuracy. It integrates with productivity tools such as Excel and PowerPoint for enhanced workflow automation. Overall, Claude Opus 4.6 provides a powerful and reliable AI solution for professional and enterprise use cases.

Muse Spark is Meta’s first model in the Muse family, designed as a natively multimodal AI system focused on advanced reasoning and real-world applications. It combines text, visual understanding, and tool usage to provide more interactive and context-aware responses. The model introduces capabilities like visual chain-of-thought reasoning and multi-agent orchestration for complex problem-solving. Its Contemplating mode allows multiple AI agents to work in parallel, improving accuracy on challenging tasks. Muse Spark performs strongly across domains such as STEM reasoning, health insights, and multimodal perception. It can analyze images, generate interactive outputs, and assist with tasks like troubleshooting or educational content. The model is trained using improved pretraining, reinforcement learning, and efficient test-time reasoning techniques. It is designed to scale efficiently while delivering high performance with optimized compute usage. Safety measures include strong refusal behavior and alignment safeguards across high-risk domains. Overall, Muse Spark is a foundational step toward building personalized, highly capable AI systems.

Gemini Spark is an AI-powered personal automation agent developed by Google to help users manage digital workflows, automate repetitive tasks, and streamline productivity across connected applications and services. Built on Gemini 3.5 and powered by the Antigravity harness, Spark extends the capabilities of Gemini beyond question answering by acting as a proactive AI partner that can execute tasks and coordinate workflows under user supervision. The platform integrates with Google Workspace tools such as Gmail, Docs, Slides, and additional connected applications to automate information processing, task management, summarization, and workflow execution. Gemini Spark operates as a cloud-based AI agent that continues working in the background even when users close their laptops or mobile devices, enabling uninterrupted automation and ongoing task execution. Users can create recurring triggers, monitor inbox activity, generate summaries, extract deadlines, draft documents, and automate communication workflows through natural language instructions. The platform also supports skill training, allowing users to teach Spark how to handle specific recurring tasks and workflows tailored to personal or professional needs. Google is expanding Spark’s ecosystem through MCP integrations with services such as Canva, OpenTable, and Instacart, with additional partner integrations planned to support broader automation capabilities. Future features will include custom sub-agents, browser operation support, and the ability to interact with Spark through email and text messaging. Gemini Spark is designed with user oversight and security controls that require approval before high-stakes actions such as sending emails or making purchases are completed.

Qwen3.8-27B is a 27B-class open-weights model associated with Alibaba’s Qwen3.8 model family. Alibaba’s Qwen3.8 release positioned the broader family as a top-tier large language model system optimized for coding and professional cowork scenarios. Reports indicate that Qwen3.8-27B was planned to be released as open weights alongside Qwen3.8-Max, giving developers and researchers a more accessible option than the full Max-scale model. The model is designed for users who want strong AI capability in a smaller, more deployable package. Qwen3.8-27B can support workflows such as coding assistance, AI agents, research tasks, document analysis, data work, and self-hosted experimentation. The larger Qwen3.8-Max release is described as targeting coding, research, professional work, and multimodal tasks, and Qwen3.8-27B appears to serve builders who need a more practical model size for local or private infrastructure. QwenCloud documentation confirms that the Qwen3.8 generation includes modern capabilities such as thinking, function calling, built-in tools, and structured output for the Max model. Community discussion and third-party coverage also highlight interest in running Qwen3.8-27B through GGUF and local inference workflows. By combining open-weight accessibility, a 27B-class footprint, Qwen3.8-era capability, and developer-focused use cases, Qwen3.8-27B gives teams a practical model for coding and agentic experimentation.

Claude Sonnet 4.6 represents a comprehensive upgrade to Anthropic’s Sonnet model line, delivering expanded capabilities across coding, reasoning, computer interaction, and professional knowledge tasks. With a beta 1M token context window, the model can process massive datasets such as full repositories, extended legal agreements, or multi-document research projects in a single request. Developers report improved reliability, better instruction adherence, and fewer hallucinations, making long working sessions smoother and more predictable. Early users preferred Sonnet 4.6 over its predecessor in the majority of tests and often selected it over Opus 4.5 for practical coding work. The model’s computer-use skills have advanced significantly, enabling it to navigate spreadsheets, complete web forms, and manage multi-tab workflows with near human-level competence in many cases. Benchmark evaluations show consistent performance gains across reasoning, coding, and long-horizon planning tasks. In competitive simulations like Vending-Bench Arena, Sonnet 4.6 demonstrated strategic capacity-building and profit optimization over time. On the developer platform, it supports adaptive and extended thinking modes, context compaction, and improved tool integration for greater efficiency. Claude’s API tools now automatically execute filtering and code-processing steps to enhance search and token optimization. Sonnet 4.6 is available across Claude.ai, Cowork, Claude Code, the API, and major cloud providers at the same starting price as Sonnet 4.5.

Manago AI is a customer engagement platform, previously known as SALESmanago, built to help marketers connect data, understand customers, and launch campaigns through a prompt-driven AI experience. The platform is trusted by 2,000+ businesses and focuses on customer engagement for eCommerce and digital brands. Manago AI includes a Customer Data Platform that brings behavior, purchases, engagement, preferences, consent, and predictive signals into a single live customer profile. Its marketing automation tools trigger messages when customers browse, buy, abandon carts, return, disengage, or show new intent. Commerce Marketing captures signals from product views, carts, wishlists, back-in-stock requests, price-drop alerts, and purchase history. Personalization and recommendations use customer data, behavior, AI predictions, product context, browsing history, purchase patterns, and scoring to adapt messages, offers, timing, and products. The platform’s AI capabilities include predictive AI, generative AI, conversational AI, recommendation AI, and agentic AI for creating audiences, drafting content, building workflows, suggesting timing, and preparing campaigns for approval. AI MCP allows teams to access customer data, create campaigns, and take action from ChatGPT, Claude, Cursor, and other MCP-compatible tools. By combining CDP, marketing automation, commerce signals, personalization, recommendations, email, SMS, WhatsApp, website engagement, integrations, APIs, and agentic AI, Manago AI helps brands turn insights into revenue-focused campaigns.

Cyclr is an embedded integration toolkit (embedded iPaaS) for creating, managing and publishing white-labelled integrations directly into your SaaS application. With a low-code, visual integration builder and a fully featured unified API for developers, all teams can impact integration creation and delivery. Flexible deployment methods include an in-app Embedded integration marketplace, where you can push your new integrations live, for your users to self serve, in minutes. Cyclr's fully multi-tenanted architecture helps you scale your integrations with security fully built in - you can even opt for Private deployments (managed or in your infrastructure). Accelerate your AI strategy by Creating and publishing your own MCP Servers too, so you can make your SaaS usable inside LLMs. We help take the hassle out of delivering your users' integration needs.

Shufti is a Glocal Compliance Platform covering the full compliance lifecycle, from onboarding and authentication through monitoring and remediation, across any industry, market, and use case. Every model is built in-house, with no aggregators and no third-party engines. Run it as SaaS, in a private cloud, or on-premise, depending on your data residency rules. Shufti holds iBeta PAD Level 3 conformance, a European first, alongside SOC 2 Type II, ISO 27001, PCI DSS and GDPR. Over 2,000 organisations use it, and G2 named Shufti a Leader in its 2026 Identity Verification and AML Grid Reports.

Forest is an operational backend for regulated companies that need to run human teams, AI agents, BPOs, LLMs, workflows, and suppliers in one governed environment. The platform connects databases, compliance providers, internal tools, specialized agents, and external systems while keeping data inside the customer’s infrastructure. Forest provides the shared control plane where business logic, workflows, permissions, RBAC, smart actions, and audit trails are managed. Teams can use Forest to run regulated workflows on top of existing KYC and KYB providers such as Sumsub, Onfido, Veriff, Persona, and Trulioo. It supports onboarding workflows that combine identity verification, business registry checks, beneficial-owner discovery, document checks, screening, risk-based routing, agent triage, and human review. Forest’s MCP support lets AI agents call the same workflows used by human operators while attaching audit records to each action. The platform is designed for agentic operations in regulated environments where every action by humans, agents, BPOs, LLMs, and workflows must remain traceable. Forest also provides an implementation method that maps the company’s ecosystem, connects data and suppliers, designs operator journeys, and brings workflows into production. By combining governed workflows, live data access, MCP-based agent execution, auditability, permissions, and compliance controls, Forest helps regulated companies scale operations safely.

SkySQL is a MySQL-compatible and MariaDB serverless DBaaS platform offering businesses a seamless, scalable, and cost-efficient solution for database management. Its serverless architecture automatically adjusts resources to demand, allowing for instant scaling and zero waste during idle times. With integrated SkyAI DBA And Developer Copilot agents for performance optimization and SkyDBA fractional DBA services for expert database maintenance, businesses can achieve operational efficiency while focusing on innovation. Additionally, SkySQL provides integrated AI Agents for text-to-SQL queries and improved security, ensuring that data access remains streamlined and secure. Perfect for developers, it offers a forever-free tier to get started without upfront costs.

Albato is an intuitive no-code platform that empowers you to connect your favorite apps and automate essential business processes. Core Features: • Extensive App Ecosystem: Integrate with over 800 widely used apps, including Google Sheets, WhatsApp, Salesforce, Slack, and many others. • App Integrator: Seamlessly incorporate new apps into the platform using APIs or Webhooks. • Automation Builder: Create complex multi-step workflows with robust data transformation tools. • Solutions: Access a marketplace with ready-to-use automation templates or design personalized workflows to suit your unique requirements. • Embedded: Deliver integration functionality directly to your SaaS platform with Albato’s white-label interface. Streamline your business operations, save valuable time, and enhance efficiency with a scalable solution tailored to meet your needs.

Merge enables B2B companies to add hundreds of integrations to their products, making it easy to access and sync their customers’ data. Instead of building and maintaining each integration in-house, your developers can save time by integrating once to Merge’s Unified API to add an entire category of integrations to your product in just weeks. Merge offers over 220 integrations in accounting, HRIS, ATS, CRM, file storage, and ticketing. Once you build into Merge’s API, you’ll automatically get access to every integration we add. Merge’s platform makes secure data access easy by normalizing data and handling authentication, pagination, and rate limiting so you don’t have to deal with the nuances of each integration. Merge supports the entire integration lifecycle after the initial build. Merge handles integration maintenance — catching and resolving any issues so you don’t have to worry about integrations breaking. With a suite of integration observability features in our Dashboard, your customer success team has full visibility and control over your product integrations. Thousands of companies like Handshake, Ramp, BambooHR, Remote, and Drata use Merge to power their integrations at scale, enabling them to unblock sales, reduce customer churn, accelerate time to market for new products, and save costs related to engineering resources spent on building and maintaining integrations. Merge adheres to industry-standard compliance frameworks including SOC 2 Type II and ISO 27001, and complies with privacy regulations like HIPAA, GDPR and CCPA.

Builder.io Fusion is a cutting-edge visual development platform designed to help teams build web apps and UIs from Figma designs, existing repos, or scratch, accelerating the path from idea to production. It seamlessly integrates with any codebase and leverages your design tokens and components to generate clean, consistent code that matches your development standards. The platform allows both developers and non-developers to visually modify generated experiences with drag-and-drop functionality and fine-tune styling at a granular level. Fusion also prompts with backend context to create fully interactive designs and supports publishing through API for flexible deployment. Enterprise features include granular roles and permissions, customizable workflows, and the ability to bring your own LLM API key without training on your data, prioritizing privacy and control. Major brands such as Everlane, Zapier, and J.Crew have used Fusion to boost development efficiency by 20%, shorten time to market, and free engineering capacity. Fusion’s security compliance with SOC 2 Type II ensures robust protection for enterprise workflows. The platform empowers cross-functional teams to collaborate and innovate faster while maintaining high standards of code quality.

Cogram is an AI platform for architecture and engineering firms. It automates project record-keeping: email filing, meeting minutes, field reports, RFIs and submittals. Integrates with Deltek, Unanet, Procore, Autodesk and Microsoft 365.

Pixelcut is a comprehensive AI-driven creative platform designed to help brands, businesses, marketers, and content creators generate, edit, and manage visual content with speed and consistency. The platform combines advanced image and video generation capabilities with a powerful suite of editing tools, enabling users to create professional-grade assets from simple prompts or existing media. Core features include AI image generation, AI video generation, background removal, image upscaling, generative fill, object removal, image expansion, shadow generation, retouching, and bulk editing workflows. Pixelcut’s intelligent creative agent interprets user goals and automatically applies the most appropriate creative tools and AI models to produce polished results with minimal manual effort. The platform also supports brand consistency through customizable brand assets and persona management, allowing organizations to maintain a unified visual identity across campaigns, product imagery, advertisements, and social content. Batch editing capabilities enable teams to process hundreds of files simultaneously, significantly reducing production time for large-scale creative projects. By centralizing content generation, editing, and asset management in one platform, Pixelcut helps users accelerate creative production, improve efficiency, and produce high-quality visuals without extensive design or technical expertise.

Clay is the AI-driven data marketplace and orchestration layer that powers modern go-to-market teams. Clay enables teams to find and qualify prospects with AI agents and intent signals, enrich their CRM with best-in-class accuracy and fill rates from 150+ data providers and AI, and orchestrate GTM workflows such as ABM, outbound, and pre-call meeting notes. Over 5,000+ companies, like OpenAI, Canva, Anthropic, and Rippling, use it to power everything from recurring CRM enrichment to targeted outreach. Find accounts with a burning need for your product. Analyze your closed-won list of top customers to narrow your ICP and find lookalikes of your best fit customers from multiple sources. Use AI to build the most sophisticated scoring and qualification logic. Continuously source new qualified leads so sales and marketing teams can continue to take actions such as creating Ads or launching outbound. Enrich with accuracy no single provider can match. Trusted data improves every part of your GTM engine. Clay’s waterfall enrichment approach across 150+ data sources combines multiple providers to result in higher fill rates at lower cost. Automatically run enrichments and sync data directly to your CRM or data warehouse while avoiding duplicates. The results of waterfalling providers speak for themselves: OpenAI doubled their inbound lead enrichment coverage rates and Anthropic tripled their inbound lead match rate. Orchestrate plays that convert accounts from aware to closed. Score accounts by fit and engagement, then build ABM tiers that move prospects through your funnel. When accounts hit intent thresholds—pricing page visits, job changes, webinar attendance—alert reps instantly or trigger multi-channel campaigns at scale including outbound with Clay’s sequencer.

Weaviate is an open-source vector database built for the AI era, giving teams one platform for vector search, retrieval-augmented generation, and agent memory. Store data objects together with embeddings from your preferred machine learning models and scale effortlessly to billions of objects. Import your own vectors or rely on Weaviate's built-in vectorization, then search across vector, keyword, and hybrid methods to get highly relevant results, even when filters are applied. By connecting to today's leading large language models, Weaviate helps you build grounded search and question-answering over your own data. The platform reaches well beyond storage: its Query Agent translates plain-language questions into accurate queries with citations, Engram delivers managed long-term memory for AI agents, and Weaviate Embeddings removes the work of running your own embedding pipeline. Available as self-hosted open source or fully managed Weaviate Cloud across AWS, GCP, and Azure, backed by SOC 2 Type II, native multi-tenancy, replication, and role-based access control. From semantic search to recommendation to fully agentic applications, Weaviate is the foundation to ship AI products faster.

FullSession is a session replay, product analytics, and conversion optimization platform built to help teams understand why users struggle on websites and digital products. It gives businesses tools for watching real user journeys, analyzing funnels, viewing click, move, and scroll heatmaps, tracking errors, collecting feedback, and connecting insights to existing workflows. The platform’s Lift AI feature acts as an impact engine that identifies high-priority friction, explains the evidence behind each recommendation, and helps teams measure whether fixes improve outcomes. FullSession allows users to move from a funnel drop-off, alert, or error spike directly into the session replay that shows what happened. Product teams can use it to improve onboarding and adoption, growth teams can use it to increase conversion, and engineering teams can use it to reproduce issues faster. Heatmaps help teams understand attention patterns, weak CTAs, dead zones, and layout problems across desktop and mobile. Feedback widgets and surveys capture user comments in context, linking qualitative input to the actual session where the issue occurred. FullSession also includes privacy and security features such as data masking, blocked elements, access controls, and sensitive input protection at capture. By combining AI prioritization, session evidence, technical signals, and feedback, FullSession helps teams fix the issues that matter most.

Basedash is an AI-powered business intelligence platform designed to help organizations analyze data, build dashboards, and answer business questions through natural language prompts. Instead of requiring users to manually create reports or write complex SQL queries, the platform automatically generates charts, dashboards, and analytics using trusted business metrics. Basedash connects to cloud data warehouses as well as hundreds of popular business applications, bringing operational, financial, marketing, and customer data together into one reporting environment. Its AI-native architecture allows users to ask questions about revenue, customer acquisition, retention, churn, and other key performance indicators while receiving instant visual insights. The platform's semantic layer ensures that important business metrics are defined once and consistently reused across dashboards and reports. Built-in automation capabilities help organizations generate recurring reports, monitor important trends, and streamline data-driven workflows. Enterprise-grade security includes encryption, SOC 2 Type II compliance, role-based permissions, SSO, SCIM provisioning, and deployment options for both cloud and self-hosted environments. Basedash also prevents customer data from being used to train AI models, helping organizations maintain greater control over sensitive information. By combining AI-assisted analytics, reliable metrics, and broad integration capabilities, Basedash enables modern teams to make faster, more confident business decisions.

Build, deploy and scale AI applications from end-to-end in the cloud. Griptape provides developers with everything they need from the development framework up to the execution runtime to build, deploy and scale retrieval driven AI-powered applications. Griptape, a Python framework that is modular and flexible, allows you to build AI-powered apps that securely connect with your enterprise data. It allows developers to maintain control and flexibility throughout the development process. Griptape Cloud hosts your AI structures whether they were built with Griptape or another framework. You can also call directly to LLMs. To get started, simply point your GitHub repository. You can run your hosted code using a basic API layer, from wherever you are. This will allow you to offload the expensive tasks associated with AI development. Automatically scale your workload to meet your needs.

Metaflow serves as an intuitive agent creator and automation framework for growth operators and knowledge professionals who find themselves constrained by inflexible app connections and a plethora of prompt threads. This platform allows for uninhibited ideation while transforming insights into scalable AI workflows seamlessly. In contrast to conventional automation solutions that compartmentalize creativity from implementation, Metaflow integrates both discovery and execution into a cohesive environment. This integration facilitates exploration, development, and maturation of ideas into robust systems that generate significant impact. As a result, growth teams can liberate their cognitive resources, enabling them to engage in work that is profoundly fulfilling and impactful. Ultimately, Metaflow empowers users to harness their creativity while also streamlining their operational processes.

Qwen3.7-Max represents the latest advancement in Qwen's proprietary models, tailored for the agent era, and serves as a robust foundation for various applications, including code writing and debugging, office workflow automation, and maintaining extended autonomous browser sessions. This model achieves top-tier coding performance, demonstrating superior capabilities in software engineering, terminal operations, GUI interactions, web browsing, and the utilization of agentic tools. By enhancing the alignment between model intelligence and real-world agent execution, Qwen3.7-Max facilitates advanced planning, long-context reasoning, dependable function invocation, and the execution of multi-step tasks within intricate workflows. Furthermore, it bolsters multimodal and document-centric tasks through Qwen Studio, which enables chatbot interactions, comprehends images and videos, generates images, processes documents, creates presentations, offers coding support, conducts in-depth research, and enables web development. This comprehensive suite of features positions Qwen3.7-Max as a leading solution for diverse operational needs in the modern digital landscape.

Phano serves as a composite AI solution tailored for Customer Success and Account Management teams within B2B SaaS organizations. Each night, it analyzes and correlates account usage, relationship dynamics, and support indicators to identify accounts that may be at risk of churn or poised for growth, offering insights into the likely causes and recommended actions prior to renewal. Every analysis reveals its underlying evidence, inconsistencies, and potential blind spots, ensuring that teams can make informed decisions based on reliable data. The intelligence is conveniently integrated into the platforms that teams already utilize, such as email, Slack, Microsoft Teams, CRM systems, and webhooks, along with support for API and MCP. This dual functionality means that while the Customer Success Manager focuses on retaining the customer base, the Account Manager can simultaneously work on expanding accounts using the same diagnostic insights. Phano offers easy self-service setup, a 30-day free trial, and then a subscription priced at 99 EUR per month, making it accessible for teams aiming to enhance their customer relationships and drive growth. In this way, Phano not only simplifies processes but also empowers teams to act decisively and strategically.

ScrapeBadger is a comprehensive web scraping API service that focuses on retrieving data from platforms like Twitter/X, Reddit, and Google, while also providing specialized scrapers for TikTok, YouTube, LinkedIn, Amazon, eBay, Zillow, and over 40 additional sites, complete with integrated anti-bot measures and a dedicated MCP server for AI integration. It efficiently navigates obstacles posed by services like Cloudflare, DataDome, Akamai, Imperva, PerimeterX, and Kasada without requiring any manual proxy management, CAPTCHA solutions, or script repairs, ensuring that every scraper delivers clean, structured JSON data and that users incur no charges for unsuccessful requests. The platform extends its coverage across various domains, including social media, a wide array of Google products, e-commerce sites such as Amazon and eBay, and real estate platforms like Zillow and Realtor, making it a versatile tool for data extraction. Additionally, the MCP server facilitates connections between all scrapers and AI tools including Claude, ChatGPT, and Cursor, and offers official SDKs for both Node.js and Python, enhancing its usability for developers. With its user-friendly approach and robust capabilities, ScrapeBadger stands out in the web scraping industry.

AEO Copilot serves as an optimization tool for answer engines, monitoring your clients' brands through platforms like ChatGPT, Claude, Perplexity, and Google AI Overviews. It helps identify areas where visibility is lacking, provides practical recommendations, and allows users to transfer the gathered data into Claude Code via MCP for further analysis. This integration enhances the overall efficiency of brand management in the digital landscape.