Business Software for Model Context Protocol (MCP)

Superset functions as a powerful IDE designed for managing various terminal coding agents, such as Claude Code and Codex, simultaneously. Each individual task operates within its own isolated git-worktree, allowing you to easily switch between agents when they require your focus. Additionally, it features automation scheduling, support for remote hosts, a comparison viewer, and an MCP server. For those interested in exploring its capabilities, the source code can be found on GitHub. This makes it an invaluable tool for developers looking to enhance their productivity and streamline their workflow.

Qwen3.8-2.4T-A95B stands out as the most extensive open model within the Qwen3.8 series, offering advanced Qwen-Max-class features in a publicly accessible format. Constructed upon the solid framework of Qwen3.5, this model significantly enhances performance in areas such as coding, professional tasks, research, and complex, prolonged agentic activities, emphasizing the reliability of executing intricate, multi-step workflows to completion. Utilizing a cutting-edge mixture-of-experts architecture, it boasts an impressive total of 2.4 trillion parameters, with 95 billion of those being activated, featuring 512 experts and engaging 10 routed along with one shared expert simultaneously. The model accommodates a native context length of 262,144 tokens, which can be extended to around 1.01 million tokens, thereby providing substantial flexibility for various applications. Furthermore, improvements in agent execution, such as enhanced autonomous planning and better responsiveness to environmental feedback, contribute to its efficiency, while its broader compatibility with widely used agent frameworks and development tools facilitates seamless integration into existing systems, making it a versatile choice for developers and researchers alike.

AstroFabric is an advanced AI operating system designed to enhance growth, drive revenue, and streamline digital operations. A variety of specialized AI agents manage different areas such as SEO and online visibility, advertising, outbound pipeline management, competitive analysis, creative processes, lifecycle management, reporting, and site operations, executing comprehensive missions through precise tools. Each operation is conducted under strict budgets, requires approvals for written content, and provides a complete transcript, ensuring that autonomy remains accountable. Users have the option to utilize pre-existing playbooks or create tailored objectives, with operations facilitated through the console, REST API, hosted MCP server, scheduled missions, agent email, or an embeddable chat widget. This flexibility empowers teams to optimize their workflows and achieve their goals efficiently.

Cronloop enables you to automate tasks using AI agents that operate on a predefined schedule without human intervention. Simply outline the task in straightforward Markdown, select either Codex or Claude Code, link your tools, and observe your agents in action. Each agent retains memory from previous operations and enhances its capabilities over time, ensuring continuous improvement with every execution. This innovative approach allows for increased efficiency and productivity in managing repetitive tasks.

Meetstream.ai offers an API for a meeting bot designed for real-time AI agents, enabling developers to seamlessly integrate functionalities to join, record, stream, and transcribe calls across platforms like Zoom, Google Meet, and Microsoft Teams. This technology allows bots to capture essential elements such as real-time video, audio, transcripts, participant details, screenshots, chat interactions, meeting metadata, and MP4 recordings, which empowers teams to concentrate on creating AI-driven insights rather than juggling multiple meeting-platform integrations. The transcription feature includes speaker identification and timestamps, while individual audio tracks for each participant ensure accurate speaker recognition, even amid overlapping dialogue. Furthermore, Meetstream facilitates low-latency audio and video streaming through secure WebSockets, with distinct feeds for each participant catered to real-time applications. Additionally, its calendar integration streamlines the process by automating meeting joins and synchronizing with Google and Outlook calendars, enhancing overall productivity and efficiency in team collaborations.

MaxFusion serves as an innovative AI-driven creative layer tailored for brands and agencies aiming to efficiently produce and amplify high-impact video advertisements. The platform, MaxFlows, seamlessly integrates each aspect of the ad creation process, from competitor analysis and trend identification to ideation, image and video production, and final editing, all within an interactive visual workspace that teams can manage. Users have the capability to extract competitors’ advertisements from the Meta Ad Library, explore TikTok and various social media channels for engaging hooks and concepts, and generate ideas focused on brand advantages and customer challenges. By consolidating advanced image and video models, it enables the creation of initial frames, product visuals, ad stills, and dynamically generated videos, allowing teams to edit, combine, caption, and export creatives that are ready for campaigns. Its unique feature, RIZZ, employs an audio-guided video model to produce user-generated content-style videos featuring expressive AI actors capable of showcasing a range of emotions such as joy, sadness, and celebration, resulting in more authentic performances. Additionally, the platform's bulk production functionality transforms a single advertising brief into extensive batches of advertisements, empowering teams to experiment with a wider array of concepts, perspectives, and variations to enhance their marketing strategies. Ultimately, MaxFusion not only streamlines the ad creation process but also fosters creativity and efficiency among teams in the competitive landscape of digital advertising.

Many enterprise AI initiatives struggle due to their inability to access data stored within operational systems. Usermode addresses this challenge by integrating your existing systems—such as ERP, property management, inspection databases, and Microsoft 365—through custom MCP integrations. It then implements a controlled network of specialized agents focused on various tasks, including credit control, compliance, management accounts, and bid writing, which operate seamlessly across channels like email, WhatsApp, and Teams. Each action is governed by a deny-by-default policy engine, requiring prior approval for any communication, while a tamper-evident ledger meticulously records all activities. Currently, it is actively utilized in property management and industrial inspection, overseeing more than 3,300 residential units. Notably, all intellectual property remains under your ownership, ensuring complete control over your innovations. This approach not only enhances operational efficiency but also fortifies security and compliance protocols.

Worthune serves as a comprehensive catalog of financial planning models that are accessible via a REST API, managed through an MCP server, and available in the form of embeddable calculators. Each model adheres to a versioned public specification and undergoes rigorous Concordance testing; this necessitates that an independent second implementation, crafted in a language distinct from the original specification, must align with the production engine across 250 specific cases per model, achieving an accuracy of one part in a billion prior to any release. Continuous integration processes ensure that every modification triggers the harness, where any discrepancies halt the release process. Furthermore, each response includes the specification version, the government constants utilized, their primary sources, and check dates, along with a SHA-256 decision record that can be stored and recomputed later to validate the origin of the figures presented. Designed with developers in mind, Worthune enhances financial mathematics for applications in fintech, wealthtech, and banking sectors; it is particularly valuable for teams needing to demonstrate compliance to reviewers concerning the origins of financial data, as well as for AI agents that require reliable and deterministic financial computations instead of mere predictive outputs. This unique approach not only fosters trust but also ensures precision and accountability in financial modeling.

Take charge of your subscription management and enhance your financial operations and reporting with automation. Eliminate tedious invoicing tasks and complicated reporting processes! By leveraging real-time and precise subscription metrics from organized subscription data, you can gain insights into your business that drive informed decisions for improvement and growth. Additionally, discover new sales opportunities, streamline your quote-to-order processes, and obtain clear visibility into your customer base, all of which empower you to surpass sales targets and simplify the transition of contracts to the finance team. Younium is designed to assist businesses in overseeing their subscription portfolios without relying on custom solutions. Our platform bridges the gap between your sales CRM, financial systems or ERP, customer support, service desk systems, and most importantly, the unique products and services your company offers, ensuring a seamless integration that enhances overall efficiency. With Younium, you can transform how you manage subscriptions and propel your business towards greater success.

Adopt AI helps modern applications deliver an agentic experience to their end users within days. Using Adopt, end users of applications can execute complex actions across their application via natural language commands, automate workflows and unlock new possibilities for application innovation. In this future, AI agents will understand application/website workflows, know which components to call, create dynamic plans, and execute those plans to achieve desired outcomes. This approach means that humans will no longer need to learn how to use applications; instead, they can interact with AI in natural language to accomplish tasks or have AI automatically perform tasks based on schedules or triggers. Adopt AI is helping companies race against time to build their own AI copilot and set of autonomous/semi-autonomous agents.

Bluebricks empowers organizations to construct reliable and regulated cloud environments using reusable blueprints, minimizing reliance on DevOps for each request. The platform leverages environment orchestration to integrate seamlessly with existing Infrastructure as Code tools such as Terraform and Helm. By incorporating AI, it ensures consistency and helps eradicate configuration mistakes. Teams benefit from self-service infrastructure provisioning while still upholding centralized governance and security measures across various cloud providers. Supporting platforms like AWS, Google Cloud, Azure, Oracle, and Kubernetes, the solution allows enterprises to simplify intricate deployments into standard, reusable blueprints applicable across different environments. Moreover, its automatic dependency tracking safeguards against breaking changes, and its built-in RBAC and policy enforcement uphold enterprise security standards. In addition, Bluebricks functions as a backend solution for internal developer portals, enabling developers to access infrastructure capabilities without compromising on control or oversight, thus fostering a more efficient development cycle. This balance of autonomy and governance is essential for modern cloud operations.

The AWS DevOps Agent is a solution provided by Amazon Web Services (AWS) that functions as a self-sufficient, continuously operating operations engineer, tasked with identifying and preventing issues within your infrastructure, applications, and deployment processes. This tool autonomously analyzes your application assets and their interconnections, encompassing infrastructure, code repositories, deployment workflows, monitoring tools, and telemetry data, to synthesize information from logs, metrics, traces, deployment activities, and recent code modifications. In the event of an alert, unexpected error surge, or a help request, the DevOps Agent promptly initiates an automated analysis; it conducts incident triage around the clock, performs root-cause examinations, and offers detailed remediation strategies that can seamlessly integrate into team workflows (for instance, through Slack, ServiceNow, or PagerDuty) or directly generate support tickets with AWS. Moreover, this proactive approach ensures that potential issues are addressed before they escalate, enhancing the overall reliability of your systems.

Multilith is an organizational memory layer for AI coding tools that ensures your AI understands how your team actually builds software. Instead of starting from zero every session, your AI gains instant awareness of your architecture, design decisions, and established coding patterns. By adding one configuration line, Multilith connects your IDE and AI tools to a shared knowledge base powered by the Model Context Protocol. This allows AI suggestions to follow your standards, warn against breaking architectural rules, and reference past decisions automatically. Tribal knowledge that once lived in Slack threads or people’s heads becomes accessible to the entire team. Documentation evolves alongside the code, staying accurate without manual upkeep. Multilith works across tools like Cursor, Copilot, and Claude Code with no workflow disruption. The result is faster development, fewer mistakes, and AI assistance that feels truly aligned with your team.

HttpStatus is a comprehensive platform designed for API testing, monitoring, and tools geared towards the needs of contemporary developers. It provides an extensive array of over 700 free tools accessible via web browsers, addressing a wide spectrum of developer requirements, such as formatting JSON, decoding JWTs, checking SSL certificates, debugging CORS issues, validating OpenAPI specifications, and monitoring uptime. The platform is thoughtfully arranged into distinct hubs, including JSON, Regex, Cron, Base64, URL, Hash, UUID, YAML, Timestamp, JWT, HTTP, Security, and others, ensuring that each hub features targeted tools accessible directly in the browser without the need for installations or signups, keeping all data secure on the user’s device. In addition to individual utilities, HttpStatus provides robust functionalities tailored for API development teams, including mock servers for frontend work, chaos engineering tools for testing resilience, automation workflows compatible with Postman collection imports, webhook capture and inspection, analysis of distributed tracing, and comprehensive uptime monitoring across multiple regions, which includes alert channels and public status pages for transparency. This makes HttpStatus not just a toolset but a vital partner in the API development lifecycle.

PostLake offers a comprehensive social media API designed for developers, product teams, and AI systems. By connecting your accounts just once, you can effortlessly publish, schedule, and analyze your content through a single interface—be it a dashboard, REST API, or MCP—ensuring a reliable and consistent response format for your applications. Designed with an agent-first approach, it guarantees safe and dependable posting with clear error messages, reasonable retry mechanisms, and standardized analytics, empowering you or your agent to make informed decisions on content publication. The platform is continuously evolving, expanding its network and capabilities, rather than being restricted to a static list of destinations. To get started, simply create an account, link your profiles, upload your media, and choose to publish or schedule your posts. You maintain complete control, with the option to disconnect at any time; we only engage with the accounts and content you authorize. Importantly, we prioritize your privacy by not selling your data or utilizing your posts for AI training purposes. Whether you are launching an agent, automating publishing across multiple channels, or integrating social posting into your product, PostLake serves as the bridge between your software and the social media landscape, enhancing your connectivity and efficiency in the digital realm.

FetchLayer is an API designed for web scraping that provides developers, AI agents, researchers, and businesses with organized data sourced from social media and well-known websites, alleviating the need to oversee scrapers, proxies, blocks, or rate limits. This tool streamlines the process of obtaining data, making it easier for users to focus on their projects without the technical hassles typically associated with web scraping.

Goldright Enterprise Suite is a comprehensive master data management platform designed to give organizations accurate, governed, and AI-ready enterprise data. The platform helps businesses prevent hallucinations, automate compliance, and ground autonomous agents in verified operational reality. Goldright includes Agile Data Manager for centralized multi-domain data mastering and cleansing, Legal Entity Manager for legal entity and joint venture visibility, Organizational Data Manager for organizational structure transparency, and Identity Manager for access control and permissions. Its Golden Record approach creates a unified source of truth that supports operational excellence today and AI-supported automation in the future. Native MCP integration allows AI agents to access verified real-time data directly while preserving permissions and audit trails. Goldright helps enterprises reduce data silos across departments such as R&D, production, sales, finance, and operations. The platform supports use cases across manufacturing, finance, energy, insurance, and real estate, with benefits such as improved data exchange, fewer order entry errors, better supply chain logistics, and faster time to market. Its governance foundation supports regulatory compliance, data accuracy, predictive analytics, and trusted enterprise AI. By combining MDM, Golden Records, MCP integration, permissions, auditability, legal entity management, organizational data management, and identity controls, Goldright helps enterprises make AI more consistent and reliable.

Goldright's Identity Manager serves as a comprehensive solution that consolidates identities across the organization and ensures effortless access, even amidst transitions within the company. By linking HR information with IT frameworks, it empowers organizations to manage accounts and permissions efficiently, automatically modifying them when employees transition to new roles or during structural changes. The system keeps a detailed, timestamped log, acting as a definitive record of who had access and at what times. The Identity Lifecycle feature tracks the employee journey from onboarding to departure, automatically creating, modifying, and revoking access rights at each stage of employment—Joiner, Mover, and Leaver. Upon recording an employee's exit, the Identity Manager promptly cancels all associated accounts and permissions. Additionally, integrated governance enhances data quality through established rule sets and defined responsibilities, while a built-in Business Process Engine oversees approval workflows for access rights and resources. The platform is further enhanced by an AI assistant that responds to queries regarding permissions, and its adaptable APIs facilitate seamless integration with existing IT infrastructures, ensuring a smooth connection for all users. This combination of features makes the Identity Manager an essential tool for maintaining security and efficiency in managing organizational identities.

Goldright's Organizational Data Manager offers organizations a comprehensive and cohesive perspective of their structural framework. By linking employees, their roles, and hierarchies across various departments, it integrates HR and organizational information from isolated HR and ERP systems, transforming traditional org charts into a strategic asset. The system preserves a detailed, timestamped history that provides insights into the evolution of roles over time. Org charts are created in real-time, accommodating everything from traditional hierarchies to intricate matrix configurations, and they are updated automatically whenever there are changes in units or roles. This tool centralizes data from essential HR systems like Workday and SAP SuccessFactors, effectively eliminating the pitfalls of siloed solutions and minimizing vendor dependency. Additionally, integrated governance oversees organizational rules and compliance protocols, while an inbuilt Business Process Engine facilitates the automation of onboarding, offboarding, and approval processes. An AI assistant is available to address organizational inquiries, and open APIs allow for seamless system integration, ensuring that data flows smoothly across platforms. Furthermore, this comprehensive approach aids in increasing overall operational efficiency and strategic decision-making capabilities within the organization.

Goldright's Legal Entity Manager empowers organizations to effectively oversee their global shareholding and mandate frameworks. By consolidating equity and board-mandate information into a singular, transparent, and audit-proof overview, it eliminates the need for cumbersome manual spreadsheets by centralizing and validating shareholding structures. The system features a robust shareholding database that allows for owner traceability and maintains a timestamped history, ensuring readiness for audits. Legal Entity Charts are created dynamically and automatically refresh in response to any changes in equity ratios or entities involved. Additionally, the Legal Entity Manager keeps track of statutory deadlines, such as shareholder meetings and board sessions, and provides automated reminders to users. With integrated governance, it manages ownership and compliance efficiently, while a built-in Business Process Engine (BPMN) streamlines data workflows through automation. Furthermore, an AI assistant is available to respond to natural-language queries within the platform, and open APIs facilitate seamless integration with other systems. This comprehensive solution significantly enhances organizational efficiency and governance management.

The Agile Data Manager, developed by Goldright, serves as a robust Master Data Management platform that transforms crucial business data from disparate sources into organized, validated, and centrally accessible assets, establishing a unified source of truth for the entire organization. This solution effectively centralizes, cleans, and oversees data across various domains using a single adaptable data model, which merges all data versions into a reliable base that ensures complete data integrity. It meticulously tracks data lineage from start to finish, and its timestamped history supports point-in-time reporting while minimizing the need for manual input. Governance based on user roles facilitates centralized control over data ownership and compliance, and the integrated Business Process Engine (BPMN) streamlines data workflows through automation. Furthermore, an AI-powered assistant within the platform can respond to questions posed in natural language, and customizable APIs allow for seamless bidirectional integration with ERP, CRM, and BI systems. By providing clean and governed data, this platform lays a solid groundwork for training artificial intelligence models and supports the implementation of GenAI applications, ultimately enhancing business intelligence and decision-making capabilities. This comprehensive approach not only streamlines processes but also empowers organizations to leverage their data more effectively.

Symvanta provides your AI coding agent with an accurate real call graph of your codebase through MCP, eliminating guesswork and allowing it to understand potential issues before making changes. By indexing your repositories into a dynamic code graph, Symvanta captures precise symbols, callers, dependencies, and the potential impact of changes across every repository within your project. This graph is made accessible through MCP tools that any AI coding agent can utilize, including Cursor, Claude Code, Codex, and others. With Symvanta, you benefit from a unified graph that encompasses all your repositories, rather than having to analyze them individually. This comprehensive approach enhances efficiency and helps maintain code integrity during the development process.

Sita reduces AI expenditures by 30% and allows developers to save 25 hours each month through the automation of search and documentation processes. By transforming code, messages, and documentation into a comprehensive knowledge graph, it delivers only the pertinent information to your coding tools, resulting in a 32% reduction in input tokens. Furthermore, Sita ensures that your documentation remains current and facilitates the release of features at a speed that's 37% faster while also decreasing the number of bugs by 68%. The onboarding process is streamlined with premium support, taking just one hour. Notably, Sita is compatible with your existing tools and can enhance their capabilities using MCP or its own agent, making integration seamless and efficient. This innovative approach not only optimizes performance but also significantly improves overall productivity in development workflows.

QVeris serves as an infrastructure for AI agents tailored for developers, focusing on MCP and skills-oriented agents. It offers a cohesive API that allows users to discover, access, and utilize over 10,000 real-world tools, APIs, and data resources, empowering LLMs and AI agents to analyze, fetch information, and perform real-world tasks efficiently and at scale. This innovative approach significantly enhances the capabilities and versatility of AI applications in various domains.

CustomJS serves as a cutting-edge platform designed for streamlined automation workflows. It enables users to create PDFs from HTML templates, merge various documents, capture high-resolution screenshots, host HTML pages and forms, and manage incoming emails through Mailhooks. With CustomJS, the data gathered from forms or incoming emails can initiate workflows directly within n8n or Make, ensuring that automations are both efficient and seamless. The platform features a user-friendly form builder that aids in data collection, while Mailhooks facilitate the processing of email messages and their attachments without requiring additional infrastructure. Moreover, CustomJS offers lightweight static hosting suitable for landing pages, dashboards, or HTML tools generated by AI. By combining automated document creation and screenshot functionalities, it enhances the efficiency of reporting, invoicing, dashboards, and various other tasks that demand intensive workflows. Whether your needs include generating PDFs, processing emails, creating dynamic forms, or capturing automated screenshots, CustomJS significantly enriches your workflow platforms with its robust, ready-to-implement features, ultimately empowering users to optimize their operational processes. This versatility positions CustomJS as an indispensable tool for modern digital automation.