Business Software for Model Context Protocol (MCP)

VirtuProbe Studio serves as the comprehensive request manager that integrates all protocols into a cohesive system. It enables the chaining of requests through various channels such as HTTP, email, LDAP, Kerberos, SMB, and databases, while also allowing users to script the entire process seamlessly. This functionality enhances efficiency and streamlines communication across different platforms.

Dead Simple Email offers an email API that provides genuine email inboxes for AI agents and automated workflows. With just a single API call, users can set up an inbox and communicate using real email addresses via REST or standard IMAP/SMTP protocols, while receiving replies formatted as structured webhooks. Incoming messages undergo a prompt injection check prior to delivery, and users can access a dashboard that displays the complete history of communications for each agent. The service begins with a free plan that includes 5 inboxes, with an option to upgrade to 100 inboxes for $29 per month, charging based on the number of inboxes rather than the number of users. This flexibility makes it an appealing choice for businesses looking to integrate email functionality seamlessly into their automated systems.

GForge is an integrated software development and DevOps platform built to replace collections of disconnected project management, source control, collaboration, and delivery tools. It brings ticketing, agile planning, Git and SVN repositories, CI/CD, wikis, document management, chat, and AI-assisted workflows together under one login and shared data model. Ticketing features allow development teams to maintain versioned design information, break work into subtasks, and connect analysis directly with implementation and review. Agile capabilities include sprints, releases, roadmaps, backlogs, planning boards, and burndown information based on the same tickets teams use for everyday work. Source control supports Git and SVN, with inline code review comments and development activity automatically connected to relevant project records. GForge can integrate with Jenkins so build results are associated with the projects and tickets that triggered them. Flow AI can read and modify tickets, wiki pages, and sprint information using an administrator-approved model provider, while the GForge CLI enables local AI assistants and MCP-compatible development tools to work with project context. Organizations can deploy GForge as a hosted service, on their own infrastructure, or in completely air-gapped environments for regulated and sensitive software projects. GForge is intended for teams that want to consolidate their DevOps stack, maintain control over deployment and data, and manage the software lifecycle through one connected platform.

Featureflip offers a flat-rate pricing model that stands as an alternative to LaunchDarkly, Split, and Flagsmith, catering specifically to small teams who prefer not to incur escalating costs with each new hire. Unlike most competitors that charge based on the number of seats or monthly active users, Featureflip maintains a single, fixed price across all its plans. Every tier, including the complimentary Solo plan—which operates in production without a trial expiry—includes features like rollouts, targeting, segments, kill switches, audit logs, and access to all 13 SDKs. Users can conveniently disable features without redeploying via kill switches, implement percentage rollouts, and utilize rule-based targeting based on user attributes or segments. Additionally, the platform facilitates A/B testing through multi-variation flags and boasts sub-millisecond evaluation times, ensuring that server SDKs can evaluate in-process and maintain functionality even during outages. Featureflip supports a comprehensive suite of 13 SDKs, which encompasses JavaScript, Node, Python, .NET, Java, Go, PHP, Ruby, React, Browser, Swift, Flutter, and Android. Furthermore, every plan comes equipped with a REST Management API, Terraform provider, MCP server, and OpenFeature integration, enhancing usability and flexibility for diverse development needs. Overall, Featureflip aims to empower small teams with robust feature flag infrastructure without the burden of unpredictable pricing.

Qwen3.8-Flash-Next represents an open-weight multimodal Mixture-of-Experts architecture and serves as an initial glimpse into the design intended for Qwen4. This model strategically enhances attention mechanisms, residual pathways, embeddings, and optimization techniques to boost its capabilities, improve computational efficiency, expand model capacity, and ensure training stability. Its innovative hybrid architecture merges Gated DeltaNet, which adeptly compresses past information, with Qwen Sparse Attention, enabling the selection of significant context at a micro-block level to lessen both attention and indexing costs associated with lengthy sequences. The Gated Residual feature broadens the residual pathway into four streams, dynamically managing the flow of information across different layers. Additionally, the N-gram Embedding integrates large-scale local-pattern memory with minimal added computation per token, and it can be transferred to host memory for further efficiency. The model is structured around a 125B-parameter main network supplemented by 51B parameters dedicated to N-gram embeddings, activating only 6B parameters for each token processed. This sophisticated framework highlights the ongoing advancements in machine learning architectures, setting a promising stage for future developments.

Gridset is an innovative document design platform that allows users to enhance their existing content into sleek, brand-consistent documents without the hassle of starting anew. By simply uploading brand guidelines or directing Gridset to a specific website, it automatically implements brand structure rules, ensuring that each document embodies the organization’s voice, design ethos, and visual aesthetics consistently. Users can import content from various sources, such as Notion pages, Google Docs, PDFs, or Word documents, while Gridset takes care of the design process, eliminating the need for rewriting or copy-pasting. The platform is designed to maintain layout integrity, ensuring that margins, spacing, and typography remain uniform, regardless of whether the document spans just one page or stretches to fifty. It accommodates a variety of business documents, including reports, proposals, presentations, briefings, and handbooks, with convenient export options like PDF, PPTX, and PNG. Furthermore, Gridset seamlessly integrates with existing tools, allowing teams to retrieve content directly from platforms like Notion or Google Docs, and enabling the creation of designed documents straight from applications like Claude or ChatGPT, making the entire process more streamlined and efficient. This makes Gridset an invaluable resource for organizations looking to maintain a cohesive brand identity while producing high-quality documents effortlessly.

Ninjō is an innovative AI platform designed specifically for marketing agencies, efficiently managing direct messages across their entire client base, qualifying leads, pitching offers, finalizing sales, offering customer support, nurturing potential clients, and overseeing outbound communications via SMS and WhatsApp. Each agency can develop a personalized AI agent for every client, ensuring that the agents communicate in the specific tone of the client and comprehend their unique offerings, all while being able to oversee operations from a single dashboard, whether catering to a few clients or managing hundreds. These agents are capable of functioning across various platforms including Instagram, WhatsApp, Telegram, Facebook, TikTok, Skool, and Slack, enabling agencies to automate conversations and appointment scheduling without the need to handle each inbox manually. With integrated playbooks and templates that draw from practical usage, teams can rapidly deploy proven sales and support processes. Additionally, Ninjō seamlessly connects with Claude and ChatGPT through its MCP, empowering users to create agents, fine-tune prompts, analyze workflows, and generate comprehensive reports. This integration not only enhances the efficiency of communication but also provides valuable insights to further refine marketing strategies.

IterDone is a project management solution that bridges the gap between traditional spreadsheets and more complex tools such as ClickUp, Asana, or Monday. From the very first day, teams can be operational instead of spending extensive time setting up workflows. The platform boasts a variety of features including different views like list, board, calendar, and timeline, as well as tasks and subtasks, timers, timesheets, and complimentary guest access for clients and contractors. Additionally, users can easily import CSV files and export in CSV or JSON formats, utilize a REST API, and benefit from an integrated MCP server for AI assistants. This web-based platform (SaaS) is currently available for free during its early access phase, with no credit card information required for use. Developed by Pangloss Technologies, IterDone aims to streamline project management for teams of all sizes.

AledaMail serves as a comprehensive email marketing and automation solution designed for agencies, SaaS providers, and businesses seeking to maintain control over their email sending capabilities. The platform boasts a variety of features such as a visual campaign builder, automated marketing workflows, event-triggered actions, a transactional email REST API, subscriber list management, advanced segmentation, landing page creation, an AI-powered campaign assistant, and a dedicated MCP server to facilitate campaign management alongside tools like Claude or ChatGPT. Users can easily integrate their preferred sending infrastructure, including options like Amazon SES, SendGrid, Mailgun, Postmark, SparkPost, or any SMTP server they choose. The agency mode offers specialized client workspaces that are isolated, white-label branding opportunities, and a unified login for managing multiple accounts efficiently. Additionally, AledaMail provides a free plan that does not require a credit card, making it accessible for users to start utilizing the platform without financial commitment. This flexibility allows businesses to tailor their marketing strategies effectively while enjoying robust features and support.

Mentionry is an innovative AI-driven platform designed for SEO and link-building that evaluates whether your brand is recognized by answer engines when potential customers pose pertinent inquiries. It meticulously documents the sources referenced in these answers and identifies opportunities for enhancing your visibility. The system allows you to schedule prompts against various supported answer engines, preserving not just the complete answer text but also every cited URL, brand mention, and search query utilized. By analyzing these recorded responses, Mentionry calculates metrics such as visibility, share of voice, and average ranking, while categorizing cited domains into owned, operated, and earned sources to help teams understand which mentions they can actively influence. Additionally, Mentionry proactively seeks out actionable opportunities, including requests from journalists, resource directories, unlinked brand mentions, relevant registries, competitor mentions, podcast features, speaking engagements, and pages that link to defunct resources. Each identified opportunity undergoes a screening process to ensure its reach and relevance before it is presented to the user, thus maximizing the chances of effective engagement. This comprehensive approach equips brands with valuable insights that can significantly enhance their online presence.

Miligram serves as a contact intelligence solution for AI agents, providing Claude and ChatGPT with verified work email addresses and direct phone numbers via a single connector that integrates seamlessly into the platforms users are already familiar with. This service is offered as an MCP server, enabling Claude or ChatGPT to effortlessly list personnel at any organization and access their genuine contact information without necessitating the user to navigate a new application. Users can formulate requests in simple language, whether inquiring about the team at a particular company or seeking the contact information of a specific founder, and the AI takes care of the details. Miligram features two primary functions: find_people, which identifies individuals within a business, and find_info, which fetches authentic emails and phone numbers for chosen contacts. The system allows entire teams to be located and their contact details to be obtained in a single query, facilitating both personal prospecting and broader outreach initiatives. Additionally, the contact information provided comes with sourcing details and confidence indicators, helping users gauge the trustworthiness of each piece of information. This innovative tool streamlines the process of connecting with potential leads, enhancing efficiency in communication efforts.

Dial is an advanced communication framework for AI agents that allows software to possess its unique phone identity, enabling it to manage voice calls, SMS, and WhatsApp messaging through a single REST API, MCP server, CLI, or SDK. This innovative system reimagines a traditional telephone stack, which was initially designed for human users, incorporating elements like SIM cards, carrier agreements, handsets, and verification processes, so that autonomous agents can operate without the need for specialized hardware or manual carrier setups. With Dial, agents can acquire a legitimate phone number, execute AI-driven voice calls for tasks such as making reservations, confirming appointments, or following up, while also utilizing live transcription services with the option to transfer to a human operator if necessary. Furthermore, Dial facilitates two-way SMS and WhatsApp communication, handles inbound calls and messages, and incorporates AI receptionist functionality along with streamed incoming events. Agents are also equipped to receive SMS verification codes for workflows that require phone authentication and can programmatically respond to various communication events, enhancing their operational efficiency and capabilities. This versatility positions Dial as a crucial tool in the evolving landscape of AI communication.

Viral Manager is an innovative AI-driven platform designed to identify viral content on Instagram and TikTok, catering specifically to creators and their agencies. It keeps a close watch on selected public accounts, evaluating each post against the account's historical performance to highlight genuine viral successes rather than just focusing on view counts. Remarkably, it can detect a small account's viral moment just as swiftly as that of a larger account. Each identified post transforms into a comprehensive AI content brief, detailing the hook, structure, pacing, and script angle derived from the video itself rather than solely from its caption. Following this analysis, the platform manages the production process from start to finish: it assigns briefs to your creators, monitors the delivery through a specialized creator portal, and facilitates the review and approval process, allowing for the adaptation of approved videos into various formats. Additionally, it features an extensive asset library with the ability to import from Google Drive, offers official Instagram and TikTok API analytics for your connected accounts, provides access to trending sounds, and includes options for team roles and permissions, along with agency white labeling. Furthermore, it boasts a hosted MCP server that grants access to 56 tools, integrating seamlessly with advanced AI models such as Claude, ChatGPT, Gemini, and Copilot, ensuring a comprehensive solution for content creators.

Quill stands out as the pioneering platform for ensuring data reliability through an agentic approach. Since the quality of data fundamentally influences every AI agent, workflow, and decision, we focus on enhancing the core element: dedicated agents that maintain the precision and dependability of your record systems. By prioritizing data integrity, Quill empowers organizations to make informed decisions with confidence.

SocialRouter serves as a comprehensive social data API and MCP server tailored for AI developers and agents. It offers a single, cohesive interface that enables users to retrieve data from a variety of platforms, including LinkedIn, Instagram, X, Reddit, Facebook, TikTok, YouTube, Pinterest, Bluesky, Snapchat, Google Maps, and Apollo—totaling 61 services across 12 different networks. Users can discover leads, monitor competitors, detect buying signals, and gather reviews and transcripts effortlessly. The system features multi-provider routing with automatic fallback, ensuring that if one provider encounters an issue or reaches its rate limit, another provider seamlessly takes over the request without interruption. There is no subscription or minimum requirement, allowing for a pay-per-record model instead. Users can connect through MCP for Claude Code, Codex, Gemini CLI, or utilize the REST API from any programming language. Additionally, a TypeScript SDK is readily available for those who prefer it. This flexibility makes SocialRouter an invaluable tool for data-driven decision-making and marketing strategies.

Access LinkedIn and Google data in mere seconds and pay solely for the results you obtain. Discover businesses, investigate individuals and organizations, or integrate search outcomes into your application, spreadsheet, or AI assistant. You can acquire Google Search outcomes, business listings and reviews from Maps, as well as LinkedIn profiles, company information, posts, and job listings. Utilize the API or dashboard to execute requests and export the results seamlessly. Engage with our MCP server or the LangChain package, and benefit from comprehensive public documentation along with readily available code examples to help you begin your journey. Experience the service for free, without the need for a credit card, and remember that empty results incur no charges at all. Additionally, this user-friendly platform ensures that you can efficiently manage your data needs with minimal effort.

Hermoso is a marketing solution that you can operate through your own AI, allowing you to seamlessly integrate with Claude, Claude Code, ChatGPT, Codex, or Cursor via MCP or through the web studio. By simply inputting your brand details, you can specify your requirements for various marketing tasks. In the research phase, it analyzes successful advertisements in your niche from platforms like Meta, Google, LinkedIn, and TikTok, in addition to studying organic content on TikTok, Instagram, YouTube, and Reddit. For creation, it produces polished graphics, engaging carousels, UGC-style videos featuring a consistent creator, dynamic product spins, informative explainers, and eye-catching thumbnails, all tailored to your brand and ready for immediate posting. You can publish and schedule content across multiple platforms including Instagram, TikTok, YouTube, X, LinkedIn, Facebook, Threads, Pinterest, Bluesky, and Telegram. Additionally, for paid campaigns, it allows you to design, analyze, and optimize ads on 11 different platforms such as Meta, Google, TikTok, LinkedIn, Microsoft, Reddit, Pinterest, Snapchat, X, Apple, and ChatGPT ads. The system efficiently interprets performance data, engages with comments and direct messages, and keeps your calendar up to date. With over 830 tools accessible through one MCP endpoint, every ad that requires funding is created in a paused state until you approve it to go live, making it a risk-free option to begin your marketing efforts. It's a comprehensive marketing solution that offers both flexibility and efficiency for businesses looking to enhance their online presence.

Chatoptic serves as an advanced AI visibility platform designed for comprehensive analysis. It uncovers the ways in which AI interprets, showcases, and suggests brands to various demographics, employing GEO tools to enhance visibility across platforms like ChatGPT, Gemini, Claude, and others. Utilizing Chatoptic enables you to: • Evaluate AI visibility tailored to specific demographics and personas • Conduct AI-driven focus groups and simulate persona-oriented conversations • Analyze how diverse audiences interact with your brand through AI-generated responses • Benchmark audience visibility levels against that of competitors • Gain insights into sentiment, context, and relevance for each audience segment • Pinpoint scenarios where AI shows a preference for competitors and identify the target audiences • Monitor changes in audience-based AI visibility trends over time • Leverage data insights to refine your brand strategy in the AI landscape.

Pangolinfo serves as a comprehensive Amazon Data API and web scraping solution tailored for sellers, SaaS enterprises, data teams, developers, and AI agents in need of accurate and current Amazon data. It offers organized data related to products, searches, categories, sellers, rankings, pricing, and sponsored ads across key Amazon marketplaces. With features such as ZIP/postal-code targeting, asynchronous webhooks, proxy session management, raw page delivery, and the ability to collect data at high concurrency, Pangolinfo is robust in its offerings. The Data API delivers parsed and structured information, while the Scrape API allows for adaptable access to publicly available Amazon web data. This platform is particularly useful for tasks like price monitoring, conducting product research, tracking competitors, gathering market intelligence, and facilitating large-scale e-commerce data collection endeavors. Additionally, customers are charged solely for successfully completed requests, making it a cost-effective option for users. Ultimately, Pangolinfo streamlines the process of obtaining essential Amazon data, enabling businesses to enhance their decision-making capabilities.

Databricks Genie One serves as an intelligent AI assistant designed for business users, offering a centralized platform to pose inquiries, analyze dashboards, utilize enterprise knowledge, and implement actions driven by AI that is rooted in organizational data. Users have the ability to inquire using everyday language and obtain contextually relevant responses that encompass both structured data from Databricks and unstructured knowledge sources, all without needing to write SQL queries or rely on an analyst's assistance. The Genie Ontology feature automatically constructs and enhances a dynamic knowledge graph that captures business terminology, entities, and key performance indicators, thereby providing insights and actions that reflect a unified business context. Additionally, Genie One streamlines workflows by automating tasks such as scheduling, tracking changes, drafting documents, storing reusable skills, and initiating updates across various platforms including email, Jira, and Slack. Furthermore, it accommodates custom Databricks Apps, AI/BI dashboards, boasts over 100 connectors, integrates with external sources like Google Drive and Salesforce, and employs MCP to incorporate Genie into a wider array of business applications. This comprehensive functionality empowers users to harness data more effectively, facilitating decision-making processes and enhancing productivity across the organization.

TabPFN-3.5 is an advanced foundation model specifically designed for achieving top-tier predictions on structured data, making it highly effective for a variety of tasks such as churn analysis, fraud detection, pricing strategies, demand forecasting, and risk assessment, thus enabling teams to utilize a single model for diverse applications. The model seamlessly processes data in its original form, adeptly managing issues like missing values, outliers, categorical data, multi-table datasets, free text features, and thousands of unique identifiers without requiring any encoding, while also accommodating numerous measurements per row. Users have the convenience of inputting raw data without the need for extensive feature engineering or preprocessing, allowing them to obtain high-quality, production-ready predictions immediately after the initial prediction call. Notably, TabPFN-3.5 generates predictions in a single forward pass, striking an optimal balance between accuracy and speed, and is optimized for quick inference, which is crucial for latency-sensitive predictive applications. Furthermore, it can efficiently handle large-scale datasets of up to one million rows natively and boasts a remarkable 20 times faster inference speed compared to its predecessors, making it a significant advancement in the field. This combination of efficiency, versatility, and performance positions TabPFN-3.5 as a powerful tool for data scientists and organizations seeking to leverage structured data effectively.

Step 5 Preview represents the pinnacle of StepFun’s offerings for agentic tasks, tailored specifically for real-world applications in both software engineering and professional knowledge domains, excelling particularly in financial contexts. The model is equipped to handle inputs of text, images, and videos while boasting a substantial 1M-token context window, which is ideal for tasks that necessitate extensive information, tool usage, and ongoing progress towards achieving specific deliverables. It possesses the ability to scrutinize lengthy documents, integrate various source materials, and utilize conversation histories for effective cross-document question answering and organizing research. In the realm of programming and software development, it is proficient in multiple programming languages and capable of assisting with debugging, code modifications, verification processes, and the generation of tests. Furthermore, its advanced multi-step agent functionalities empower applications to access tools for information retrieval, document processing, in-depth research, and the creation of analytical reports. Additionally, the model's multimodal comprehension allows for the synthesis of images, videos, and text, enabling tasks such as analyzing charts and answering questions based on screenshots. Ultimately, this comprehensive capability suite positions Step 5 Preview as an invaluable asset for professionals across various sectors.

Probie assists software development teams in uncovering ways to enhance their customers' experiences. It automatically detects issues such as friction points, missed conversion chances, and bugs, and then provides you with suggested solutions for review. From repeated clicks and malfunctioning forms to failed requests and endless loading screens, Probie reveals problems that users may face but often do not report. By linking your website and GitHub repository, Probie analyzes what went wrong, pinpoints the pertinent code, and creates a pull request with a proposed fix for your team to evaluate. Your developers can then review the modifications and decide which changes to implement. You can easily get started with a simple script, by installing the JavaScript SDK from npm, or by integrating your current Sentry reports. Probie effectively transforms real user feedback into practical enhancements, enabling teams to devote less time to identifying issues and more time to creating superior products. Furthermore, by prioritizing user experience, Probie fosters a culture of continuous improvement within software teams.

Noveum presents Orbit, an open-source task management tool designed for individuals and AI agents alike, offering a collaborative environment that integrates real-time issues, boards, sprints, projects, and documents with an emphasis on keyboard navigation. Users have the flexibility to utilize the hosted version or to deploy the Apache-2.0 licensed application on their own systems using Docker, PostgreSQL, Redis, and S3-compatible storage solutions. AI clients establish connections to the remote MCP server via Streamable HTTP, utilizing OAuth tailored for specific workspaces. After signing into Orbit, users simply grant access without the need for an API key. Furthermore, the entire source code of the application along with the manifests for connecting to the MCP client are accessible for free on GitHub, encouraging community collaboration and development. This comprehensive accessibility ensures that both users and developers can engage with the platform fully.

Qwairy is an innovative generative engine optimization (GEO) platform designed to reveal how AI assistants discuss your brand, the references they utilize, and the competing brands they suggest. It keeps a close watch on various AI platforms such as ChatGPT, Google AI Overviews, AI Mode, Perplexity, Gemini, Claude, Copilot, Grok, Mistral, and DeepSeek, spanning multiple markets and languages. You can track the inquiries made by your potential customers while monitoring the visibility, sentiment, and citations associated with each engine and market, even down to specific query extensions, shopping results, and sponsored advertisements. Once the analysis is complete, Qwairy provides actionable recommendations. It identifies subjects where your competitors have a presence while you do not, composes citation-ready briefs, uncovers backlink possibilities from AI-cited sources, and ensures that AI crawlers can access your essential web pages. To evaluate the effectiveness of your strategies, Qwairy monitors AI crawler engagement, AI-driven referral traffic, and the corresponding revenue, integrating seamlessly with Search Console, GA4 connectors, a REST API, and an MCP server. Brands and agencies can easily get started by signing up for a complimentary plan that includes an initial allocation of 120 credits, making it accessible for various users. Additionally, this platform enhances brand visibility and competitiveness in a rapidly evolving digital landscape.