Business Software for Model Context Protocol (MCP)

The GTM API provides developers and AI agents with programmatic access to LinkedIn via the accounts they manage. A notable feature of the API is its access to over 250 typed tools through MCP and a REST API that includes webhooks, enabling functionalities such as searching for individuals and companies, sending connection requests and messages, enriching profiles, and accessing inboxes. The product's safety mechanism ensures that each account operates within a dedicated anti-detect cloud browser and is supported by a specific proxy; furthermore, newly created accounts are gradually warmed up based on their health, and each action is subjected to server-side limit checks before execution. To prevent accidental harm from overly aggressive agents, outward actions are designed to include a preview and confirmation step. Currently, the GTM API boasts over 20,000 connected accounts with a ban rate of less than 1%. Users can opt for a free plan, with paid options starting at $39 per account monthly and scaling down to $10 at higher volumes, while also allowing for unlimited calls. In this way, the GTM API ensures both functionality and security for its users.

AgentScan is a no-cost, deterministic security scanner specifically designed for evaluating AI agent skills. It meticulously inspects a skill directory, which includes platforms like Claude Code, Codex, OpenCode, and MCP servers, for various vulnerabilities such as prompt injection, hidden secrets, network activity, malware signatures, and obfuscation techniques prior to installation. Each identified issue is accompanied by specific file:line references and an associated confidence score. The tool operates without executing the skill or uploading any data, functioning entirely offline. Being free and open-source under the MIT license, it also offers the Trust Pack feature, which facilitates the addition of 90 pre-audited skills with a single command. This ensures users can enhance their security measures efficiently.

Partsgraph.ai is the agent-ready parts data layer. It ingests your datasheets, parametrics, CAD and compliance documents into one canonical Parts Graph™, then serves it to AI agents over a hosted MCP endpoint, agent-readable pages and shopping feeds — so assistants specify your parts from your data, not from scrapes and guesswork.

UGC Agent is a software tool that utilizes AI to assist in sourcing user-generated content for performance marketers, creator marketers, ecommerce brands, agencies, and entrepreneurs. Users can articulate their desired creator profiles in simple language, after which UGC Agent identifies relevant public profiles on Instagram and TikTok, enhances the data on these creators, evaluates them based on the campaign requirements or ideal customer profile, eliminates duplicates, and compiles a list of creators ready for outreach or export, including email addresses when accessible. This platform offers functionalities for discovering creators, enriching their profiles, conducting fit assessments, saving lists, exporting data, managing seed-list workflows, and provides an MCP endpoint for AI systems that can integrate with it. Additionally, the platform features a set of free tools that assist with smaller creator searches, crafting campaign briefs, outreach strategies, developing engaging hooks, calculating rates and ROI, and cleaning up lists. With a comprehensive approach, UGC Agent streamlines the entire process of connecting brands with the right creators, making it an invaluable resource in the marketing landscape.

Empower your AI capabilities with ToolRouter, where you can seamlessly connect Claude, ChatGPT, Grok, Gemini, Cursor, Copilot, or another compatible AI to access a vast array of over 226 real tools designed for creation, searching for individuals, and information retrieval. ToolRouter offers a hosted MCP gateway alongside a searchable catalog of tools, all accessible through a single API key and a collective usage-based credit system. While free tools incur no costs, paid options begin at just $0.005 per use, and you can enhance your experience with optional Lite and Plus plans that provide additional monthly credits and increased usage limits. This system not only maximizes the potential of connected AIs but also simplifies the management of resources and costs for users. With ToolRouter, you can expand your AI's functionality and efficiency like never before.

Revinho serves as an intelligence platform tailored for founder-led SaaS teams, seamlessly integrating with existing accounts from Google Analytics 4, Stripe, and Google Search Console to transform historical data into a streamlined perspective on metrics such as traffic, revenue, conversions, organic demand, and emerging business opportunities. It effectively showcases changes over time, provides supporting evidence for each insight, and categorizes cross-source revenue connections as verified, modeled, or associated, all without needing any new tracking scripts or event configurations. Additionally, teams have the capability to access workspace-scoped, read-only business data via MCP and REST, facilitating collaboration with compatible AI agents for enhanced analysis. This makes Revinho a valuable tool for teams looking to optimize their decision-making processes based on data-driven insights.

Taskfolk revolutionizes project management by seamlessly integrating teams with their AI agents. When agents like Claude Code or Cursor are added as designated members with MCP write access, they can engage with the workflow by reading the backlog, managing their assigned tasks, updating the status of work, and leaving comments alongside human teammates, thereby eliminating the disconnect that often occurs when agents operate outside the primary workflow. Additionally, a dedicated MCP endpoint is made available for easy agent access. Utilizing Taskfolk, teams can efficiently plan their projects, delegate tasks to both individuals and AI agents, monitor their progress, and maintain a centralized repository of ongoing work and team responsibilities. The inclusion of agents as integral participants allows their contributions to be showcased within the same boards, task histories, and activity feeds that the rest of the team relies on, enhancing transparency and collaboration. The service operates on a freemium model, where the Free plan accommodates unlimited members, allows for up to 5 projects, and provides 25 AI credits. For those seeking more advanced features, the Pro plan is priced at 3 USD per editor, while the Business plan costs 6 USD per editor. Comprehensive details regarding the privacy policy, terms of service, and support documentation can be easily accessed on the Taskfolk website, ensuring users have the resources they need for a smooth experience. Overall, Taskfolk is designed to create a cohesive environment for human and AI collaboration in project management.

Birta serves as a platform for hosting and publishing websites that utilize AI agents and chat functionalities. Users can easily link AI tools such as Claude, ChatGPT, Codex, or Cursor with just a single connection, enabling them to publish and modify their sites straight from the chat interface without the need for complex server setups, build pipelines, or continuous integration processes. The platform offers robust features including secure hosting, a comprehensive version history, a simple one-click rollback option, support for custom domains, automatic HTTPS encryption, visitor analytics, lead collection capabilities, and the ability to manage multiple projects alongside MCP integration for seamless operations. This makes Birta a versatile choice for anyone looking to streamline their web development experience while leveraging advanced AI technologies.

Social Fanout offers a single REST API alongside a local MCP gateway, enabling the distribution of content to various customer-approved social outlets. Developers can simultaneously publish content to several configured destinations and obtain results specific to each target. This system is tailored for applications and workflows involving AI agents, with its functionality contingent upon the connection status and approval of each destination. Additionally, it streamlines the content distribution process, enhancing efficiency for developers.

Mindcase offers a suite of web data APIs tailored for AI agents, allowing developers to easily obtain structured information from over 25 publicly available sources via specialized endpoints. This eliminates the need for users to create and manage separate web scrapers, as they can utilize pre-existing APIs for well-known platforms like LinkedIn, Instagram, Facebook, X, TikTok, Reddit, YouTube, Google Maps, Amazon, Airbnb, Booking.com, Yelp, Indeed, and Shopify. Each API is meticulously crafted for a particular function, such as extracting LinkedIn profiles and employee information, gathering social media posts and their engagement metrics, locating Google Maps locations with associated ratings and contact information, or accessing data on products and marketplaces. Users have the flexibility to initiate runs from the web console, by using the developer API, through prompt copying, or by integrating Mindcase with AI agents and coding environments via MCP. The web console not only allows users to access the available APIs but also provides insights into run history, API keys, returned records, and details of the execution process. This comprehensive setup ensures that developers can seamlessly integrate diverse data sources into their applications without the hassle of complex implementations.

Epho transforms coding agents into a versatile API, enabling developers to execute Claude Code, Codex, or OpenCode in secure cloud sandboxes via a singular HTTP endpoint. Users can submit prompts, select a harness and model, link repositories and files, connect to MCP servers, and provide environment variables or provider credentials; Epho will then initiate the environment, replicate the code, integrate the necessary tools, and stream the agent's progress in real-time. The system supports both synchronous runs, which can deliver live events, tool calls, edits, final outputs, and artifacts, as well as asynchronous execution featuring polling and webhooks. Importantly, chat sessions are persistent, allowing subsequent interactions to continue from the same filesystem, checkout, agent session, system prompt, model, and MCP setup, even in the absence of the original sandbox. It accommodates private repositories from GitHub, GitLab, and Bitbucket, with agents capable of reading code, implementing changes, executing tests, and refining errors similarly to a local environment. Furthermore, every event is securely stored, ensuring that interrupted streams can reconnect seamlessly without any loss of data during a run. This robust architecture not only enhances productivity but also fosters a more efficient coding workflow.

SetSmart is an innovative AI appointment setter designed to seamlessly transform Instagram DMs into qualified sales calls around the clock, while also supporting platforms like WhatsApp and Messenger. This AI system engages with incoming leads by adhering to a tailored qualification script, effectively asking pertinent questions regarding goals, budget, timing, and additional criteria to sift through prospects, ultimately steering promising leads towards scheduling a call. It has the capability to provide real-time calendar availability and can book appointments directly within the chat via tools such as Calendly, GoHighLevel, iClosed, or Cal.com, eliminating the need for external booking links. Additionally, the comment-to-DM automation feature activates when someone interacts with a post or Reel, seamlessly transitioning the discussion into a private setting. The AI is also equipped to send voice notes that mimic the user's voice, revitalize dormant leads through automated follow-ups, and modify its writing style and tone, ensuring that conversations maintain a natural and personalized feel. Furthermore, its ability to engage leads in a human-like manner enhances the overall interaction experience and increases the likelihood of successful conversions.

Deployxa is a cloud platform that prioritizes artificial intelligence, catering specifically to developers who are creating applications with the assistance of AI tools like Cursor, Claude Code, v0, and Bolt.new. By integrating your code repository from sources like GitHub, GitLab, or Bitbucket, Deployxa effortlessly identifies your chosen framework—be it Next.js, React, FastAPI, Laravel, or Django—while it builds fortified OCI containers, sets up managed PostgreSQL or MySQL databases, issues edge SSL certificates, and provides a live URL within approximately 60 seconds. Notable features include automatic detection of frameworks and runtimes without the need for configuration, native support for Model Context Protocol (MCP) servers and AI agents, instant rollbacks within a second, zero-downtime deployments, real-time log streaming with AI-supported diagnostics, robust AES-256 hardware-backed secret management, and an official command line interface (CLI) along with a VS Code extension for seamless development. With Deployxa, developers can optimize their workflow and enhance their productivity while focusing on building and deploying their applications.

Keenable operates as a standalone web search infrastructure tailored for AI laboratories, inference frameworks, agents, and developers seeking quick and reliable access to real-time web content. The Search API equips AI entities with an extensive index comprising over 100 billion documents, specifically designed for rapid retrieval with performance fine-tuned for demanding production agent tasks. Agents are enabled to search through web pages and obtain page content via a REST API, MCP server, or command-line interface, all under a single account and API key. Continuously striving for excellence, Keenable assesses and enhances search quality through its NEEDLE benchmark, which evaluates retrieval efficiency across various search providers and aligns results with an oracle ranking derived from aggregated outcomes. For expansive AI tasks, the platform offers dedicated search capacity alongside options for cloud and on-premises deployment. Additionally, its Time Machine feature enhances retrieval capabilities by allowing users to conduct searches across historical webpage versions, offering a comprehensive view of past content. This dual focus on current and historical data positions Keenable as a versatile tool for modern AI applications.

LandingBoost serves as an intelligent auditing tool specifically designed for SaaS landing pages, scanning live sites to pinpoint the most critical conversion adjustment before engaging in redesigns, increasing traffic, or conducting AB tests. By submitting a URL, users can receive a thorough evaluation of their page, focusing on aspects such as clarity, relevance, strength of call-to-action, credibility, trustworthiness, logical section order, and any conversion barriers present. Instead of providing a lengthy list of generic advice, it highlights the primary bottleneck and suggests one specific "First Edit" to implement. This recommendation articulates the elements hindering the next click, its significance, the necessary changes, and provides examples from similar pages that lend credibility to the suggestion. LandingBoost utilizes comparisons with revenue-driven SaaS benchmarks and public reports, featuring examples from a variety of domains, including SaaS products, AI innovations, developer tools, lead generation solutions, SEO instruments, and other products crafted by founders. Its diagnostic framework ensures that visitors can swiftly grasp the product's purpose, target audience, expected outcomes, next actions, and the reasons for trusting the platform, making it an essential tool for optimizing landing page performance. Ultimately, LandingBoost empowers businesses to make informed decisions based on solid data and tailored recommendations.

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.

Unitpost serves as a comprehensive platform for customer communication from start to finish. You can specify the type of workflow you need, such as a welcome series, shipping notifications, or a win-back campaign, and Unitpost will create it for you, enabling seamless execution across email, text, and WhatsApp. Currently, we provide support for both transactional and marketing emails through a hybrid template system that combines visual elements with coding capabilities, alongside features such as contacts, segments, campaigns, and automation tools. From the outset, our platform has been designed with a unified approach, utilizing a single contact model, a cohesive event system, and a consistent pricing structure that shares a sending balance, ensuring that every action operates uniformly whether through the user interface, API, or our virtual assistant, Ask Unit. Unlike other tools, we aim not to simply add another email solution to the market, but instead to create a messaging framework that effectively replaces the disparate tools teams often piece together manually, allowing them to focus on achieving results rather than on building processes. This approach not only streamlines communication but also enhances overall efficiency for businesses.

The Databricks Data Intelligence Platform empowers every member of your organization to leverage data and artificial intelligence effectively. Constructed on a lakehouse architecture, it establishes a cohesive and transparent foundation for all aspects of data management and governance, enhanced by a Data Intelligence Engine that recognizes the distinct characteristics of your data. Companies that excel across various sectors will be those that harness the power of data and AI. Covering everything from ETL processes to data warehousing and generative AI, Databricks facilitates the streamlining and acceleration of your data and AI objectives. By merging generative AI with the integrative advantages of a lakehouse, Databricks fuels a Data Intelligence Engine that comprehends the specific semantics of your data. This functionality enables the platform to optimize performance automatically and manage infrastructure in a manner tailored to your organization's needs. Additionally, the Data Intelligence Engine is designed to grasp the unique language of your enterprise, making the search and exploration of new data as straightforward as posing a question to a colleague, thus fostering collaboration and efficiency. Ultimately, this innovative approach transforms the way organizations interact with their data, driving better decision-making and insights.

Axway Amplify is a modular API and integration platform designed to help enterprises connect systems, govern APIs, and enable secure AI-ready digital experiences. It supports federated API management, giving organizations visibility and control across APIs that live in different clouds, on-premises systems, gateways, repositories, and vendor environments. Amplify API Management helps teams design, implement, secure, publish, and manage APIs throughout the full lifecycle. Amplify Fusion provides low-code and no-code integration tools that allow business and IT users to build event-based workflows, connect applications, and automate recurring processes. Amplify Engage creates a marketplace for curated API products and digital assets, helping developers discover, subscribe to, and reuse approved APIs. Amplify AI Gateway helps organizations scale AI responsibly by protecting prompts, orchestrating LLM usage, authenticating access to AI services, and controlling compliance requirements. The platform also includes centralized monitoring, governance, and management capabilities for APIs across AWS, Azure, Istio, Axway, and other gateway environments. Amplify is modular, so companies can begin with API management, integration, AI governance, or API marketplace capabilities and expand over time. By combining API security, discovery, governance, integration, and AI enablement, Axway Amplify helps enterprises modernize without abandoning systems that already work.