Business Software for Python

Mailman is an open-source tool designed for the management of email discussion groups and electronic newsletter distributions. Its web-based integration simplifies account management for users and facilitates list administration for owners. The software includes features such as built-in archiving, automatic bounce handling, content filtering, digest delivery, and spam prevention. Developed in Python, Mailman is distributed under the GNU General Public License, making it freely available to the public. We express our gratitude to our generous financial supporters whose contributions enabled us to send a key developer to PyCon 2015 for further development and networking opportunities. For crucial security information, please refer to the Security page, and those seeking additional assistance can explore the help page tailored for users, list and site administrators, as well as developers. This comprehensive support ensures that all involved can effectively utilize and manage Mailman’s capabilities.

The Vega-Altair open-source initiative operates independently from Altair Engineering, Inc. By utilizing Vega-Altair, users can focus more on grasping their data and its significance. Altair’s API is designed to be straightforward, user-friendly, and consistent, functioning atop the robust Vega-Lite visualization framework. This refined simplicity allows for the creation of stunning and impactful visualizations with minimal coding effort. The fundamental concept revolves around defining relationships between data columns and visual encoding channels, including the x-axis, y-axis, and color. Consequently, the intricate aspects of the plot are managed automatically. Expanding on this declarative plotting concept, a remarkable variety of both basic and advanced visualizations can be crafted using relatively succinct grammar, offering flexibility for different levels of data presentation. With its focus on ease of use, the Vega-Altair project empowers users to visualize complex data insights efficiently.

Matplotlib serves as a versatile library for generating static, animated, and interactive visual representations in Python. It simplifies the creation of straightforward plots while also enabling the execution of more complex visualizations. Numerous third-party extensions enhance Matplotlib's capabilities, featuring various advanced plotting interfaces such as Seaborn, HoloViews, and ggplot, along with tools for projections and mapping like Cartopy. This extensive ecosystem allows users to tailor their visualizations to meet specific needs and preferences.

YASARA is a versatile molecular graphics, modeling, and simulation software that was introduced in 1993 and is compatible with Windows, Linux, MacOS, and Android platforms, designed to simplify the process of obtaining answers to your scientific inquiries. Featuring a user-friendly interface and stunning photorealistic visuals, it also accommodates budget-friendly virtual reality headsets, shutter glasses, and autostereoscopic displays, fostering an immersive experience that allows users to concentrate on their objectives while minimizing distractions from the software itself. At the core of YASARA is PVL (Portable Vector Language), an innovative development framework that delivers performance capabilities that far exceed those of conventional applications. This advanced framework empowers users to visualize even the most complex protein structures and facilitates genuine interactive real-time simulations with precise force fields on standard computing systems, while also leveraging GPU capabilities when available. By enabling users to manipulate molecules actively and engage with dynamic models instead of just viewing static images, YASARA represents a significant advancement in molecular modeling technology. This dynamic interaction not only enhances the learning experience but also encourages deeper exploration of molecular behavior.

Simply upload a PDF file to use as a template, and the system will automatically identify and import any forms contained within it. You can then modify and create field annotations using our user-friendly interactive template builder. To send your data, simply format it as a JSON Payload and utilize our API. You have the option to select the programming language or tool that you are most comfortable with, such as JavaScript, Python, or even a No-Code solution like Zapier. The PDF will be readily accessible directly from our API, making the process straightforward—there's no need for additional calls to obtain the file. By using doqs, you can effortlessly generate various documents, including commercial and lease agreements tailored for real estate companies. Moreover, doqs can assist you in completing national tax declaration forms, crafting invoices, or filling out documents for opening bank accounts, simplifying your workflow even further. This streamlined process ensures that your document creation needs are met efficiently and effectively.

Design engaging and personalized web pages effortlessly through a chat interface with AI assistance. It harnesses the capabilities of OpenAI's sophisticated ChatGPT model for text generation. If desired, it also generates relevant images using Stable Diffusion technology. Users can opt for a cutting-edge voice interface featuring lifelike text-to-speech capabilities. Hosting options are available for free at user-defined paths, or for just $1/month on a custom subdomain at padhub.xyz. Users can create mock-ups for collaborative discussions, generate prompts and images with Stable Diffusion, and develop internal tools or one-off projects with minimal coding requirements. Whether for utility, information, or creative writing endeavors, this platform supports a variety of web page types. With the right persistence and prompt engineering, users can achieve polished finished sites, possibly linked to an external stylesheet for added flair. Soon, templating features will be introduced to enhance the aesthetic appeal of web pages. This innovative site empowers you to craft simple web pages enriched with tailored content and interactive elements driven by AI technology, streamlining the creative process like never before.

Create, assess, implement, and enhance tailored natural language processing models with ease. Equip your team to streamline workflows without the need for an AI expert team or expensive infrastructure. Metatext makes it straightforward to develop personalized AI/NLP models, even if you lack knowledge in machine learning, data science, or MLOps. By following a few simple steps, you can automate intricate workflows and rely on a user-friendly interface and APIs to manage the complex tasks. Introduce AI into your team with an easy-to-navigate UI, incorporate your domain knowledge, and let our APIs take care of the demanding work. Your custom AI can be trained and deployed automatically, ensuring that you harness the full potential of advanced deep learning algorithms. Experiment with the capabilities using a dedicated Playground, and seamlessly integrate our APIs with your existing systems, including Google Spreadsheets and other applications. Choose the AI engine that aligns best with your specific needs, as each option provides a range of tools to help in creating datasets and refining models. You can upload text data in multiple formats and utilize our AI-supported data labeling tool to annotate labels effectively, enhancing the overall quality of your projects. Ultimately, this approach empowers teams to innovate rapidly while minimizing reliance on external expertise.

Vald is a powerful and scalable distributed search engine designed for fast approximate nearest neighbor searches of dense vectors. Built on a Cloud-Native architecture, it leverages the rapid ANN Algorithm NGT to efficiently locate neighbors. With features like automatic vector indexing and index backup, Vald can handle searches across billions of feature vectors seamlessly. The platform is user-friendly, packed with features, and offers extensive customization options to meet various needs. Unlike traditional graph systems that require locking during indexing, which can halt operations, Vald employs a distributed index graph, allowing it to maintain functionality even while indexing. Additionally, Vald provides a highly customizable Ingress/Egress filter that integrates smoothly with the gRPC interface. It is designed for horizontal scalability in both memory and CPU, accommodating different workload demands. Notably, Vald also supports automatic backup capabilities using Object Storage or Persistent Volume, ensuring reliable disaster recovery solutions for users. This combination of advanced features and flexibility makes Vald a standout choice for developers and organizations alike.

Refact.ai is an advanced AI-powered assistant that integrates directly into your IDE, offering intelligent code completion, real-time code suggestions, and automatic refactoring to streamline the coding process. By using the AI model trained on your codebase, Refact.ai adapts to your team's style, providing highly relevant recommendations to enhance productivity. Developers can also fine-tune the assistant to better suit their unique requirements, making it a powerful tool for personalized coding assistance. With support for all major IDEs and secure on-premise deployment, Refact.ai empowers developers to increase code quality, reduce time spent on manual tasks, and achieve faster results.

We explored the methods and strategies for tracking products, empowering you to gain insights into your users just like leading companies do. Recognize the organizations driving the metrics. Instead of focusing on arbitrary IDs, delve into detailed company profiles. Utilize our hassle-free report to assess, refine, and take pride in your features. Analyze how many users or businesses engage with, embrace, and revisit your features to confirm their effectiveness. Gather insights on your features from the most relevant individuals. Engage with those who enjoyed your feature, as well as those who tried it once and did not return. Why doesn’t your team acknowledge the significance of reaching initial milestones like 5, 50, and 500 users? Our reports highlight achievements that your team can celebrate. Evaluate your launches against other features within your product. Gain a comprehensive understanding of adoption and usage trends in relation to the overall performance of your product. This approach not only reinforces your strategy but also fosters a culture of recognition within your team.

With AI Intern, you can skip the tedious tasks and concentrate on what truly matters. This tool allows you to efficiently conduct research, produce high-quality content, and promptly address a diverse array of inquiries. By optimizing your workflow, you can reclaim valuable time for more significant activities. Are you tired of managing customer queries, writing summaries, creating reports, planning meetings, or balancing budgets? You can even generate an inspiring image to illustrate a design concept effortlessly. Compose flawless, brand-aligned emails in an instant. While AI Intern isn't capable of brewing your morning coffee just yet, it certainly helps make your work hours more enjoyable. With the aid of AI, you can create virtually any kind of content. Although we recognize the value of a good friend, we aim to make these capabilities available to everyone, regardless of their background. Begin your journey today—no credit card is required! If you’re in need of a coding partner or find yourself struggling with a creative challenge, AI Intern is the solution for you. Easily translate text from English to Spanish, craft engaging social media posts, compile financial reports, create job descriptions, and draft technical specifications, among other tasks, all with ease. This innovative tool is designed to enhance your productivity and creativity like never before.

Enhance your app development process with Lightly, a versatile multilingual cloud IDE that allows you to produce high-quality code effortlessly using AI-assisted coding and real-time collaboration tools. This robust platform supports various programming languages, such as Java, Python, C++, HTML, and JavaScript, enabling you to write, execute, and troubleshoot code conveniently from your iPad at any location. With its AI-generated code capabilities, you can swiftly create code snippets, while the collaborative features facilitate seamless teamwork, allowing multiple users to work together on projects in real-time. Additionally, Lightly simplifies deployment and hosting by managing the infrastructure for you, with project images available to streamline deployment across AWS, Azure, GCP, or any other cloud service provider. By allowing you to concentrate on your creative ideas, Lightly's AI programming assistant takes care of the technical details, enhancing your productivity and effectiveness in developing applications. In this way, you can focus more on innovation while relying on advanced technology to support your development efforts.

Extism serves as an open-source, universal plug-in framework designed to make any software programmable, utilizing the power of WebAssembly. Its comprehensive documentation is regularly updated to reflect the project's ongoing development. With over 15 officially supported Host SDKs, Extism can seamlessly integrate into many popular programming languages. Additionally, there are more than 7 officially supported PDKs that allow developers to create plug-ins in any language of their choice. As the set of runtime features continues to expand, Extism stands out as an exceptional plug-in solution for applications of varying types and sizes. The project includes a fully-functional canonical reference demo built with the Elixir host SDK, showcasing plug-ins developed in Rust, TypeScript, and JavaScript. There is even an implementation of a turn-based multiplayer gaming platform, complete with games that users can play and evaluate. The games are crafted as WebAssembly modules that feature a distinct set of exports, providing an engaging experience. For those interested, the source code is available on GitHub, and users can download the installer to begin their journey. The platform is entirely open-source, encouraging users to fork the code, experiment freely, and even operate their own game server. Overall, Extism not only promotes creativity but also fosters a vibrant community of developers.

Textbelt is a straightforward SMS API designed specifically for developers who need to send text messages efficiently. Numerous clients favor Textbelt over alternative SMS services due to its uncomplicated setup, transparent pricing options, and dedicated customer support. There are no ongoing fees, superfluous features, or client libraries to navigate. Users can send one free text message per day and can generate their own key for additional messages as needed. Textbelt provides both open-source and premium versions of its service, ensuring reliability for users. Since its inception in 2012, Textbelt has been a trusted partner for thousands of developers and businesses. It's important to note that delivery status varies across different mobile carriers; for instance, some may mark an SMS as "delivered" upon sending it to the device, while others only confirm delivery when a receipt from the handset is obtained. Furthermore, Textbelt facilitates the receipt of replies to sent messages, which are forwarded via webhook, necessitating the establishment of an HTTP or HTTPS endpoint on your site to handle incoming SMS. This feature enhances interactivity, allowing users to engage with their audience more effectively.

Luminal empowers users to harness the capabilities of Python for spreadsheet management without the associated difficulties. You can easily clean, transform, or analyze vast datasets by simply using natural language commands. Anything that Python can handle, Luminal can too. Execute advanced data cleaning tasks, pose intricate queries, and generate stunning visual representations seamlessly. Avoid the hassle of manually sorting through data in Excel or coding a Python script; instead, let Luminal handle it efficiently, freeing up your time. At Luminal, we place a high priority on safeguarding our clients' data and adhere to stringent security standards. Protecting customer information is not just a policy; it is integral to our organizational ethos. We are committed to providing a user-friendly experience while ensuring the utmost security for all data handled within our platform.

Piloterr API efficiently manages crawlers and rotates proxies on your behalf. As a dynamic software platform, Piloterr empowers innovative companies to fully harness the capabilities of the internet, equipping them with essential tools and insights for accelerated business growth. Our commitment to improvement drives us to continually enhance our codebase and develop new APIs tailored for various search engines. While we encourage users to submit feature requests through our Roadmap, we recognize that it's not feasible to create APIs for every website due to various constraints; however, we diligently add new features where feasible and necessary. Only successful requests contribute to your monthly search quota, meaning that cached, errored, or failed searches do not count. We pride ourselves on providing excellent user support and encourage you to reach out via chat; we aim to respond within one business day to assist you in maximizing your experience with our API.

Our proprietary algorithm is designed to address the challenges posed by absent website metadata and platform limitations. In trials with the top 1000 websites, we achieved an impressive success rate of 98%. We offer enhanced link thumbnails and icons delivered through our global CDN, ensuring rapid loading times for users. In addition to websites, our service allows for the previewing of images, GIFs, and videos, with even more features on the way. By utilizing our service instead of in-device previews, you safeguard your users’ privacy; their IP addresses remain secure, as we implement redirection trails to prevent redirect fingerprinting and automatically upgrade links to HTTPS. Moreover, we seamlessly integrate SDKs from popular platforms to enrich the link preview experience, providing valuable metrics such as the number of retweets for a tweet or the subscriber count for a YouTube channel. This comprehensive approach not only enhances user experience but also strengthens data privacy measures.

Incorporate charts into emails, reports, and various other platforms seamlessly. With over 3 billion charts generated for users globally, our service offers a straightforward and open API for creating chart images. Our chart API doesn't just produce charts; it also generates QR codes and additional visual content. Built on the widely-used Chart.js library, we can render any configuration you desire. To get started, simply input your Chart.js definition into a URL. Unleash your creativity by utilizing all the static customization options provided in Chart.js. Explore our chart gallery to discover a variety of chart types and plugins, such as bar charts, line graphs, pie charts, and beyond. QuickChart integrates effortlessly with numerous no-code tools, allowing you to produce custom chart templates that can be dynamically embedded in applications like spreadsheets, Airtable, Bubble, AppSheet, Thunkable, and many others. While rendering at scale can pose challenges and demand significant resources, we have invested considerable effort into managing these complexities, enabling you to concentrate on enhancing your application. By simplifying the chart generation process, we empower users to visualize data effectively and efficiently.

Interval enables the creation of complete web applications solely from backend code written in Node.js or Python. If you enjoy coding but dislike the process of designing user interfaces, Interval will be a game changer for you. It presents a revolutionary programming framework for UI development. By simply incorporating Interval SDK calls with your existing business logic, the system automatically generates user interfaces that appear in your web browser. The component library provided by Interval streamlines the often tedious tasks of constructing and integrating UIs into straightforward asynchronous method calls placed within your business logic. In addition, Interval ensures that all input is validated both in the user interface and on the server side, with method calls only resolving once valid input is provided by the user. Users will experience a responsive and accessible UI that appears seamlessly in their browser. Moreover, Interval facilitates the return of user-submitted data back to your backend, taking care of all network communication without requiring you to develop APIs for your internal tools. This innovation makes web app development significantly more efficient and user-friendly for developers focused on backend logic.

Maximizing your application's performance is a breeze with the FREE trial of Prefix, which incorporates OpenTelemetry. This state-of-the-art open-source observability protocol allows OTel Prefix to enhance application development through seamless ingestion of universal telemetry data, unparalleled observability, and extensive language support. By empowering developers with the capabilities of OpenTelemetry, OTel Prefix propels performance optimization efforts for your entire DevOps team. With exceptional visibility into user environments, new technologies, frameworks, and architectures, OTel Prefix streamlines every phase of code development, app creation, and ongoing performance improvements. Featuring Summary Dashboards, integrated logs, distributed tracing, intelligent suggestions, and the convenient ability to navigate between logs and traces, Prefix equips developers with robust APM tools that can significantly enhance their workflow. As such, utilizing OTel Prefix can lead to not only improved performance but also a more efficient development process overall.

We utilize EV Microsoft Authenticode and Apple Gatekeeper certificates to sign your desktop application. This code signing process is crucial as it allows your app to download and install without triggering any warning dialogs for users. Additionally, your app will automatically update on a regular basis, ensuring that the underlying browser remains current. This mechanism also allows us to implement performance enhancements, security updates, and new features seamlessly. You will receive a tailored installer for Windows, Mac, and Linux systems. Furthermore, we offer a convenient magic link that users can utilize; it will automatically identify their operating system and download the latest version of your app. ToDesktop will analyze your web app's URL to recognize your icon and color scheme, and you will have the option to modify these settings if necessary. Ultimately, our goal is to provide a smooth and efficient user experience while keeping your application up to date.

The Atri framework serves as a comprehensive solution for full-stack web development aimed at creating Progressive Web Applications. By utilizing our intuitive visual editor, developers can enhance their workflow efficiency significantly. Additionally, there is the option to incorporate personalized React code into your projects. Currently, our backend development is supported through Python, with plans to introduce NodeJS support in the near future. Our Command Line Interface (CLI) offers extensive deployment options, allowing easy integration with platforms like GitHub Pages and AWS, among others. Atri also includes a variety of productivity-enhancing tools, such as asset management systems, that can drastically cut down development time from several months to mere hours. Moreover, Atri is redefining the concept of full-stack development by welcoming non-web developers into the app creation and maintenance process, thereby broadening the scope of who can contribute to application development. This inclusive approach not only fosters collaboration but also empowers a diverse range of creators to bring their ideas to life.

Akira.ai offers organizations a suite of Agentic AI, which comprises tailored AI agents aimed at refining and automating intricate workflows across multiple sectors. These agents work alongside human teams to improve productivity, facilitate prompt decision-making, and handle monotonous tasks, including data analysis, HR operations, and incident management. The platform is designed to seamlessly integrate with current systems such as CRMs and ERPs, enabling a smooth shift to AI-driven processes without disruption. By implementing Akira’s AI agents, businesses can enhance their operational efficiency, accelerate decision-making, and foster innovation in industries such as finance, IT, and manufacturing. Ultimately, this collaboration between AI and human teams paves the way for significant advancements in productivity and operational excellence.

Simplify your MLOps pipelines. ZenML allows you to manage, deploy and scale any infrastructure. ZenML is open-source and free. Two simple commands will show you the magic. ZenML can be set up in minutes and you can use all your existing tools. ZenML interfaces ensure your tools work seamlessly together. Scale up your MLOps stack gradually by changing components when your training or deployment needs change. Keep up to date with the latest developments in the MLOps industry and integrate them easily. Define simple, clear ML workflows and save time by avoiding boilerplate code or infrastructure tooling. Write portable ML codes and switch from experiments to production in seconds. ZenML's plug and play integrations allow you to manage all your favorite MLOps software in one place. Prevent vendor lock-in by writing extensible, tooling-agnostic, and infrastructure-agnostic code.

As user-generated Python scripts and AI tools proliferate beyond the scope of IT governance, organizations are increasingly vulnerable to Shadow IT threats, which can lead to security vulnerabilities, compliance challenges, and diminished oversight of operations. To address these challenges, BotCity provides a comprehensive governance platform that offers enterprise orchestration and real-time insights into all Python automations, including those powered by AI. Furthermore, it facilitates the acceleration of hyperautomation projects through the integration of RPA and AI technologies, while also significantly lowering costs—up to five times less than traditional low-code platforms. In addition, BotCity allows for the flexible deployment of bots across various environments such as virtual machines, containers, and serverless platforms, and it supports a wide range of systems including SAP, Citrix, Windows, and Linux. Organizations can take advantage of a complimentary 30-day trial to explore these advanced capabilities.