Page 11 | Compare Business Software for Python: November 2025 Reviews & Comparison

Quix

Building real-time apps and services require lots of components running in concert: Kafka, VPC hosting, infrastructure as code, container orchestration, observability, CI/CD, persistent volumes, databases, and much more. The Quix platform takes care of all the moving parts. You just connect your data and start building. That’s it. No provisioning clusters or configuring resources. Use Quix connectors to ingest transaction messages streamed from your financial processing systems in a virtual private cloud or on-premise data center. All data in transit is encrypted end-to-end and compressed with G-Zip and Protobuf for security and efficiency. Detect fraudulent patterns with machine learning models or rule-based algorithms. Create fraud warning messages as troubleshooting tickets or display them in support dashboards.

Starting Price: $50 per month

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Meteomatics

Meteomatics specializes in high-resolution commercial weather forecasting, power output forecasting for wind, solar and hydro, weather data gathering from the lower atmosphere using Meteodrones, and weather data delivery via the Weather API. - Unlimited accesses/day - Weather data querying via URL - Unified weather data access for historical and current weather, forecasts, climate models, and data from over 25 weather models - WMS and WFS interface - Delivery of forecasts with an average response time of 20 to 30 ms - 90 m downscaling worldwide - 1800+ parameters - Historical weather data from 1979 Climate data including climate scenarios up to the year 2100 - Secured use with HTTP and HTTPS - Integration with many formats, connectors, and programming languages available - Proprietary European Weather Model with 1 km resolution – EURO1k (Business plan)

Starting Price: $0/month/user

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Binary Ninja

Binary Ninja is an interactive disassembler, decompiler, and binary analysis platform for reverse engineers, malware analysts, vulnerability researchers, and software developers that runs on Windows, macOS, and Linux. Disassemble executables and libraries from multiple formats, platforms, and architectures. Decompile code to C or BNIL for any supported architecture, including your own. Automate analysis with C++, Python, and Rust APIs from inside or outside the UI. Visualize control flow and navigate through cross-references interactively. Name variables and functions, apply types, create structures, and add comments. Collaborate effortlessly with synchronized commits using our Enterprise product. Our built-in decompiler works with all of our officially supported architectures at one price and builds on a powerful family of ILs called BNIL. In fact, not just our architectures, but even community architectures can produce amazing decompilation.

Starting Price: $299 one-time payment

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ELCA Smart Data Lake Builder

ELCA Group

Classical Data Lakes are often reduced to basic but cheap raw data storage, neglecting significant aspects like transformation, data quality and security. These topics are left to data scientists, who end up spending up to 80% of their time acquiring, understanding and cleaning data before they can start using their core competencies. In addition, classical Data Lakes are often implemented by separate departments using different standards and tools, which makes it harder to implement comprehensive analytical use cases. Smart Data Lakes solve these various issues by providing architectural and methodical guidelines, together with an efficient tool to build a strong high-quality data foundation. Smart Data Lakes are at the core of any modern analytics platform. Their structure easily integrates prevalent Data Science tools and open source technologies, as well as AI and ML. Their storage is cheap and scalable, supporting both unstructured data and complex data structures.

Starting Price: Free

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Tarpaulin

Tarpaulin is a code coverage reporting tool for the cargo build system, named for a waterproof cloth used to cover cargo on a ship. Currently, tarpaulin provides working line coverage and while fairly reliable may still contain minor inaccuracies in the results. A lot of work has been done to get it working on a wide range of projects, but often unique combinations of packages and build features can cause issues so please report anything you find that's wrong. Also, check out our roadmap for planned features. On Linux Tarpaulin's default tracing backend is still Ptrace and will only work on x86 and x64 processors. This can be changed to the llvm coverage instrumentation with engine llvm, for Mac and Windows this is the default collection method. It can also be run in Docker, which is useful for when you don't use Linux but want to run it locally.

Starting Price: Free

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kcov

Kcov is a FreeBSD/Linux/OSX code coverage tester for compiled languages, Python and Bash. Kcov was originally a fork of Bcov, but has since evolved to support a large feature set in addition to that of Bcov. Kcov, like Bcov, uses DWARF debugging information for compiled programs to make it possible to collect coverage information without special compiler switches.

Starting Price: Free

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pytest-cov

Python

This plugin produces coverage reports. Compared to just using coverage run this plugin does some extras. Subprocess support, so you can fork or run stuff in a subprocess and will get covered without any fuss. Xdist support, so you can use all of pytest-xdist’s features and still get coverage. Consistent pytest behavior. All features offered by the coverage package should work, either through pytest-cov’s command line options or through coverage’s config file. Under certain scenarios, a stray .pth file may be left around in site packages. The data file is erased at the beginning of testing to ensure clean data for each test run. If you need to combine the coverage of several test runs you can use the --cov-append option to append this coverage data to coverage data from previous test runs. The data file is left at the end of testing so that it is possible to use normal coverage tools to examine it.

Starting Price: Free

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IDWise

Convert good folks to good customers faster and build trust. Identity verification made simple. 13,000+ ID documents supported in 200+ countries and territories. Up to 50 AI-based Security Checks on each ID Document in seconds. Bank-Grade certified Biometrics Checks. Unparalleled Emerging Markets expertise. Dramatically accelerate customer conversion and bring down abandonment rates with IDWise’s fully automated, AI-driven, highly accurate and user-friendly identity verification solution. At IDWise we love to keep things simple. Everything from our simple all-in pricing plans to our seamless integration is tailored to help you serve your customers quickly and reliably with minimal friction, while focusing your precious resources at what you do best – running your business. We pride ourselves in our long-term partnership approach, recognizing that no two companies are the same when it comes to finding the right mix between speed, user experience, fraud prevention and compliance.

Starting Price: $1 per verification

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Einblick

Einblick is the fastest and most collaborative way to explore data, create predictions, and deploy data apps. Our canvases radically change data science workflows by making it so much easier to explore, clean, and manipulate data on a novel interface. We are the only platform that let you collaborate in real-time with your whole team. Decision-making is a group activity, so let’s get everyone involved. Don’t waste time hand-tuning models. Our AutoML is focused on helping you create explainable predictions and identify key drivers without fuss. Einblick packages common analytics functionality into easy-to-use operators that let you abstract repetitive tasks and get to answers faster. From Snowflake to S3 buckets to CSV files, connect your data source and start getting to answers within minutes. Take a list of churned and current customers and join in everything you know about them. Uncover the key factors that led to churn, and identify how at-risk every customer is.

Starting Price: $9 per month

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NLP Cloud

Fast and accurate AI models suited for production. Highly-available inference API leveraging the most advanced NVIDIA GPUs. We selected the best open-source natural language processing (NLP) models from the community and deployed them for you. Fine-tune your own models - including GPT-J - or upload your in-house custom models, and deploy them easily to production. Upload or Train/Fine-Tune your own AI models - including GPT-J - from your dashboard, and use them straight away in production without worrying about deployment considerations like RAM usage, high-availability, scalability... You can upload and deploy as many models as you want to production.

Starting Price: $29 per month

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AI21 Studio

AI21 Studio provides API access to Jurassic-1 large-language-models. Our models power text generation and comprehension features in thousands of live applications. Take on any language task. Our Jurassic-1 models are trained to follow natural language instructions and require just a few examples to adapt to new tasks. Use our specialized APIs for common tasks like summarization, paraphrasing and more. Access superior results at a lower cost without reinventing the wheel. Need to fine-tune your own custom model? You're just 3 clicks away. Training is fast, affordable and trained models are deployed immediately. Give your users superpowers by embedding an AI co-writer in your app. Drive user engagement and success with features like long-form draft generation, paraphrasing, repurposing and custom auto-complete.

Starting Price: $29 per month

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Akto

Akto is an open source API security in CI/CD platform. Key features of Akto include: 1. API Discovery 2. API Security Testing 3. Sensitive Data Exposure 4. API Security Posture Management 5. Authentication and Authorization 6. API Security in DevSecOps Akto helps developers and security teams secure APIs in their CI/CD by continuously discovering and testing APIs for vulnerabilities. Akto's pricing is transparent on website. Free tier is available. You can deploy both self-hosted and in cloud. It takes only few mins to deploy and see results. Akto can integrate with multiple traffic sources - Burpsuite, AWS, postman, GCP, gateways, etc.

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Apache TinkerPop

Apache Software Foundation

Apache TinkerPop™ is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP). Gremlin is the graph traversal language of Apache TinkerPop. Gremlin is a functional, data-flow language that enables users to succinctly express complex traversals on (or queries of) their application's property graph. Every Gremlin traversal is composed of a sequence of (potentially nested) steps. A graph is a structure composed of vertices and edges. Both vertices and edges can have an arbitrary number of key/value pairs called properties. Vertices denote discrete objects such as a person, a place, or an event. Edges denote relationships between vertices. For instance, a person may know another person, have been involved in an event, and/or have recently been at a particular place. If a user's domain is composed of a heterogeneous set of objects (vertices) that can be related to one another in a multitude of ways (edges).

Starting Price: Free

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ReportLab

We create solutions to generate rich, attractive, and fully bespoke PDFs at incredible speeds. We have helped everybody from world-class universities to innovative financial services companies. No matter how big or small the project, we can work with your business to create beautiful, customizable documents on demand. 20 years of experience creating beautiful, complex PDF web services. The heart of our business is a rock-solid codebase for PDF creation. Our tools generate complex, dynamic documents at far higher speeds than any well-known desktop solutions. ReportLab DocEngine is our complete hosted solution for businesses. It marries the ReportLab PDF toolkit into a robust platform that accepts multiple inputs and offers validation tools, user access controls, and audit trails. As well as rapidly generating beautiful PDFs it can output validated content in a host of different formats for use elsewhere.

Starting Price: $166.46 per hour

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MPCPy

MPCPy is a Python package that facilitates the testing and implementation of occupant-integrated model predictive control (MPC) for building systems. The package focuses on the use of data-driven, simplified physical or statistical models to predict building performance and optimize control. Four main modules contain object classes to import data, interact with real or emulated systems, estimate and validate data-driven models, and optimize control input. While MPCPy provides an integration platform, it relies on free, open-source, third-party software packages for model implementation, simulators, parameter estimation algorithms, and optimization solvers. This includes Python packages for scripting and data manipulation as well as other more comprehensive software packages for specific purposes. In particular, modeling and optimization for physical systems currently rely on the Modelica language specification.

Starting Price: Free

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Apache PredictionIO

Apache

Apache PredictionIO® is an open-source machine learning server built on top of a state-of-the-art open-source stack for developers and data scientists to create predictive engines for any machine learning task. It lets you quickly build and deploy an engine as a web service on production with customizable templates. Respond to dynamic queries in real-time once deployed as a web service, evaluate and tune multiple engine variants systematically, and unify data from multiple platforms in batch or in real-time for comprehensive predictive analytics. Speed up machine learning modeling with systematic processes and pre-built evaluation measures, support machine learning and data processing libraries such as Spark MLLib and OpenNLP. Implement your own machine learning models and seamlessly incorporate them into your engine. Simplify data infrastructure management. Apache PredictionIO® can be installed as a full machine learning stack, bundled with Apache Spark, MLlib, HBase, Akka HTTP, etc.

Starting Price: Free

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Safurai

Safurai is an AI-based IDE extension designed to assist developers by speeding up coding, debugging, refactoring, documentation and many more tasks. It acts as a virtual assistant, providing solutions and suggestions for any issues that may arise during the software development process. With Safurai, developers can improve their workflow and code quality, making the development process more efficient and streamlined. Safurai AI is made up of a set of non-proprietary Large Language Models optimized for programming and performing all the functions. The models we use are trained with synthetic data only, we do not retain or reuse user codebase data for model improvement purposes. For Safurai, "Transparency" is not only a vogue word. We care a lot about transparency.

Starting Price: $0

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Spheron

Spheron Network

Spheron is a web3 infrastructure platform that provides tools and services to decentralize cloud storage and computing, allowing audited data centers to join the Spheron marketplace. The decentralized and governed nature of the infrastructure, overseen by Spheron, ensures permissionless access and heightened security for all users. Spheron Compute offers a feature-rich alternative to traditional cloud services at only one-third of the cost. Spheron offers a Compute Marketplace, which allows users to set up valuable tools quickly and easily, whether they want to deploy databases, nodes, tools, or AI. With Spheron, you don't have to worry about the technical stuff, and you can focus on deploying your Node with ease. Spheron Network has also partnered with organizations like Shardeum, Avail, Elixir, Filecoin, Arbitrum, etc, to redefine access to it and promote a more decentralized, inclusive, and community-centric ecosystem.

Starting Price: $20 per month

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Scale SERP

Free, real-time Google Search Results API. Start for free, then scale from just $0.29 per 1k pages. Scale SERP effortlessly powers your SEO apps and services. Integrating with Scale SERP is as simple as making a GET HTTP request. Choose a language to see code examples for the demo above in popular languages. Effortlessly scale for tens to millions of requests with Scale SERP. Get real-time results with the search API, or use batches to use Scale SERP infrastructure to run up to 15,000 searches in parallel! Only Scale SERP returns accurate structured data from any Google location worldwide, on any device, and for multiple search types. Scale SERP is the low-cost, high-performance Google Search Results API to effortlessly power your SEO apps and services. Scale SERP can support any type of app or service that requires Google SERP data. From real-time integrations to mass-volume batch operations, Scale SERP's got you covered.

Starting Price: $0.29 per 1k pages

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RoboTask

RoboTask is a macro automation software that can easily automate any series of tasks without writing code. The program allows to easily create simple macros, as well as highly complex automation, involving conditional logic, loops, custom variables, and other advanced options. Automation of work with files and folders; keyboard and mouse macro recorder. Emulation of mouse and keyboard actions and automated FTP/SFTP/FTPS file transfer (upload, download, synchronize). Email POP3/IMAP/SMTP automation (checking, sending and retrieving), SQL database automation, it works with Excel. Web automation (fill web forms, web actions). Working with images (convert, resize, crop, flip, watermark, etc.) and working with a clipboard, system registry, processes, regular expressions, etc. Built-in HTTP web server with WebSockets support. integration with Python, Javascript, Powershell, and much more! You can create a scheduled macro that runs one or more tasks at specified times.

Starting Price: $150 one-time payment

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Katalon Recorder

Katalon

Test on any browser, lose up manual work and grow with confidence. Record and turn web actions into automated scripts within a few clicks. Import existing Selenium IDE tests and switch sides with no regrets. Test well on your latest browser version, regardless of changes on the web. Best for individuals, start-ups and small businesses. Compatible with the latest versions of Chrome, Firefox, or MS Edge. Step-by-step onboarding loaded with tons of handy docs, walkthroughs, and webinars. Define variables once, use them everywhere, and update when needed with global variables. No more rewrites or hard-coding values in every test. Categorize and run only test cases that matter with dynamic test suites. Time to stop unnecessary tests and manual workarounds. Self-healing automatically seeks and uses valid locators whenever websites change and default locators fail to work. Let your tests run overnight and have the results ready by your next workday.

Starting Price: $25 per month

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PyAutoGUI

PyAutoGUI lets your Python scripts control the mouse and keyboard to automate interactions with other applications. The API is designed to be simple. PyAutoGUI works on Windows, macOS, and Linux, and runs on Python 2 and 3. Moving the mouse and clicking in the windows of other applications. Sending keystrokes to applications (for example, to fill out forms). Take screenshots, and give an image (for example, of a button or checkbox), and find it on the screen. Locate an application’s window, and move, resize, maximize, minimize, or close it (Windows-only, currently). Display alert and message boxes. The bot watches the game’s application window and searches for images of sushi orders. When it finds one, it clicks the ingredient buttons to make the sushi. It also clicks the phone in the game to order more ingredients as needed. The bot is completely autonomous and can finish all seven days of the game. This is the kind of automation that PyAutoGUI is capable of.

Starting Price: Free

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pywinauto

pywinauto is a set of python modules to automate the Microsoft Windows GUI. At its simplest it allows you to send mouse and keyboard actions to Windows dialogs and controls. pywinauto can be installed with pip and conda. Python is a great programming language, but there are no automation tools that were Pythonic (very few libraries were implemented in Python). The very first necessary thing is to determine which accessibility technology (pywinauto’s backend) could be used for your application. First, you should start your application or connect to an existing app instance. It can be done with an application object. It’s a core concept for the high-level pywinauto API. You are able to describe any window or control approximately or in more detail even if it doesn’t exist yet or is already closed. Window specification also keeps the information about the matching/search algorithms that will be used to get a real window or control.

Starting Price: Free

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Jeeva eClinical Cloud

Jeeva Informatics Solutions

Jeeva's patent-pending modular solution is designed from the ground up on the most powerful cloud platform with one login from any browser-enabled mobile device for remote patient screening, education, enrollment, electronic informed consent, bi-directional communications via video calling, telemedicine, SMS, email, and evidence generation including electronic patient-reported outcomes and clinical outcomes assessments, with a modern user experience. Delays in patient recruitment & retention are keeping them up at night. Generating enough evidence of safety and efficacy of investigational new medicines is critical to get timely approval from regulatory agencies. Whether you are a patient group setting up a registry or natural history study, or a biopharma sponsor of a clinical trial, or a long-term follow-up study for gene therapy, Jeeva can save you time, and money while improving user experience for study team and trial participants.

Starting Price: $100/mo/user

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GraalVM

Discover libraries and frameworks that work out-of-the-box with Native Image. Apply Graal, an advanced optimizing compiler, that generates faster and leaner code requiring fewer compute resources. Compile Java applications ahead of time to native binaries that start up instantly and deliver peak performance with no warmup time. Leverage the best features and libraries of popular languages in a single app with no overhead. Debug, monitor, profile, and optimize resource consumption in Java and across multiple languages. GraalVM’s high-performance JIT compiler generates optimized native machine code that runs faster, produces less garbage, and uses less CPU thanks to a battery of advanced compiler optimizations and aggressive and sophisticated inlining techniques. The end results are applications that run faster and consume fewer resources, reducing cloud and infrastructure costs.

Starting Price: Free

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$Refraction$

Refraction

Refraction is a code-generation tool for developers. It uses AI to generate code for you. You can use it to generate unit tests, documentation, refactor code, and more. Generate code using AI in 34 languages — Assembly, C#, C++, CoffeeScript, CSS, Dart, Elixir, Erlang, Go, GraphQL, Groovy, Haskell, HTML, Java, JavaScript, Kotlin, LaTeX, Less, Lua, MatLab, Objective-C, OCaml, Perl, PHP, Python, R Lang, Ruby, Rust, Sass / SCSS, Scala, Shell, SQL, Swift, and TypeScript. Join thousands of developers around the world using Refraction to generate documentation, create unit tests, refactor code, and more using AI. Use the power of AI to automate the tedious parts of software development like testing, documentation, and refactoring, so you can focus on what matters. Refactor, optimize, fix and style-check your code. Generate unit tests for your code with various test frameworks. Explain the purpose of your code to make it easier to understand.

Starting Price: $8 per month

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Hacker AI

Hacker AI is an artificial intelligence system that scans source code to identify potential security weaknesses that may be exploited by hackers or malicious actors. By identifying these vulnerabilities, organizations can take steps to fix the issues and prevent security breaches. Hacker AI is created by a French company based in Toulouse that uses a GPT-3 model. Please compress your project source code into a single Zip archive and upload it. Check your email, as you will receive the vulnerability detection report within 10 minutes. The Hacker AI is in the beta phase and the results it provides are not useful without the guidance of a cybersecurity expert with a background in code analysis. We do not sell or use your code source for malicious purposes. It is strictly used for the detection of vulnerabilities. If necessary, you can request a dedicated non-disclosure agreement (NDA) from us. You can also request a private instance.

Starting Price: Free

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PDFreactor

RealObjects

Whenever you need to generate PDF from HTML there is usually a lot to take into consideration to achieve impeccable printing results. If you want to convert a HTML file to PDF, if you use a webpage or rely on Database Publishing – there is a way to turn even complex HTML into PDF. With PDFreactor you count on a powerful HTML to PDF converter software. The wide range of functions exceed most converter tools and bring your PDF converting to the next level. Easily convert HTML to PDF. Supports HTML5, CSS3, JavaScript. APIs for JavaScript, Java, PHP, .NET, Python, Ruby, Perl, Node.js, SOAP, REST. Docker Image. Free Personal License! PDFreactor is the perfect printing component for web applications, incl. Database Publishing, Web-to-Print, PIM, DMS, MDM, DAM, WCMS, VDP etc. It is typically used for server-side conversion of HTML to PDF, ranging from dynamic data-driven documents (reports, invoices, forms, data sheets) for electronic distribution to complex and high-quality PDFs.

Starting Price: $2,950

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SpellBox

With SpellBox, you can say goodbye to hours of frustrating coding and hello to quick, easy solutions. SpellBox creates the code you need from simple prompts, so you can solve your toughest programming problems in seconds. No more time wasted on syntax errors, debugging, or scouring the internet for answers. With SpellBox, you'll have the code you need right at your fingertips, allowing you to focus on what really matters, delivering top-quality results. With the code explanation feature, you can save time by quickly gaining a deep understanding of the code you are working with, without having to spend hours researching or studying documentation. It's the perfect tool for anyone looking to improve their coding proficiency and maximize their productivity. With code bookmarking, you can save your code snippets, and quickly find what you retrieve them later. This feature is especially useful for developers who work on multiple projects and need to access their code snippets frequently.

Starting Price: $40 per month

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Mailman

Mailman is free software for managing electronic mail discussion and e-newsletter lists. Mailman is integrated with the web, making it easy for users to manage their accounts and for list owners to administer their lists. Mailman supports built-in archiving, automatic bounce processing, content filtering, digest delivery, spam filters, and more. Mailman is free software, distributed under the GNU General Public License, and written in the Python programming language. We want to thank our generous list of financial donors whose contributions allowed us to send a core developer to PyCon 2015. See the Security page for important security-related information, and the help page for additional resources for users, list and site administrators, and developers.

Starting Price: Free

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Business Software for Python - Page 11

Top Software that integrates with Python as of November 2025 - Page 11

Quix

Meteomatics

Binary Ninja

ELCA Smart Data Lake Builder

Tarpaulin

kcov

pytest-cov

IDWise

Einblick

NLP Cloud

AI21 Studio

Akto

Apache TinkerPop

ReportLab

MPCPy

Apache PredictionIO

Safurai

Spheron

Scale SERP

RoboTask

Katalon Recorder

PyAutoGUI

pywinauto

Jeeva eClinical Cloud

GraalVM

Refraction

Hacker AI

PDFreactor

SpellBox

Mailman