Page 23 | Compare Business Software for Python: November 2025 Reviews & Comparison

Brokk

Brokk is an AI-native code assistant built to handle large, complex codebases by giving language models compiler-grade understanding of code structure, semantics, and dependencies. It enables context management by selectively loading summaries, diffs, or full files into a workspace so that the AI sees just the relevant portions of a million-line codebase rather than everything. Brokk supports actions such as Quick Context, which suggests files to include based on embeddings and structural relevance; Deep Scan, which uses more powerful models to recommend which files to edit or summarize further; and Agentic Search, allowing multi-step exploration of symbols, call graphs, or usages across the project. The architecture is grounded in static analysis via Joern (offering type inference beyond simple ASTs) and uses JLama for fast embedding inference to guide context changes. Brokk is offered as a standalone Java application (not an IDE plugin) to let users supervise AI workflows clearly.

Starting Price: $20 per month

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CTRLpotato

CTRLpotato is a macOS + Windows real-time AI interview assistant for live interviews, coding challenges, and proctored online tests. With one keystroke, it captures text selections, screenshots, or live-transcribed audio, fuses the context, and returns a concise, human-sounding solution from top models (GPT-5, Claude, Gemini, etc.). Runs off-screen or mirrored to your phone for screen-share safety, with custom shortcuts, resume/document context, and instant model switching. Zero on-screen clutter, stealth by design, and answers in 2–3 seconds—so candidates deliver clear, confident responses on Zoom/Teams, HackerRank, TestGorilla, and more.

Starting Price: $29/month/user

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Flox

Flox is a development environment manager and package tool that lets developers define, share, and replicate consistent environments across machines by leveraging the Nix ecosystem. Flox lets you create environments via a simple manifest.toml, layering and replacing dependencies precisely where needed. It activates subshells with reproducible dependencies and integrates shell hooks, version constraints, and services (e.g., local databases) to automate setup. Because it runs on the host system (rather than inside containers), developers maintain access to files, configurations, SSH keys, and shell aliases without Docker-style bind mounts. Flox supports cross-platform and multi-architecture environments by default, allowing environments to run identically on various systems; you can constrain them to specific systems or use package groups to manage architecture-specific dependencies.

Starting Price: $20 per month

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seenode

seenode is the European developer cloud that makes deploying and running apps effortless. Whether you’re building with Django, Node.js, Python, or Elixir, Seenode provides an environment optimized for modern development workflows. Key features include Git-based deployments, CLI and API tooling, persistent storage, and worker services for background tasks. With pricing starting at just €3/month and a free 7-day trial, seenode offers an affordable alternative to platforms like Heroku or Railway -without vendor lock-in. By hosting entirely in the EU, seenode ensures fast performance, data compliance, and peace of mind for developers and businesses. Deploy your apps in minutes, manage them with ease, and scale without surprises.

Starting Price: $1/month

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AgentKit

OpenAI

AgentKit is a unified suite of tools designed to streamline the process of building, deploying, and optimizing AI agents. It introduces Agent Builder, a visual canvas that lets developers compose multi-agent workflows via drag-and-drop nodes, set guardrails, preview runs, and version workflows. The Connector Registry centralizes the management of data and tool integrations across workspaces and ensures governance and access control. ChatKit enables frictionless embedding of agentic chat interfaces, customizable to match branding and experience, into web or app environments. To support robust performance and reliability, AgentKit enhances its evaluation infrastructure with datasets, trace grading, automated prompt optimization, and support for third-party models. It also supports reinforcement fine-tuning to push agent capabilities further.

Starting Price: Free

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Gemini Enterprise

Google

Gemini Enterprise is a comprehensive AI platform built by Google Cloud designed to bring the full power of Google’s advanced AI models, agent-creation tools, and enterprise-grade data access into everyday workflows. The solution offers a unified chat interface that lets employees interact with internal documents, applications, data sources, and custom AI agents. At its core, Gemini Enterprise comprises six key components: the Gemini family of large multimodal models, an agent orchestration workbench (formerly Google Agentspace), pre-built starter agents, robust data-integration connectors to business systems, extensive security and governance controls, and a partner ecosystem for tailored integrations. It is engineered to scale across departments and enterprises, enabling users to build no-code or low-code agents that automate tasks, such as research synthesis, customer support response, code assist, contract analysis, and more, while operating within corporate compliance standards.

Starting Price: $21 per month

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MegaETH

MegaETH is a next-generation blockchain execution platform built to deliver extreme performance and efficiency for decentralized applications and high-throughput workloads. To achieve this, MegaETH introduces a new state trie design that scales smoothly to terabytes of state data with minimal I/O cost. It implements a write-optimized storage backend to replace traditional high-amplification databases, ensuring fast, predictable read and write latencies. It uses just-in-time bytecode compilation to eliminate interpretation overhead and bring near native code speed to compute-intensive smart contracts. MegaETH also supports a two-pronged parallel execution model; block producers use a flexible concurrency protocol, while full nodes employ stateless validation to maximize parallel speedups. For network synchronization, MegaETH features a custom peer-to-peer protocol with compression techniques that allow even nodes with limited bandwidth to stay in sync at high throughput.

Starting Price: Free

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ParityDeals

ParityDeals is a cloud-based monetization and pricing engine that empowers digital product teams to design, test, and deploy dynamic pricing, usage-based billing, and localized pricing tables without touching code. It enables real-time metering of usage metrics such as API calls, active users, data storage, or seats, and supports the full spectrum of pricing models, including flat-fee, tiers, pay-as-you-go, hybrid, volume, add-ons, and one-time purchases. With one integration and a unified dashboard, teams can publish or update pricing, promotions, and entitlements instantly and manage feature gating, usage limits, overages, free trials, and grandfathering. ParityDeals supports geo-localization of pricing in over 135 currencies and enables purchasing-power parity rules, VPN/proxy blocking, translation, localization, and regional discounting. It also includes AB experiments for pricing and feature variants, instant publishing of updated tables, real-time conversion, and usage analytics.

Starting Price: $55 per month

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Metorial

Metorial is an open source, developer-centric integration platform that streamlines the creation, deployment, monitoring, and scaling of agentic AI applications by connecting models to tools, data, and APIs via the Model Context Protocol. With a catalog of over 600 verified MCP “servers,” developers can give their agents capabilities like interacting with Slack, Google Calendar, Notion, APIs, databases, or other systems in just a few clicks or one API call. Metorial’s infrastructure is serverless and built for scale, deploying MCP servers in three clicks or an API call, supporting “zero to millions” of requests, and offering out-of-the-box observability including detailed logging, tracing, session replay, and error alerts. A full set of SDKs (Python, TypeScript) is provided, and every interaction is traceable so teams can audit and optimize agent behaviour. Whether self-hosted or cloud-powered, Metorial offers enterprise-grade security and multi-tenant support.

Starting Price: $35 per month

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Gobii

Gobii is a cloud-hosted platform that enables you to spin up fully managed browser-automation agents via API, allowing tasks like web-based research, form-filling, data extraction, and multi-step workflows to be automated at scale. These agents operate like “always-on employees” that can browse websites, even those without APIs, navigate dynamic content, handle JavaScript, and even rotate proxies automatically. Users can create agents, assign them prompts or tasks, and retrieve structured JSON outputs or live previews of the agent’s browser actions. Gobii supports synchronous and asynchronous task execution, secret handling for things like login credentials, schema-enforced output validation, and integrates with popular programming languages (Python, Node.js) for seamless implementation. The platform emphasises scalability (hundreds of tasks in parallel), enterprise-grade security (audit logs, proxies, task management), and a simple developer experience.

Starting Price: $30 per month

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CodeBanana

CodeBanana is a real-time collaborative coding platform designed to make software development accessible and team-centric. It offers live editing features akin to “Google Docs for code,” enabling multiple users, developers, designers, and PMs to work together synchronously in the same project space. The platform incorporates an AI assistant that understands your entire repository and documentation, allowing conversational interactions. Shared virtual environments mean everyone runs the same setup in seconds, eliminating the “it ’s-working-on-my-machine” problem. Non-technical teammates can contribute via a simplified interface, while technical staff benefit from project-aware suggestions and streamlined workflows. CodeBanana aims to bridge the gap between roles, keeping teams aligned on context-, code- and project-level decisions.

Starting Price: $36 per month

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MiniMax M2

MiniMax

MiniMax M2 is an open source foundation model built specifically for agentic applications and coding workflows, striking a new balance of performance, speed, and cost. It excels in end-to-end development scenarios, handling programming, tool-calling, and complex, long-chain workflows with capabilities such as Python integration, while delivering inference speeds of around 100 tokens per second and offering API pricing at just ~8% of the cost of comparable proprietary models. The model supports “Lightning Mode” for high-speed, lightweight agent tasks, and “Pro Mode” for in-depth full-stack development, report generation, and web-based tool orchestration; its weights are fully open source and available for local deployment with vLLM or SGLang. MiniMax M2 positions itself as a production-ready model that enables agents to complete independent tasks, such as data analysis, programming, tool orchestration, and large-scale multi-step logic at real organizational scale.

Starting Price: $0.30 per million input tokens

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GrowthBook

GrowthBook is an open source feature-flagging and experimentation platform built to help teams release code confidently and measure the impact of product changes using their own data. It enables the creation and management of feature flags of various types (Boolean, number, string, JSON) with targeting rules, percentage roll-outs, safe ramp-ups, and experiment assignment. The platform is warehouse-native, allowing you to connect your data where it already lives (SQL data warehouses, Mixpanel, Google Analytics, and more) and run experiments and analyses without sending raw user-level PII to a third-party service. It supports modular usage; you can adopt just feature flagging, just experiment analysis, or both together. Key capabilities include: high-performance lightweight SDKs (enabling billions of feature lookups per day), a visual editor for no-code AB tests, and experiment reporting with advanced statistical methods.

Starting Price: $20 per month

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Golf

GolfMCP is an open source framework designed to streamline the creation and deployment of production-ready Model Context Protocol (MCP) servers, enabling organizations to build secure, scalable AI-agent infrastructure without worrying about boilerplate. It allows developers to define tools, prompts, and resources as simple Python files, after which Golf handles routing, authentication, telemetry, and observability, so you focus on logic, not plumbing. The platform supports enterprise authentication (JWT, OAuth Server, API key), automatic telemetry, and a file-based structure that eliminates decorators or manual schema wiring. With built-in utilities for LLM interactions, error logging, OpenTelemetry integration, and deployment tools (such as a CLI with golf init, golf build dev, golf run), Golf provides a full stack for agent-native services. Included also is the Golf Firewall, an enterprise-grade security layer for MCP servers that enforces token validation.

Starting Price: Free

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TestComplete

SmartBear

Ensure the quality of your application without sacrificing speed or agility with an easy-to-use, GUI test automation tool. Our AI-powered object recognition engine and script or scriptless flexibility is unmatched, letting you test every desktop, web, and mobile application with ease. TestComplete comes with an intelligent object repository and support for over 500 controls, so you can ensure your GUI tests are scalable, robust, and easy to maintain. More automated quality means more overall quality. Automate UI testing across a wide range of desktop applications, including .Net, Java, WPF and Windows 10. Create reusable tests for all web applications including modern JavaScript frameworks like React and Angular on 2050+ browser and platform configurations. Create and automate functional UI tests on physical or virtual iOS and Android devices. No need to jailbreak your phone.

Starting Price: $4,836

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The Welkin Suite

Work smart with a IDE for the Force.com platform, where you can work in Development or Admin modes with SFDX, Lightning, FLS, and many other ultimate Salesforce technologies. Stop dealing with those complex workflows of pre-DX, and enjoy all the benefits of version control, continuous delivery, and continuous integration. You can manage your scratch and "regular" orgs, work with a new type of projects — and still use almost all the features of The Welkin Suite IDE! Save tons of time by developing new functionality and applications without actually having to write the code! By using the Point-and-Click development possibilities within The Welkin Suite IDE, you create and maintain your business solutions with fewer efforts. Develop incredible Lightning applications and components directly in the IDE. Сreate dynamic web applications within the IDE without any additional software. Enjoy a full-fledged set of tools for developing Lightning Applications and Components.

Starting Price: $15.00/month/user

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Vizard Virtual Reality Software

WorldViz

COMPREHENSIVE VIRTUAL REALITY SOFTWARE FOR RESEARCHERS Build once, deploy everywhere. The Vizard virtual reality software's universal VR hardware connectivity supports a range of VR headsets, projection systems, 3D displays, motion trackers, eye-trackers, gloves, biofeedback monitors, and more. Capture and output a wide array of precise data in real time based on research requirements. Take advantage of 3D model workflows from 3DS Max, Maya, Revit, Sketchfab, Substance Painter, and many more via glTF, DAE, FBX and more. Leverage the power of Python, the world’s most accessible, popular scripting language. Includes robust open-source community libraries and toolkits for researchers. Achieve versatile rendering including multi-user, clustering, multi-channel abilities, Projection VR, HTC Vive, Oculus Rift, Windows MR headsets, and more with Vizard virtual reality software

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Codacy

Codacy is an automated code review tool that helps identify issues through static code analysis, allowing engineering teams to save time in code reviews and tackle technical debt. Codacy integrates seamlessly into existing workflows on your Git provider, and also with Slack, JIRA, or using Webhooks. Users receive notifications on security issues, code coverage, code duplication, and code complexity in every commit and pull request along with advanced code metrics on the health of a project and team performance. The Codacy CLI enables running Codacy code analysis locally, so teams can see Codacy results without having to check their Git provider or the Codacy app. Codacy supports more than 30 coding languages and is available in free open-source, and enterprise versions (cloud and self-hosted). For more see https://www.codacy.com/

Starting Price: $15.00/month/user

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TeamCity

JetBrains

Powerful Continuous Integration out of the box. Define up to 100 build configurations (jobs) and run unlimited builds. Run up to 3 builds concurrently. Add extra agents when necessary. Utilize the full potential of all the TeamCity features. This product includes features identical to those available to our largest customers. Receive peer support through the forum, alternatively file a bug or feature request, and vote for them in our public issue tracker. Unlimited users, unlimited build time. No strings attached. Build, check and run automated tests on the server even before committing your changes – keeping your code base clean at all times. Don’t wait for a build to finish to discover that something is wrong. Form your project tree to inherit parent settings and permissions. Create templates with common settings and inherit any number of build configurations from them.

Starting Price: $18/month

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Arachnophilia

Arachnoid

Arachnophilia is a Web page development workshop and general programming tool. Arachnophilia is written in the Java computer language.

Starting Price: Free

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Zyte

Hi, we’re Zyte (formerly Scrapinghub)! We are the leader in web data extraction technology and services. We’re obsessed with data. And what it can do for businesses. We help thousands of companies and millions of developers to get their hands on clean, accurate data. Quickly, reliably and at scale. Every day, for more than a decade. From price intelligence, news and media, job listings and entertainment trends, brand monitoring, and more, our customers rely on us to obtain dependable data from over 13 billion web pages each month. We led the way with open source projects like Scrapy, products like our Smart Proxy Manager (formerly Crawlera), and our end-to-end data extraction services. Our fully remote team of nearly two hundred developers and extraction experts set out to remove the barriers to data and change the game.

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Meya

Meya.ai

Accelerate your roadmap. Get to market faster and stay at the forefront of the cognitive revolution. Unlock each developer’s potential with cutting edge technology. A good tech stack starts with a solid foundation. With Meya, your cognitive apps run in a modern computing environment, that is performant, secure, compliant and easily managed. Our team is continually updating our framework to take advantage of the latest in artificial intelligence research. Focus on building a great user experience while we ensure your cognitive app’s hosting, integrations, and more! Build, host, and train your cognitive application in one place. Easily scale your bot and take advantage of the most popular messaging and customer support platforms. Handle any complex use case by connecting to your business back end. Stay focused on the user experience and let us take care of the rest.

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Red Hat AMQ

Red Hat

Red Hat AMQ is a flexible messaging platform that delivers information reliably, enabling real-time integration and connecting the Internet of Things (IoT). Based on open source communities like Apache ActiveMQ and Apache Kafka, it supports various messaging patterns to integrate applications, endpoints, and devices quickly and efficiently, enhancing enterprise responsiveness and agility. AMQ facilitates data sharing between microservices and other applications with high throughput and low latency. AMQ supports connectivity from client programs written in multiple languages. It defines an open-wire protocol for messaging interoperability, allowing enterprises to deploy various distributed messaging solutions to meet evolving business requirements. Backed by Red Hat's award-winning support and services, AMQ has a track record of supporting mission-critical applications.

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SendSafely

The end-to-end encryption platform for modern business. SendSafely lets you easily exchange encrypted files and information with anyone on any device. Let us take the headache out of secure file exchange. Trusted by leading brands that understand the importance of keeping customer information safe. SendSafely works natively with all major browsers. No software to install, no encryption keys to manage. Use SendSafely for compliance with regulations like HIPAA (BAA available), GDPR, CCPA and more. Use one of our pre-built platform connectors or easily create your own integration with our developer API. Features designed for businesses such as user administration, single sign on and custom branding. SendSafely integrates with many popular third party systems, adding end-to-end encryption to the platforms your users already know and love. Extend the capabilities of your existing apps and infrastructure by seamlessly adding encryption to your existing workflows.

Starting Price: $11.50/user/month

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Gerrit Code Review

Gerrit

Read old and new versions of files with syntax highlighting and colored differences. Discuss specific sections with others to make the right changes. Gerrit includes Git-enabled SSH and HTTPS servers compatible with all Git clients. Simplify management by hosting many Git repositories together. Schedule git gc over all managed repositories and replicate to geographical mirrors for latency reduction and backup servers for hot spare redundancy. Gerrit Code Review can be extended and further customized by installing server-side plugins. Source code for additional plugins can be found through the project listing.

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Qwiet AI

The Fastest Code Analysis, Hands Down. 40X faster scan times so developers never have to wait for results after submitting pull requests. The Most Accurate Results. Qwiet AI has the highest OWASP Benchmark score, which is nearly triple the commercial average and more than double the 2nd highest score. Developer-Centric Security Workflows. 96% of developers report that disconnected security and development workflows inhibit their productivity. Implementing developer-centric AppSec workflows decreases mean-time-to-remediation (MTTR), typically by 5X - enhancing both security and developer productivity. Automatically Find Business Logic Flaws in Dev. Identify vulnerabilities that are unique to your code base before they reach production. Achieve Compliance. Demonstrate and maintain compliance with security and privacy regulations such as SOC 2, PCI-DSS, GDPR, and CCPA.

Starting Price: Free

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Sparrow SAST

Sparrow

Support over 20 languages including Java, JSP, C/C++, C#, Python, Swift, ASP(.NET), ABAP, Object C, etc. Complies with global security compliances guides and standards. MVC structure analysis, associated file analysis, and analysis of function call relationship in various levels. Incremental analysis: Minimize analysis time by only analyzing newly added, modified files and their associated files. Interact with other Sparrow AST solutions (DAST, RASP) to identify correlation among vulnerabilities and improve search results. Issue navigator to track and follow vulnerabilities from its origin to actual code. Automated real source code correction guide. Automated classification of vulnerabilities. Dashboard for analysis result management and statistics. Centralized rule (Checker) management based on information including risk levels, option and other.

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GuardRails

Empowering modern development teams to find, fix and prevent vulnerabilities related to source code, open source libraries, secret management and cloud configuration. Empowering modern development teams to find, fix, and prevent security vulnerabilities in their applications. Continuous security scanning reduces cycle times and speeds up the shipping of features. Our expert system reduces the amount of false alerts and only informs about relevant security issues. Consistent security scanning across the entire product portfolio results in more secure software. GuardRails provides a completely frictionless integration with modern Version Control Systems like Github and GitLab. GuardRails seamlessly selects the right security engines to run based on the languages in a repository. Every single rule is curated to decide whether it has a high security impact issue resulting in less noise. Has built an expert system that detects false positives that is continuously tuned to be more accurate.

Starting Price: $35 per user per month

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Blueshift

Blueshift is a free platform to bring institutional class infrastructure for investment research, backtesting and algorithmic trading to everyone; anywhere and anytime. We have launched the alpha version - a fast backtesting platform with minute-level data covering multiple asset classes and markets. We’re working tirelessly to make more features (including live trading) available to you very soon. Sign up today and start getting ready for the future of trading and investing. Code and use existing trading templates in python. Backtest over 10 years+ data for equities (india & the us markets) and forex. Automate trades in live markets. Our cloud-based back-testing engine gives you considerable advantages in quick research than a desktop application. No more worries to set up, manage and ingest data. Develop your investment strategy in python programming environment. Analyse back-test results and fine-tune your strategy. All for free.

Starting Price: 0

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Eclipse Theia

Eclipse Foundation

Eclipse Theia is an extensible platform to develop multi-language Cloud & Desktop IDEs with state-of-the-art web technologies. Not sure whether you need a web or desktop version or both? With Theia you can develop one IDE and run it in browsers or native desktop application from a single source. The Theia project is hosted at the Eclipse Foundation, a not-for-profit corporation, and is developed by a diverse community. Unlike other "open-source" projects, projects hosted at an Open-Source Foundation are protected against single-vendor decisions against the interest of the diverse community. Theia is designed in a modular way to allow extenders and adopters customizing and extending every aspect of it. Composing a custom IDE-like product is as easy as listing all needed extensions in a package.json file. Adding new functionality by implementing your own extensions is easy, too and provides all the flexibility you need.

Starting Price: $0

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Business Software for Python - Page 23

Top Software that integrates with Python as of November 2025 - Page 23

Brokk

CTRLpotato

Flox

seenode

AgentKit

Gemini Enterprise

MegaETH

ParityDeals

Metorial

Gobii

CodeBanana

MiniMax M2

GrowthBook

Golf

TestComplete

The Welkin Suite

Vizard Virtual Reality Software

Codacy

TeamCity

Arachnophilia

Zyte

Meya

Red Hat AMQ

SendSafely

Gerrit Code Review

Qwiet AI

Sparrow SAST

GuardRails

Blueshift

Eclipse Theia