Page 14 | Compare Business Software for Python: July 2025 Reviews & Comparison

NanoVMs

Unikernels are fast, secure, increase server density and eliminate devops. Unikernels can boot 2 orders of magnitude faster than docker and run software up to 200% faster on GCP and up to 300% faster on AWS. Unikernels by design help prevent many types of remote code execution attacks and you can run thousands of them on commodity hardware. We can provision hundreds to thousands of virtual machines on the same hardware. We don't scan for hacked systems - we remove the tools hackers use to stop it in the first place.

Starting Price: Free

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NextCaptcha

NextCaptcha, a revolutionary tool designed to solve any captcha, streamlining user experiences and facilitating seamless web interactions. Solve any captcha which hcaptcha, reCaptcha v2/v3/mobile/enterprise, funcaptcha and so on.

Starting Price: $0.5 per 1000/pcs

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Polar Signals

Polar Signals cloud is an always-on, zero-instrumentation continuous profiling product that helps improve performance, understand incidents, and lower infrastructure costs. With just one command and the easiest onboarding guide you’ll ever see, you can start saving costs and optimizing performance in your infrastructure. Travel back in time to pinpoint incidents and issues. Profiling data provides unique insight and depth into what a process executed over time. Utilize profiling data collected over time to confidently and statistically identify hot paths for optimization. Many organizations have 20-30% of resources wasted with code paths that could be easily optimized. Polar Signals Cloud employs an exceptional blend of technologies, purpose-built to deliver the profiling toolset essential for today's evolving infrastructure and applications. With a zero instrumentation setup, deploy immediately and reap the benefits of actionable observability data.

Starting Price: $50 per month

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Sieve

Build better AI with multiple models. AI models are a new kind of building block. Sieve is the easiest way to use these building blocks to understand audio, generate video, and much more at scale. State-of-the-art models in just a few lines of code, and a curated set of production-ready apps for many use cases. Import your favorite models like Python packages. Visualize results with auto-generated interfaces built for your entire team. Deploy custom code with ease. Define your environment compute in code, and deploy with a single command. Fast, scalable infrastructure without the hassle. We built Sieve to automatically scale as your traffic increases with zero extra configuration. Package models with a simple Python decorator and deploy them instantly. A full-featured observability stack so you have full visibility of what’s happening under the hood. Pay only for what you use, by the second. Gain full control over your costs.

Starting Price: $20 per month

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Llama 3

Logto

Silverhand

Logto is an Auth0 alternative designed for modern apps and SaaS products. It offers a seamless developer experience and is well-suited for individuals and growing companies. 🧑‍💻 Comprehensive identity solution Enables easy authentication with Logto SDKs. Supports multiple passwordless and social sign-in methods. Offers customizable UI components to match your brand. 📦 Out-of-the-box infrastructure eliminates the need for extra setup. Provides ready-to-use Management API Offers flexible connectors for customization and scaling, and is customized with SAML, OAuth, and OIDC protocols. 💻 Enterprise-ready with role-based access control (RBAC), organizations (multi-tenant apps), user management, audit logs, single sign-on (SSO), and multi-factor authentication (MFA).

Starting Price: $0

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Peach Fuzzer

Peach Tech

Peach is a SmartFuzzer that is capable of performing both generation and mutation-based fuzzing. Peach requires the creation of Peach Pit files that define the structure, type information, and relationships in the data to be fuzzed. It additionally allows for the configuration of a fuzzing run including selecting a data transport (publisher), logging interface, etc. Peach has been under active development since 2004 and is in its third major version. Fuzzing continues to be the fastest way to find security issues and test for bugs. Effective hardware fuzzing with Peach will introduce students to the fundamentals of device fuzzing. Peach was designed to fuzz any type of data consumer from servers to embedded devices. Researchers, corporations, and governments already use Peach to find vulnerabilities in hardware. This course will focus on using Peach to target embedded devices and collect information from the device in the event of a crash.

Starting Price: Free

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Tayt

Crytic

Tayt is a StarkNet smart contract fuzzer. We recommend using a Python virtual environment. When starting you will see the properties to be checked and the external functions used to generate a sequence of transactions. Eventually, if a property is violated a call sequence will be presented with the order of functions to be called, the respective arguments passed, the caller address, and the events emitted. With Tayt, you can test a contract that deploys other contracts.

Starting Price: Free

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Google OSS-Fuzz

Google

OSS-Fuzz offers continuous fuzzing for open source software. Fuzz testing is a well-known technique for uncovering programming errors in software. Many of these detectable errors, like buffer overflow, can have serious security implications. Google has found thousands of security vulnerabilities and stability bugs by deploying guided in-process fuzzing of Chrome components, and we now want to share that service with the open source community. OSS-Fuzz aims to make common open source software more secure and stable by combining modern fuzzing techniques with scalable, distributed execution. Projects that do not qualify for OSS-Fuzz can run their own instances of ClusterFuzz or ClusterFuzzLite. Currently, OSS-Fuzz supports C/C++, Rust, Go, Python, and Java/JVM code. Other languages supported by LLVM may work too. OSS-Fuzz supports fuzzing x86_64 and i386 builds.

Starting Price: Free

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american fuzzy lop

Google

American fuzzy lop is a security-oriented fuzzer that employs a novel type of compile-time instrumentation and genetic algorithms to automatically discover clean, interesting test cases that trigger new internal states in the targeted binary. This substantially improves the functional coverage for the fuzzed code. The compact synthesized corpora produced by the tool are also useful for seeding other, more labor or resource-intensive testing regimes down the road. Compared to other instrumented fuzzers, afl-fuzz is designed to be practical, it has a modest performance overhead, uses a variety of highly effective fuzzing strategies and effort minimization tricks, requires essentially no configuration, and seamlessly handles complex, real-world use cases, say, common image parsing or file compression libraries. It's an instrumentation-guided genetic fuzzer capable of synthesizing complex file semantics in a wide range of non-trivial targets.

Starting Price: Free

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Boofuzz

Boofuzz is a fork of and the successor to the venerable Sulley fuzzing framework. Besides numerous bug fixes, Boofuzz aims for extensibility. Like Sulley, Boofuzzincorporates all the critical elements of a fuzzer like easy and quick data generation, instrumentation and failure detection, target reset after failure, and recording of test data. Much easier install experience and support for arbitrary communications mediums. Built-in support for serial fuzzing, ethernet- and IP-layer, UDP broadcast. Better recording of test data, consistent, thorough, and clear. Test result CSV export and extensible instrumentation/failure detection. Boofuzz installs as a Python library used to build fuzzer scripts. It is strongly recommended to set up Boofuzz in a virtual environment.

Starting Price: Free

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ToothPicker

Secure Mobile Networking Lab

ToothPicker is an in-process, coverage-guided fuzzer for iOS. It was developed to specifically target iOS's Bluetooth daemon and to analyze various Bluetooth protocols on iOS. As it is built using FRIDA, it can be adapted to target any platform that runs FRIDA. This repository also includes an over-the-air fuzzer with an exemplary implementation to fuzz Apple's MagicPairing protocol using InternalBlue. Additionally, it contains the ReplayCrashFile script that can be used to verify crashes the in-process fuzzer has found. This is a very simple fuzzer that only flips bits and bytes of inactive connections. No coverage, no injection, but nice as a demo and stateful. Runs just with Python and Frida, no modules or installation are required. ToothPicker is built on the codebase of frizzer. It is recommended to set up a virtual Python environment for frizzer. Starting from the iPhone XR/Xs, PAC has been introduced.

Starting Price: Free

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Fuzzbuzz

The Fuzzbuzz workflow is very similar to other CI/CD testing workflows. However, unlike other testing workflows, fuzz testing requires multiple jobs to run simultaneously, which results in a few extra steps. Fuzzbuzz is a fuzz testing platform. We make it trivial for developers to add fuzz tests to their code and run them in CI/CD, helping them catch critical bugs and vulnerabilities before they hit production. Fuzzbuzz completely integrates into your environment, following you from the terminal to CI/CD. Write a fuzz test in your environment and use your own IDE, terminal, or build tools. Push to CI/CD and Fuzzbuzz will automatically start running your fuzz tests against your latest code changes. Get notified when bugs are found through Slack, GitHub, or email. Catch regressions as new changes are automatically tested and compared to previous runs. Code is built and instrumented by Fuzzbuzz as soon as a change is detected.

Starting Price: Free

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BFuzz

RootUp

BFuzz is an input-based fuzzer tool that takes HTML as an input, opens up your browser with a new instance, and passes multiple test cases generated by domato which is present in the recurve folder of BFuzz, more over BFuzz is an automation that performs the same task repeatedly and it doesn't mangle any test cases. Running BFuzz will ask for the option of whether to fuzz Chrome or Firefox, however, this will open Firefox from recurve and create the logs on the terminal. BFuzz is a small script that enables you to open the browser and run test cases. The test cases in recurve are generated by the domato generator and contain the main script. It contains additional helper code for DOM fuzzing.

Starting Price: Free

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Sulley

OpenRCE

Sulley is a fuzzing engine and fuzz testing framework consisting of multiple extensible components. Sulley (IMHO) exceeds the capabilities of most previously published fuzzing technologies, commercial and public domain. The goal of the framework is to simplify not only data representation but to simplify data transmission and instrumentation. A pure-Python fully automated and unattended fuzzing framework. Sulley not only has impressive data generation but has taken this a step further and includes many other important aspects a modern fuzzer should provide. Sulley watches the network and methodically maintains records. Sulley instruments and monitors the health of the target, capable of reverting to a known good state using multiple methods. Sulley detects, tracks, and categorizes detected faults. Sulley can fuzz in parallel, significantly increasing test speed. Sulley can automatically determine what unique sequence of test cases triggers faults.

Starting Price: Free

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APIFuzzer

PyPI

APIFuzzer reads your API description and step-by-step fuzzes the fields to validate if your application can cope with the fuzzed parameters, and it does not require coding. Parse API definition from a local file or remote URL. JSON and YAML file format support. All HTTP methods are supported. Fuzzing of the request body, query string, path parameter, and request header is supported. Relies on random mutations and supports CI integration. Generate JUnit XML test report format. Send a request to an alternative URL. Support HTTP basic auth from the configuration. Save the report of the failed test in JSON format into the pre-configured folder.

Starting Price: Free

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Atheris

Google

Atheris is a coverage-guided Python fuzzing engine. It supports fuzzing of Python code, but also native extensions written for CPython. Atheris is based on libFuzzer. When fuzzing native code, Atheris can be used to catch extra bugs. Atheris supports Linux (32- and 64-bit) and Mac OS X, with Python versions 3.6-3.10. It comes with a built-in libFuzzer, which is fine for fuzzing Python code. If you plan to fuzz native extensions, you may need to build from source to ensure the libFuzzer version in Atheris matches your Clang version. Atheris relies on libFuzzer, which is distributed with Clang. Apple Clang doesn't come with libFuzzer, so you'll need to install a new version of LLVM. Atheris is based on a coverage-guided mutation-based fuzzer (LibFuzzer). This has the advantage of not requiring any grammar definition for generating inputs, making its setup easier. The disadvantage is that it will be harder for the fuzzer to generate inputs for code that parses complex data types.

Starting Price: Free

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Wfuzz

Wfuzz provides a framework to automate web application security assessments and could help you secure your web applications by finding and exploiting web application vulnerabilities. You can also run Wfuzz from the official Docker image. Wfuzz is based on the simple concept that it replaces any reference to the fuzz keyword with the value of a given payload. A payload in Wfuzz is a source of data. This simple concept allows any input to be injected in any field of an HTTP request, allowing it to perform complex web security attacks in different web application components such as parameters, authentication, forms, directories/files, headers, etc. Wfuzz’s web application vulnerability scanner is supported by plugins. Wfuzz is a completely modular framework and makes it easy for even the newest Python developers to contribute. Building plugins is simple and takes little more than a few minutes.

Starting Price: Free

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DataLab

From CSV files and Google Sheets, data to Snowflake and BigQuery, DataLab seamlessly and securely connects to all of your data sources. DataLab’s AI Assistant scans the structure of your data, analyzes your previous activity, and leverages industry best practices to answer your questions with best-in-class accuracy. To ensure that you can fully trust the insights you’re uncovering, DataLab’s AI Assistant writes and runs code that you can seamlessly review, tweak, and share. Share work insights without exposing credentials or sensitive information. All data is encrypted at rest and in transit. Enjoy single sign-on via SAML or OIDC connections and sync your directory. Decide which users can take which actions within DataLab, and can access which workbooks and data assets. Our mission is to democratize data and AI skills for everyone. Companies and teams of every size use DataCamp to close their skill gaps and make better data-driven decisions.

Starting Price: $4.92 per month

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Devv

Lightning-fast answers, documentation, and code snippets for your dev queries. AI-powered agents decipher your complex questions and craft tailored solutions. Seamlessly interact with your repositories for contextualized search and assistance. Unlock unlimited searches with the most powerful model GPT-4. Devv is the next-gen search engine for developers. Devv offers a new mode designed to deliver more accurate and detailed responses. Multi-agent architecture that employs different agents and language models based on the specific requirements of the task at hand. Now, you have the ability to generate Python code and execute it directly within Devv. Devv is solely dedicated to developing scenarios. This can let us focus more on building better search indices and models. Our mission is to create the premier information retrieval tool for developers.

Starting Price: $12 per month

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Unify AI

Explore the power of choosing the right LLM for your needs and how to optimize for quality, speed, and cost-efficiency. Access all LLMs across all providers with a single API key and a standard API. Setup your own cost, latency, and output speed constraints. Define a custom quality metric. Personalize your router for your requirements. Systematically send your queries to the fastest provider, based on the very latest benchmark data for your region of the world, refreshed every 10 minutes. Get started with Unify with our dedicated walkthrough. Discover the features you already have access to and our upcoming roadmap. Just create a Unify account to access all models from all supported providers with a single API key. Our router balances output quality, speed, and cost based on user-specific preferences. The quality is predicted ahead of time using a neural scoring function, which predicts how good each model would be at responding to a given prompt.

Starting Price: $1 per credit

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Mentat

Abante AI

Mentat is the AI tool that assists you with any coding task, right from your command line. Unlike Copilot, Mentat coordinates edits across multiple locations and files. And unlike ChatGPT, Mentat already has the context of your project, no copy and pasting is required. Run Mentat from within your project directory. Mentat uses Git, so if your project doesn't already have Git set up, run git init. List the files you would like Mentat to read and edit as arguments. Mentat will add each of them to context, so be careful not to exceed the GPT-4 token context limit.

Starting Price: Free

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Forloop

Forloop is the no-code platform for external data automation. Go beyond your internal data limitations and access the latest market data to adapt faster, track market changes, and support price strategy. Get better insights with data outside of your company. With Forloop, you don’t have to make a compromise between a platform for prototyping and production-ready pipelines in the cloud of your choice. Access and extract data from non-API sources such as websites, maps, or 3rd party platforms. Get recommendations on how to clean, join, and aggregate data according to the best data science practices. Use no-code tools to clean, join, and transform data to model-ready format in an accelerated way with intelligent algorithms solving data quality issues. Our platform helped our users to increase their KPIs even by a factor of 10. Enhance decision-making and increase growth with new data. Forloop is a desktop app that you can download & try locally.

Starting Price: $29 per month

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HyperCrawl

HyperCrawl is the first web crawler designed specifically for LLM and RAG applications and develops powerful retrieval engines. Our focus was to boost the retrieval process by eliminating the crawl time of domains. We introduced multiple advanced methods to create a novel approach to building an ML-first web crawler. Instead of waiting for each webpage to load one by one (like standing in line at the grocery store), it asks for multiple web pages at the same time (like placing multiple online orders simultaneously). This way, it doesn’t waste time waiting and can move on to other tasks. By setting a high concurrency, the crawler can handle multiple tasks simultaneously. This speeds up the process compared to handling only a few tasks at a time. HyperLLM reduces the time and resources needed to open new connections by reusing existing ones. Think of it like reusing a shopping bag instead of getting a new one every time.

Starting Price: Free

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Codestral

Mistral AI

We introduce Codestral, our first-ever code model. Codestral is an open-weight generative AI model explicitly designed for code generation tasks. It helps developers write and interact with code through a shared instruction and completion API endpoint. As it masters code and English, it can be used to design advanced AI applications for software developers. Codestral is trained on a diverse dataset of 80+ programming languages, including the most popular ones, such as Python, Java, C, C++, JavaScript, and Bash. It also performs well on more specific ones like Swift and Fortran. This broad language base ensures Codestral can assist developers in various coding environments and projects.

Starting Price: Free

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HoundDog.ai

AI-powered code scanner designed to implement a proactive, shift-left strategy for sensitive data protection and privacy compliance. Product development outpaces privacy teams, leading to a constant need to update outdated data maps, which consumes much of their workload. Use HoundDog.ai’s AI-powered code scanner to continuously detect vulnerabilities (currently overlooked by SAST scanners) where sensitive data is exposed in plaintext through mediums such as logs, files, tokens, cookies, or third-party systems. Get essential context and remediation strategies, such as omitting sensitive data, applying masking or obfuscation, or using UUIDs instead of PII. Receive alerts when new data elements are introduced, based on their sensitivity levels, and prevent out-of-scope product changes from going live to avoid privacy incidents. Eliminate the manual and highly error-prone processes typically associated with security tasks.

Starting Price: $200 per month

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MarsCode

MarsCode: A highly intelligent, ready-to-use AI development tool. With its 'out-of-the-box cloud AI IDE' and 'powerful AI assistant', MarsCode comprehensively facilitates efficient learning and smooth operations for developers. Key Features include: 1. An out-of-the-box cloud AI IDE, liberating development from device and location constraints. 2. Extensions for local IDEs, bring the experience of AI intelligence to traditional development. 3. Boasting features for code completion and generation, bug fixing, code optimization and more, provides intelligent assistance across the full development process to developers. 4. Repository-level intelligent Q&A feature, allowing developers to focus more. 5. Supports different kinds of applications deployment, including websites, AI plugins, and APIs, etc.

Starting Price: Free

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Haber Chat

HaberChat is a platform that helps businesses and teams communicate more effectively on WhatsApp. It offers a variety of features to help you manage your WhatsApp communication, including: * Connect multiple WhatsApp numbers from a single platform * Share a WhatsApp number with your entire team * Launch message campaigns * Automate everything with API, code, webhooks and more 7 days free trial. Fully functional, no credit card needed, and no questions asked if you decide to leave after the trial!

Starting Price: $37

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CodeQwen

Alibaba

CodeQwen is the code version of Qwen, the large language model series developed by the Qwen team, Alibaba Cloud. It is a transformer-based decoder-only language model pre-trained on a large amount of data of codes. Strong code generation capabilities and competitive performance across a series of benchmarks. Supporting long context understanding and generation with the context length of 64K tokens. CodeQwen supports 92 coding languages and provides excellent performance in text-to-SQL, bug fixes, etc. You can just write several lines of code with transformers to chat with CodeQwen. Essentially, we build the tokenizer and the model from pre-trained methods, and we use the generate method to perform chatting with the help of the chat template provided by the tokenizer. We apply the ChatML template for chat models following our previous practice. The model completes the code snippets according to the given prompts, without any additional formatting.

Starting Price: Free

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Usermaven

Imagine knowing all about your audience; Usermaven gives you the power to see, understand, and act on your data like never before. Start your 30-day free trial and discover the hidden gems in your data. Usermaven's accurate tracking captures all events automatically, removing the dependence on developers and making it the easiest and most effective analytics tool for marketers and product professionals. Go beyond basic tracking with Usermaven's comprehensive suite of analytics tools. Gain in-depth website & product insights, understand user behavior, and optimize your marketing & product strategies for success. Usermaven offers real-time, user-friendly website analytics, simplifying your daily metrics check. Easily spot onboarding hurdles, boost engagement, and enhance customer retention, no developer needed. Usermaven gives you a complete 360-degree view of your contacts (visitors, users & companies) data in one place. See what they do on your website/app in real-time.

Starting Price: $14 per month

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Business Software for Python - Page 14

Top Software that integrates with Python as of July 2025 - Page 14

NanoVMs

NextCaptcha

Polar Signals

Sieve

Llama 3

Logto

Peach Fuzzer

Tayt

Google OSS-Fuzz

american fuzzy lop

Boofuzz

ToothPicker

Fuzzbuzz

BFuzz

Sulley

APIFuzzer

Atheris

Wfuzz

DataLab

Devv

Unify AI

Mentat

Forloop

HyperCrawl

Codestral

HoundDog.ai

MarsCode

Haber Chat

CodeQwen

Usermaven