Python Integrations

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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PromptGround

Simplify prompt edits, version control, and SDK integration in one place. No more scattered tools or waiting on deployments for changes. Explore features crafted to streamline your workflow and elevate prompt engineering. Manage your prompts and projects in a structured way, with tools designed to keep everything organized and accessible. Dynamically adapt your prompts to fit the context of your application, enhancing user experience with tailored interactions. Seamlessly incorporate prompt management into your current development environment with our user-friendly SDK, designed for minimal disruption and maximum efficiency. Leverage detailed analytics to understand prompt performance, user engagement, and areas for improvement, informed by concrete data. Invite team members to collaborate in a shared environment, where everyone can contribute, review, and refine prompts together. Control access and permissions within your team, ensuring members can work effectively.

Starting Price: $4.99 per month

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Prompt AI Tools

With the rise of Artificial Intelligence, there are creative ways to use AI technology to improve and simplify the responsibilities in your life. Understanding this need Prompt AI has developed some amazing AI tools to make your life easy and more efficient. These tools are like having a smart friend who can give you valuable tips and guide you through your journey. People use them to get things done quicker and learn new stuff faster. The best part is that these AI tools have no cost, it’s free. The impact of free AI tools has brought about a significant transformation in various tasks, streamlining processes, analyzing data, and offering valuable insights. Prompt AI tools have revolutionized the way tasks are accomplished. These tools can help you produce text for your ideas, verify your grammar and spelling, and even suggest better terms for you to use. It’s similar to having a perceptive friend who is constantly on the right track.

Starting Price: Free

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Agenta

Collaborate on prompts, evaluate, and monitor LLM apps with confidence. Agenta is a comprehensive platform that enables teams to quickly build robust LLM apps. Create a playground connected to your code where the whole team can experiment and collaborate. Systematically compare different prompts, models, and embeddings before going to production. Share a link to gather human feedback from the rest of the team. Agenta works out of the box with all frameworks (Langchain, Lama Index, etc.) and model providers (OpenAI, Cohere, Huggingface, self-hosted models, etc.). Gain visibility into your LLM app's costs, latency, and chain of calls. You have the option to create simple LLM apps directly from the UI. However, if you would like to write customized applications, you need to write code with Python. Agenta is model agnostic and works with all model providers and frameworks. The only limitation at present is that our SDK is available only in Python.

Starting Price: Free

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Dfns

Dfns is the wallets-as-a-service platform chosen by leading organizations to streamline digital asset operations and onboard users into crypto, safely. Deploy feature-rich web3 wallets directly into your stack. Grow from zero to one and deploy fintech capabilities, instantly. Import your business rules and compliance models. Select your key deployment scheme to meet any regulatory requirements. From exchanges, staking platforms, tax management tools, KYT checks, and more, Dfns provides a suite of pre-built integrations to help developers scale from zero to one. We simplify blockchain key management so developers and users can interact with digital assets confidently. Dfns is a safety net offering protections against mistakes that could be irreparable. Don’t waste time on transfers.  Automate transaction workflows directly through APIs and broadcast them on-chain as pre-built payloads, it’s efficient and hassle-free.

Starting Price: $500 per month

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DepsHub

Everything you need to keep your team secure and up-to-date with automatic dependency updates, license checks, and security vulnerability scanning. We process library changelogs and release notes, analyze your codebase, and automatically update your dependencies, including any breaking changes. Secure tools for effective dependency management, whether you have a team of 2 or 200. See all your dependencies in one place. No more digging through repositories. Avoid legal trouble by making sure your dependencies are licensed correctly. Get notified when a dependency has a security vulnerability. Update your code only if it affects you. DepsHub helps you save time by providing a simple and easy way to monitor and update your dependencies. We support a wide range of languages and frameworks. Use the one you love and get started in minutes. Connect your favorite tools and create tickets, be notified of new issues, and more.

Starting Price: $28 per month

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Lineaje SBOM360

Lineaje

Eagle-eyes over your software factory. Know what’s in your software with the world’s most advanced SBOM manager. SBOM360 is the industry’s first SBOM manager supporting full life-cycle management of thousands of SBOMs for all software you source, build, sell, or buy. Ensure all your software meets your security policies and compliance mandates automatically. Search your software inventory in seconds. Know your riskiest applications at a glance. Our amazing security profiler automatically shows you your riskiest applications and components, automatically quantified and prioritized for you. Easily justify software maintenance investments and their direct impact on software quality and your business. Insert function-driven policy gates for each stage of software development. Cascade them down automatically to all your organizations and projects, driving scans and remediations at scale.

Starting Price: Free

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Alembic

Alembic is a lightweight database migration tool that can be used with the SQLAlchemy database toolkit for Python. Alembic is written by the author of SQLAlchemy. While Alembic can be installed system-wide, it’s more common that it’s installed locally in a virtual environment, as it also uses libraries such as SQLAlchemy and database drivers that are more appropriate for local installations. Can emit statements to a database in order to change the structure of tables and other constructs. Provides a system whereby "migration scripts" may be constructed; each script indicates a particular series of steps that can "upgrade" a target database to a new version, and optionally a series of steps that can "downgrade" similarly, doing the same steps in reverse. Very open-ended and transparent configuration and operation. A new Alembic environment is generated from a set of templates which is selected among a set of options when setup first occurs.

Starting Price: Free

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PullRequest

HackerOne

Get on-demand code reviews from vetted, expert engineers enhanced by AI. Add senior engineers to your team every time you open a pull request. Ship better, more secure code faster with AI-assisted code reviews. Whether you're a development team of 5 or 5,000, PullRequest will supercharge your existing code review process and adapt to your needs. Our reviewers will help your team catch security vulnerabilities, find hidden bugs, and fix performance issues before they reach production. All of this is done within your existing tools. Expert human reviewers enhanced by an AI analysis to pinpoint high-risk security hotspots. Intelligent static analysis combining open source tools and proprietary AI shown to reviewers for deeper insights. Save your senior staff some time. Make meaningful progress resolving issues and improving code while other members of your team are busy building.

Starting Price: $129 per month

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Synthient

Synthient has an up-to-date threat detection system that can detect the latest in automated and fraudulent browsers. Skip using user agents, Synthient provides deeper insights into your traffic and users. Get the metrics you need to make informed decisions. Go further than just VPN detection. Detect residential, data center, and mobile proxies with ease. Block spam, fraud, and account takeover using the latest in device fingerprinting. Skip having users complete annoying puzzles. Synthient works in the background without impacting your user experience. Use Synthient to build applications that are secure and reliable. Protect your users and your business. Track users across visits for up to a year regardless of whether they are using a VPN or Incognito mode. Block repeat signups and fraudulent users. Visualize your visitors, their actions, and the risks they pose to your platform.

Starting Price: $100 per month

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eXTReMe-IP-Lookup

Get all geolocation information about an IP address in JSON, JSONP, and CSV format through our API. Free usage with max 20 requests per minute for backend requests. For use on a website, the limit is 10,000 requests per month. Free usage includes HTTP and secure HTTPS requests. You need an API key to make requests. Sign up for a package to get your API key. We return back the IP type which can be 'business', 'education', or 'residential'. As well as the fully resolved IP name. If the IP is a business or education we also return the business/edu name and business/edu website when available. Serve different content to different geo regions. Show regional languages and currencies. Extend traffic and server logs with geolocation data. Add geolocation data to Matomo and other analytics software. Use our IP API in Google Optimize, Optimizely, VWO, and many others.

Starting Price: €20 per month

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LanceDB

LanceDB is a developer-friendly, open source database for AI. From hyperscalable vector search and advanced retrieval for RAG to streaming training data and interactive exploration of large-scale AI datasets, LanceDB is the best foundation for your AI application. Installs in seconds and fits seamlessly into your existing data and AI toolchain. An embedded database (think SQLite or DuckDB) with native object storage integration, LanceDB can be deployed anywhere and easily scales to zero when not in use. From rapid prototyping to hyper-scale production, LanceDB delivers blazing-fast performance for search, analytics, and training for multimodal AI data. Leading AI companies have indexed billions of vectors and petabytes of text, images, and videos, at a fraction of the cost of other vector databases. More than just embedding. Filter, select, and stream training data directly from object storage to keep GPU utilization high.

Starting Price: $16.03 per month

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IllumiDesk

Automate grading tasks and provide inline feedback for students. Collaborate effectively with your learners using discussion boards, mentions, and inline comments. real-time collaboration is coming soon. IllumiDesk's AI will help you create, maintain, and structure your content into interactive lessons. IllumiDesk's flexible integration options using the RESTful API and/or LTI v1.3 help leverage existing content and flows. Crafting remarkable courses can now be achievable in just minutes, not months. Mobilize your audiences with captivating content without devoting endless hours of work. Create a course effortlessly with AI in just a few clicks, tailoring it to your specific context, or start from scratch and build a course from the ground up. IllumiDesk's flexible integration options using the RESTful API and/or LTI v1.3 help leverage existing content and flows. IllumiDesk is the AI platform for instructors and content developers that helps teams create and monetize content.

Starting Price: $240 per year

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Tobiko

Tobiko is a data transformation platform that ships data faster, more efficiently, and with fewer mistakes, backward compatible with databases. Make a dev environment without rebuilding the entire DAG. Tobiko only changes what's necessary. Don't rebuild everything when you add a column. You already built your change. Tobiko promotes prod instantly without redoing your work. Avoid debugging clunky Jinja and define your models in SQL. Tobiko works at a startup and at an enterprise scale. Tobiko understands the SQL you write and improves developer productivity by finding issues at compile time. Audits and data differences provide validation and make it easy to trust the datasets you produce. Every change is analyzed and is automatically categorized as either breaking or non-breaking. When mistakes happen, seamlessly roll back to the prior version, allowing teams to reduce downtime in production.

Starting Price: Free

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Not Diamond

Call the right model at the right time with the world's most powerful AI model router. Make the most of every model with relentless precision and speed. Not Diamond works out of the box with no setup, or train your own custom router with your evaluation data and benefit from model routing optimized to your use case. Select the right model in less time than it takes to stream a single token. Efficiently leverage faster and cheaper models without degrading quality. Program the best prompt for each LLM so you always call the right model with the right prompt. No more manual tweaking and experimentation. Not Diamond is not a proxy and all requests are made client-side. Enable fuzzy hashing on our API or deploy directly to your infra for maximum security. For any input, Not Diamond automatically determines which model is best suited to respond, delivering a state-of-the-art performance that beats every foundation model on every major benchmark.

Starting Price: $100 per month

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Deepchecks

Release high-quality LLM apps quickly without compromising on testing. Never be held back by the complex and subjective nature of LLM interactions. Generative AI produces subjective results. Knowing whether a generated text is good usually requires manual labor by a subject matter expert. If you’re working on an LLM app, you probably know that you can’t release it without addressing countless constraints and edge-cases. Hallucinations, incorrect answers, bias, deviation from policy, harmful content, and more need to be detected, explored, and mitigated before and after your app is live. Deepchecks’ solution enables you to automate the evaluation process, getting “estimated annotations” that you only override when you have to. Used by 1000+ companies, and integrated into 300+ open source projects, the core behind our LLM product is widely tested and robust. Validate machine learning models and data with minimal effort, in both the research and the production phases.

Starting Price: $1,000 per month

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Mistral Large

Mistral AI

Mistral Large is Mistral AI's flagship language model, designed for advanced text generation and complex multilingual reasoning tasks, including text comprehension, transformation, and code generation. It supports English, French, Spanish, German, and Italian, offering a nuanced understanding of grammar and cultural contexts. With a 32,000-token context window, it can accurately recall information from extensive documents. The model's precise instruction-following and native function-calling capabilities facilitate application development and tech stack modernization. Mistral Large is accessible through Mistral's platform, Azure AI Studio, and Azure Machine Learning, and can be self-deployed for sensitive use cases. Benchmark evaluations indicate that Mistral Large achieves strong results, making it the world's second-ranked model generally available through an API, next to GPT-4.

Starting Price: Free

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Qwen2

Alibaba

Qwen2 is the large language model series developed by Qwen team, Alibaba Cloud. Qwen2 is a series of large language models developed by the Qwen team at Alibaba Cloud. It includes both base language models and instruction-tuned models, ranging from 0.5 billion to 72 billion parameters, and features both dense models and a Mixture-of-Experts model. The Qwen2 series is designed to surpass most previous open-weight models, including its predecessor Qwen1.5, and to compete with proprietary models across a broad spectrum of benchmarks in language understanding, generation, multilingual capabilities, coding, mathematics, and reasoning.

Starting Price: Free

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Spark NLP

John Snow Labs

Experience the power of large language models like never before, unleashing the full potential of Natural Language Processing (NLP) with Spark NLP, the open source library that delivers scalable LLMs. The full code base is open under the Apache 2.0 license, including pre-trained models and pipelines. The only NLP library built natively on Apache Spark. The most widely used NLP library in the enterprise. Spark ML provides a set of machine learning applications that can be built using two main components, estimators and transformers. The estimators have a method that secures and trains a piece of data to such an application. The transformer is generally the result of a fitting process and applies changes to the target dataset. These components have been embedded to be applicable to Spark NLP. Pipelines are a mechanism for combining multiple estimators and transformers in a single workflow. They allow multiple chained transformations along a machine-learning task.

Starting Price: Free

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scikit-learn

Scikit-learn provides simple and efficient tools for predictive data analysis. Scikit-learn is a robust, open source machine learning library for the Python programming language, designed to provide simple and efficient tools for data analysis and modeling. Built on the foundations of popular scientific libraries like NumPy, SciPy, and Matplotlib, scikit-learn offers a wide range of supervised and unsupervised learning algorithms, making it an essential toolkit for data scientists, machine learning engineers, and researchers. The library is organized into a consistent and flexible framework, where various components can be combined and customized to suit specific needs. This modularity makes it easy for users to build complex pipelines, automate repetitive tasks, and integrate scikit-learn into larger machine-learning workflows. Additionally, the library’s emphasis on interoperability ensures that it works seamlessly with other Python libraries, facilitating smooth data processing.

Starting Price: Free

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PuppyGraph

PuppyGraph empowers you to seamlessly query one or multiple data stores as a unified graph model. Graph databases are expensive, take months to set up, and need a dedicated team. Traditional graph databases can take hours to run multi-hop queries and struggle beyond 100GB of data. A separate graph database complicates your architecture with brittle ETLs and inflates your total cost of ownership (TCO). Connect to any data source anywhere. Cross-cloud and cross-region graph analytics. No complex ETLs or data replication is required. PuppyGraph enables you to query your data as a graph by directly connecting to your data warehouses and lakes. This eliminates the need to build and maintain time-consuming ETL pipelines needed with a traditional graph database setup. No more waiting for data and failed ETL processes. PuppyGraph eradicates graph scalability issues by separating computation and storage.

Starting Price: Free

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Timeplus

Timeplus is a simple, powerful, and cost-efficient stream processing platform. All in a single binary, easily deployed anywhere. We help data teams process streaming and historical data quickly and intuitively, in organizations of all sizes and industries. Lightweight, single binary, without dependencies. End-to-end analytic streaming and historical functionalities. 1/10 the cost of similar open source frameworks. Turn real-time market and transaction data into real-time insights. Leverage append-only streams and key-value streams to monitor financial data. Implement real-time feature pipelines using Timeplus. One platform for all infrastructure logs, metrics, and traces, the three pillars supporting observability. In Timeplus, we support a wide range of data sources in our web console UI. You can also push data via REST API, or create external streams without copying data into Timeplus.

Starting Price: $199 per month

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Bika.ai

Bika.ai is an AI automation database platform that proactively helps everyone complete work, and process reports, and data collection daily. Free up your work time, escape the hassle of tedious tasks, and truly enjoy more time living your life. In traditional AI tools, you need to actively engage in conversation with AI to get work done. Bika.ai, however, is a proactive AI agent that proactively reminds and distributes tasks. You don't need to communicate with it directly; instead, it automates tasks on a schedule to help you or your team complete various jobs. Bika.ai is an AI automation database that streamlines work with proactive AI automation. There's no need for constant chatting with AI. Bika.ai automates repetitive tasks and seamlessly executes across functions like marketing and sales, allowing you to focus on strategic work. Automatically collect, track, and manage millions of sales leads, helping you systematically follow up with potential customers.

Starting Price: $9.99 per month

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Maps Scraper AI

Get local leads with the power of AI. AI-driven strategies such as generating local B2B leads from maps can be beneficial for businesses that want to target specific geographic regions. Scraping Maps data has many benefits, including lead generation, research and data science, monitoring competition, and obtaining business contact details. It can help businesses understand customer needs, research competitors, and develop new strategies. Unique ability to extract email addresses associated with listed companies, which are not typically displayed on Maps. Batch search capability to search for multiple keywords simultaneously, streamlining the process. Lightning-fast results and time savings by providing instant, accurate insights without the need to build and test a custom web scraping tool. Mimics real user behavior using Chrome, reducing the risk of being blocked by Maps. Allows data extraction from Maps without writing any code.

Starting Price: $9.99 per month

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Semantic Kernel

Microsoft

Semantic Kernel is a lightweight, open-source development kit that lets you easily build AI agents and integrate the latest AI models into your C#, Python, or Java codebase. It serves as an efficient middleware that enables rapid delivery of enterprise-grade solutions. Microsoft and other Fortune 500 companies are already leveraging Semantic Kernel because it’s flexible, modular, and observable. Backed with security-enhancing capabilities like telemetry support, hooks, and filters you’ll feel confident you’re delivering responsible AI solutions at scale. Version 1.0+ support across C#, Python, and Java means it’s reliable, and committed to nonbreaking changes. Any existing chat-based APIs are easily expanded to support additional modalities like voice and video. Semantic Kernel was designed to be future-proof, easily connecting your code to the latest AI models evolving with the technology as it advances.

Starting Price: Free

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Aspecto

Troubleshoot performance bottlenecks and errors within your microservices. Correlate root causes across traces, logs, and metrics. Cut your OpenTelemetry traces cost with Aspecto built-in remote sampling. How OTel data is visualized impacts your troubleshooting abilities. Go from a high-level overview to the very last detail with best-in-class visualization. Correlate logs and traces. From logs to their matched traces and back with one click. Never lose context and resolve issues faster. Use filters, free-text search, and groups to search your trace data and quickly pinpoint where in your system the problem is occurring. Cut your costs by sampling only the data you need. Sample traces based on languages, libraries, routes, and errors. Set data privacy rules to hide sensitive fields within trace data, specific routes, or anywhere else. Connect your day-to-day tools with your workflow. Logs, error monitoring, external events API, and more.

Starting Price: $40 per month

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JetBrains Aqua

JetBrains

Aqua is the first IDE created specifically for test automation. It‘s an all-in-one workspace that supports Selenium, Cypress, and Playwright. Aqua is a polyglot IDE that understands Java, Python, JavaScript, TypeScript, Kotlin, and SQL. Get straight to testing without having to install and configure lots of plugins. Aqua boasts a unique feature set containing everything a test automation engineer needs on a daily basis. Aqua’s Web Inspector works like a built-in browser and allows you to capture any page element without switching to another tool. There is also the HTTP client for API testing and integration with databases, Docker, and version control. Aqua minimizes the hassle for even the most challenging tasks. The combination of intelligent code analysis, powerful search and refactoring capabilities, and overall ease of use enables you to boost your quality engineering productivity.

Starting Price: $249 per year

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Qodana

JetBrains

Static code analysis by Qodana helps development teams follow agreed quality standards, and deliver readable, maintainable, and secure code. Powered by JetBrains. We’ve been perfecting the code analysis in our IDEs for 20+ years based on feedback from millions of community members. Qodana relies on the lines of JetBrains IDEs and brings their intelligence to the CI side. Just like in our IDEs, Qodana’s analysis is accurate but not overbearing and understands the nuances of your code. Integration with tools developers use daily, including JetBrains IDEs, makes it easy to work with Qodana’s results in whichever tool you're most comfortable with. Qodana doesn’t only report problems; it also suggests automatic fixes. Qodana calculates licenses per active contributor, so it won’t cause unexpected expenses or charge you for growing your project (as we don’t calculate LOCs). It’s also free for open-source projects.

Starting Price: $5 per month

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JetBrains Academy

JetBrains

Turn on the free educational features in your IDE to learn programming from scratch, expand your current skill set, or create your own interactive courses to share with others. With the JetBrains Academy plugin, you can learn and teach programming languages in the form of coding tasks and custom verification tests right inside JetBrains IDEs. Access over 100 courses in the most in-demand programming languages and technologies, and build real-world projects for your developer portfolio. Create your own courses by combining theoretical learning and hands-on practice. Test user knowledge with various sets of tasks, and provide extra assistance with feedback and hints. The JetBrains Academy plugin is free to use and supports Java, Kotlin, Python, Scala, JavaScript, Rust, C++, Go, and PHP with more languages to come. JetBrains Academy plugin is compatible with IntelliJ IDEA, PyCharm, WebStorm, Android Studio, CLion, GoLand, and PhpStorm.

Starting Price: Free

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Taipy

From simple pilots to production-ready web applications in no time. No more compromise on performance, customization, and scalability. Taipy enhances performance with caching control of graphical events, optimizing rendering by selectively updating graphical components only upon interaction. Effortlessly manage massive datasets with Taipy's built-in decimator for charts, intelligently reducing the number of data points to save time and memory without losing the essence of your data's shape. Struggle with sluggish performance and excessive memory usage, as every data point demands processing. Large datasets become cumbersome, complicating the user experience and data analysis. Scenarios are made easy with Taipy Studio. A powerful VS Code extension that unlocks a convenient graphical editor. Get your methods invoked at a certain time or intervals. Enjoy a variety of predefined themes or build your own.

Starting Price: $360 per month

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Remind

Recall your tasks and optimize your workflow. Boost your productivity by using your own artificial memory today. Remind is an advanced application designed to capture, transcribe, and index digital activity from your device, making it easy to recall important information. To get started with Remind, download the repo from our website or Github, install it on your device, and follow the setup instructions on GitHub. Effortlessly capture your digital activity and use it as memory, using advanced AI technology. Remind allows you to customize various components to suit your needs. You can modify settings such as the frequency of screenshots, the format of transcriptions, and the organization of indexed data.

Starting Price: Free

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KloudMate

Squash latencies, detect bottlenecks, and debug errors. Join a rapidly expanding community of businesses from around the world, that are achieving 20X value and ROI by adopting KloudMate, compared to any other observability platform. Quickly monitor crucial metrics, and dependencies, and detect anomalies through alarms and issue tracking. Instantly locate ‘break-points’ in your application development lifecycle, to proactively fix issues. View service maps for every component in your application, and uncover intricate interconnections and dependencies. Trace every request and operation, providing detailed visibility into execution paths and performance metrics. Whether it's multi-cloud, hybrid, or private architecture, access unified Infrastructure monitoring capabilities to monitor metrics and gather insights. Supercharge debugging speed and precision with a complete system view. Identify and resolve issues faster.

Starting Price: $60 per month

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Python Integrations

1143 Integrations with Python

ToothPicker

Fuzzbuzz

BFuzz

Sulley

APIFuzzer

Atheris

Wfuzz

DataLab

Devv

Unify AI

Mentat

Forloop

HyperCrawl

Codestral

HoundDog.ai

MarsCode

Haber Chat

CodeQwen

Usermaven

PromptGround

Prompt AI Tools

Agenta

Dfns

DepsHub

Lineaje SBOM360

Alembic

PullRequest

Synthient

eXTReMe-IP-Lookup

LanceDB

IllumiDesk

Tobiko

Not Diamond

Deepchecks

Mistral Large

Qwen2

Spark NLP

scikit-learn

PuppyGraph

Timeplus

Bika.ai

Maps Scraper AI

Semantic Kernel

Aspecto

JetBrains Aqua

Qodana

JetBrains Academy

Taipy

Remind

KloudMate

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