Best AI tools for< Security Engineer >

Metabob is an AI-powered code review tool that helps developers detect, explain, and fix coding problems. It utilizes proprietary graph neural networks to detect problems and LLMs to explain and resolve them, combining the best of both worlds. Metabob's AI is trained on millions of bug fixes performed by experienced developers, enabling it to detect complex problems that span across codebases and automatically generate fixes for them. It integrates with popular code hosting platforms such as GitHub, Bitbucket, Gitlab, and VS Code, and supports various programming languages including Python, Javascript, Typescript, Java, C++, and C.

Codiga is a static code analysis tool that helps developers write clean, safe, and secure code. It works in real-time in your IDE and CI/CD pipelines, and it can be customized to meet your specific needs. Codiga supports a wide range of languages and frameworks, and it integrates with popular tools like GitHub, GitLab, and Bitbucket.

Gamma.AI is a cloud-based data loss prevention (DLP) solution that uses artificial intelligence (AI) to protect sensitive data in SaaS applications. It provides real-time data discovery and classification, user behavior analytics, and automated remediation capabilities. Gamma.AI is designed to help organizations meet compliance requirements and protect their data from unauthorized access, theft, and loss.

Immunifai is a cybersecurity company that provides AI-powered threat detection and response solutions. The company's mission is to make the world a safer place by protecting organizations from cyberattacks. Immunifai's platform uses machine learning and artificial intelligence to identify and respond to threats in real time. The company's solutions are used by a variety of organizations, including Fortune 500 companies, government agencies, and financial institutions.

CodeDefender α is an AI-powered tool that helps developers and non-developers improve code quality and security. It integrates with popular IDEs like Visual Studio, VS Code, and IntelliJ, providing real-time code analysis and suggestions. CodeDefender supports multiple programming languages, including C/C++, C#, Java, Python, and Rust. It can detect a wide range of code issues, including security vulnerabilities, performance bottlenecks, and correctness errors. Additionally, CodeDefender offers features like custom prompts, multiple models, and workspace/solution understanding to enhance code comprehension and knowledge sharing within teams.

Pixeebot is an automated product security engineer that helps developers fix vulnerabilities, harden code, squash bugs, and improve code quality. It integrates with your existing workflow and can be used locally via CLI or through the GitHub app. Pixeebot is powered by the open source Codemodder framework, which allows you to build your own custom codemods.

Hive Defender is an advanced, machine-learning-powered DNS security service that offers comprehensive protection against a vast array of cyber threats including but not limited to cryptojacking, malware, DNS poisoning, phishing, typosquatting, ransomware, zero-day threats, and DNS tunneling. Hive Defender transcends traditional cybersecurity boundaries, offering multi-dimensional protection that monitors both your browser traffic and the entirety of your machine’s network activity.

Tracecat is an open-source security automation platform that helps you automate security alerts, build AI-assisted workflows, orchestrate alerts, and close cases fast. It is a Tines / Splunk SOAR alternative that is built for builders and allows you to experiment for free. You can deploy Tracecat on your own infrastructure or use Tracecat Cloud with no maintenance overhead. Tracecat is Apache-2.0 licensed, which means it is open vision, open community, and open development. You can have your say in the future of security automation. Tracecat is no-code first, but you can also code as well. You can build automations fast with no-code and customize without vendor lock-in using Python. Tracecat has a click-and-drag workflow builder that allows you to automate SecOps using pre-built actions (API calls, webhooks, data transforms, AI tasks, and more) combined into workflows. No code is required. Tracecat also has a built-in case management system that allows you to open cases directly from workflows and track and manage security incidents all in one platform.

AEye is a company that provides software-defined lidar solutions for autonomous applications in the automotive, trucking, and smart infrastructure industries. Their 4Sight Intelligent Sensing Platform uses software-definable lidar to enhance perception, enabling early detection and supporting autonomy. AEye's lidar products are designed to provide high resolution with long-range accuracy, and they can be adapted to any application or use case in real time. The company has forged strategic partnerships with best-in-class companies around the world to expand its global capabilities and meet the growing demands for its products.

CrowdStrike is a leading cybersecurity platform that uses artificial intelligence (AI) to protect businesses from cyber threats. The platform provides a unified approach to security, combining endpoint security, identity protection, cloud security, and threat intelligence into a single solution. CrowdStrike's AI-powered technology enables it to detect and respond to threats in real-time, providing businesses with the protection they need to stay secure in the face of evolving threats.

DataVisor is a modern, end-to-end fraud and risk SaaS platform powered by AI and advanced machine learning for financial institutions and large organizations. It helps businesses combat various fraud and financial crimes in real time. DataVisor's platform provides comprehensive fraud detection and prevention capabilities, including account onboarding, application fraud, ATO prevention, card fraud, check fraud, FinCrime and AML, and ACH and wire fraud detection. The platform is designed to adapt to new fraud incidents immediately with real-time data signal orchestration and end-to-end workflow automation, minimizing fraud losses and maximizing fraud detection coverage.

VIDOC is an AI-powered security engineer that automates code review and penetration testing. It continuously scans and reviews code to detect and fix security issues, helping developers deliver secure software faster. VIDOC is easy to use, requiring only two lines of code to be added to a GitHub Actions workflow. It then takes care of the rest, providing developers with a tailored code solution to fix any issues found.

InsightFace is an open-source deep face analysis library that provides a rich variety of state-of-the-art algorithms for face recognition, detection, and alignment. It is designed to be efficient for both training and deployment, making it suitable for research institutions and industrial organizations. InsightFace has achieved top rankings in various challenges and competitions, including the ECCV 2022 WCPA Challenge, NIST-FRVT 1:1 VISA, and WIDER Face Detection Challenge 2019.

Akismet is a powerful anti-spam solution that uses advanced machine learning and AI to protect websites from all forms of spam, including comment spam, form submissions, and forum bots. With an accuracy rate of 99.99%, Akismet analyzes user-submitted text in real time, allowing legitimate submissions through while blocking spam. This automated filtering saves users time and money, as they no longer need to manually review submissions or worry about the financial risks associated with spam attacks. Akismet is trusted by some of the biggest companies in the world and is proven to increase conversion rates by eliminating CAPTCHA and providing peace of mind to security teams.

CrowdStrike is a cloud-based cybersecurity platform that provides endpoint protection, threat intelligence, and incident response services. It uses artificial intelligence (AI) to detect and prevent cyberattacks. CrowdStrike's platform is designed to be scalable and easy to use, and it can be deployed on-premises or in the cloud. CrowdStrike has a global customer base of over 23,000 organizations, including many Fortune 500 companies.

DataVisor is a modern, end-to-end fraud and risk SaaS platform powered by AI and advanced machine learning for financial institutions and large organizations. It provides a comprehensive suite of capabilities to combat a variety of fraud and financial crimes in real time. DataVisor's hyper-scalable, modern architecture allows you to leverage transaction logs, user profiles, dark web and other identity signals with real-time analytics to enrich and deliver high quality detection in less than 100-300ms. The platform is optimized to scale to support the largest enterprises with ultra-low latency. DataVisor enables early detection and adaptive response to new and evolving fraud attacks combining rules, machine learning, customizable workflows, device and behavior signals in an all-in-one platform for complete protection. Leading with an Unsupervised approach, DataVisor is the only proven, production-ready solution that can proactively stop fraud attacks before they result in financial loss.

Qwiet AI is a code vulnerability detection platform that accelerates secure coding by uncovering, prioritizing, and generating fixes for top vulnerabilities with a single scan. It offers features such as AI-enhanced SAST, contextual SCA, AI AutoFix, Container Security, SBOM, and Secrets detection. Qwiet AI helps InfoSec teams in companies to accurately pinpoint and autofix risks in their code, reducing false positives and remediation time. The platform provides a unified vulnerability dashboard, prioritizes risks, and offers tailored fix suggestions based on the full context of the code.

hCaptcha Enterprise is a comprehensive AI-powered security platform designed to detect and deter human and automated threats, including bot detection, fraud protection, and account defense. It offers highly accurate bot detection, fraud protection without false positives, and account takeover detection. The platform also provides privacy-preserving abuse detection with zero personally identifiable information (PII) required. hCaptcha Enterprise is trusted by category leaders in various industries worldwide, offering universal support, comprehensive security, and compliance with global privacy standards like GDPR, CCPA, and HIPAA.

Vectra AI is an advanced AI-driven cybersecurity platform that helps organizations detect, prioritize, investigate, and respond to sophisticated cyber threats in real-time. The platform provides Attack Signal Intelligence to arm security analysts with the necessary intel to stop attacks fast. Vectra AI offers integrated signal for extended detection and response (XDR) across various domains such as network, identity, cloud, and endpoint security. Trusted by 1,500 enterprises worldwide, Vectra AI is known for its patented AI security solutions that deliver the best attack signal intelligence on the planet.

Codacy is an AI-powered code quality and security platform designed for developers to efficiently optimize and secure their code. It offers a unified set of AppSec tools, data-driven insights, and seamless integrations across the software development lifecycle. Codacy helps teams monitor and resolve security issues at scale, improve code quality, and prevent breaking changes. With AI suggested fixes and effortless code quality monitoring, Codacy is a valuable tool for businesses and developers alike.

DevSecCops is an AI-driven automation platform designed to revolutionize DevSecOps processes. The platform offers solutions for cloud optimization, machine learning operations, data engineering, application modernization, infrastructure monitoring, security, compliance, and more. With features like one-click infrastructure security scan, AI engine security fixes, compliance readiness using AI engine, and observability, DevSecCops aims to enhance developer productivity, reduce cloud costs, and ensure secure and compliant infrastructure management. The platform leverages AI technology to identify and resolve security issues swiftly, optimize AI workflows, and provide cost-saving techniques for cloud architecture.

VOLT AI is a cloud-based enterprise security application that utilizes advanced AI technology to intercept threats in real-time. The application offers solutions for various industries such as education, corporate, and cities, focusing on perimeter security, medical emergencies, and weapons detection. VOLT AI provides features like unified cameras, video intelligence, real-time notifications, automated escalations, and digital twin creation for advanced situational awareness. The application aims to enhance safety and security by detecting security risks and notifying users promptly.

Masterhackers is an all-in-one cybersecurity application designed to help cybersecurity professionals and students prepare for certifications and interviews. The platform offers a comprehensive set of tools and resources, including practice tests, flashcards, mock interviews, and personalized feedback with AI. Trusted by students worldwide, Masterhackers aims to enhance users' cybersecurity skills and knowledge through interactive learning experiences.

Palo Alto Networks is a cybersecurity company offering advanced security solutions powered by Precision AI to protect modern enterprises from cyber threats. The company provides network security, cloud security, and AI-driven security operations to defend against AI-generated threats in real time. Palo Alto Networks aims to simplify security and achieve better security outcomes through platformization, intelligence-driven expertise, and proactive monitoring of sophisticated threats.

Semgrep is an AI-powered application designed for static analysis and security testing of code. It helps developers find and fix issues in their code, detect vulnerabilities in the software supply chain, and identify hardcoded secrets. Semgrep offers features such as AI-powered noise filtering, dataflow analysis, and tailored remediation guidance. It is known for its speed, transparency, and extensibility, making it a valuable tool for AppSec teams of all sizes.

VULNWatch is a web security platform that simplifies and makes website security accessible. The platform offers automated assessments using AI-powered tools with over 13 years of experience. It empowers business owners and developers to identify and address vulnerabilities quickly and easily in one place. VULNWatch provides effective web security assessment, including fingerprinting, protection against SQL injections, and web shells, with a focus on communication and collaboration with clients to ensure tailored cybersecurity solutions.

Abnormal Security is an AI-powered platform that leverages superhuman understanding of human behavior to protect against email threats such as phishing, social engineering, and account takeovers. The platform is trusted by over 3,000 customers, including 25% of the Fortune 500 companies. Abnormal Security offers a comprehensive cloud email security solution, behavioral anomaly detection, SaaS security, and autonomous AI security agents to provide multi-layered protection against advanced email attacks. The platform is recognized as a leader in email security and AI-native security, delivering unmatched protection and reducing the risk of phishing attacks by 90%.

DataBahn is an AI-powered data pipeline management platform that empowers global enterprises with intelligent tools to gather, manage, and move data reliably and quickly. It offers a comprehensive solution for data integration, management, and optimization, helping users save costs and time. The platform ensures real-time insights, agility, and value by automating data processes and providing complete data ownership and governance. DataBahn is trusted by ambitious companies and partners worldwide for its efficiency and effectiveness in handling data workflows.

Darktrace is an essential AI cybersecurity platform that offers proactive protection, cloud-native AI security, comprehensive risk management, and user protection across various devices. It accelerates triage by 10x, defends with confidence, and connects with various integrations. Darktrace ActiveAI Security Platform spots novel threats across organizations, providing solutions for ransomware, APTs, phishing, data loss, and more. With a focus on defense, Darktrace aims to transform cybersecurity by detecting and responding to known and novel threats in real-time.

Tracecat is an open-source automation platform for security teams. It's designed to be simple but powerful, with a focus on AI features and a practitioner-obsessed UI/UX. Tracecat can be used to automate a variety of tasks, including phishing email investigation, evidence collection, and remediation plan generation.

Kong, or Kong API Gateway, is a cloud-native, platform-agnostic, scalable API Gateway distinguished for its high performance and extensibility via plugins. It also provides advanced AI capabilities with multi-LLM support. By providing functionality for proxying, routing, load balancing, health checking, authentication (and more), Kong serves as the central layer for orchestrating microservices or conventional API traffic with ease. Kong runs natively on Kubernetes thanks to its official Kubernetes Ingress Controller.

OpsPilot is an AI-powered operations navigator developed by the WeOps team. It leverages deep learning and LLM technologies to make operations plans interactive and generalize and reason about local operations knowledge. OpsPilot can be integrated with web applications in the form of a chatbot and primarily provides the following capabilities: 1. Operations capability precipitation: By depositing operations knowledge, operations skills, and troubleshooting actions, when solving problems, it acts as a navigator and guides users to solve operations problems through dialogue. 2. Local knowledge Q&A: By indexing local knowledge and Internet knowledge and combining the capabilities of LLM, it answers users' various operations questions. 3. LLM chat: When the problem is beyond the scope of OpsPilot's ability to handle, it uses LLM's capabilities to solve various long-tail problems.

The MiniAiLive Face Liveness Detection Android SDK provides advanced computer vision techniques to enhance security and accuracy on Android platforms. It offers 3D Passive Face Liveness Detection capabilities, ensuring that users are physically present and not using spoofing methods to access applications or services. The SDK is fully on-premise, with all processing happening on the hosting server, ensuring data privacy and security.

This repository is a comprehensive collection of cybersecurity-related references, scripts, tools, code, and other resources. It is carefully curated and maintained by Omar Santos. The repository serves as a supplemental material provider to several books, video courses, and live training created by Omar Santos. It encompasses over 10,000 references that are instrumental for both offensive and defensive security professionals in honing their skills.

A massive list including a huge amount of products and services that are completely free! ⭐ Star on GitHub • 🤝 Contribute # Table of Contents * APIs, Data & ML * Artificial Intelligence * BaaS * Code Editors * Code Generation * DNS * Databases * Design & UI * Domains * Email * Font * For Students * Forms * Linux Distributions * Messaging & Streaming * PaaS * Payments & Billing * SSL

Admyral is an open-source Cybersecurity Automation & Investigation Assistant that provides a unified console for investigations and incident handling, workflow automation creation, automatic alert investigation, and next step suggestions for analysts. It aims to tackle alert fatigue and automate security workflows effectively by offering features like workflow actions, AI actions, case management, alert handling, and more. Admyral combines security automation and case management to streamline incident response processes and improve overall security posture. The tool is open-source, transparent, and community-driven, allowing users to self-host, contribute, and collaborate on integrations and features.

Galah is an LLM-powered web honeypot designed to mimic various applications and dynamically respond to arbitrary HTTP requests. It supports multiple LLM providers, including OpenAI. Unlike traditional web honeypots, Galah dynamically crafts responses for any HTTP request, caching them to reduce repetitive generation and API costs. The honeypot's configuration is crucial, directing the LLM to produce responses in a specified JSON format. Note that Galah is a weekend project exploring LLM capabilities and not intended for production use, as it may be identifiable through network fingerprinting and non-standard responses.

Agentic Security is an open-source vulnerability scanner designed for safety scanning, offering customizable rule sets and agent-based attacks. It provides comprehensive fuzzing for any LLMs, LLM API integration, and stress testing with a wide range of fuzzing and attack techniques. The tool is not a foolproof solution but aims to enhance security measures against potential threats. It offers installation via pip and supports quick start commands for easy setup. Users can utilize the tool for LLM integration, adding custom datasets, running CI checks, extending dataset collections, and dynamic datasets with mutations. The tool also includes a probe endpoint for integration testing. The roadmap includes expanding dataset variety, introducing new attack vectors, developing an attacker LLM, and integrating OWASP Top 10 classification.

Aioauth is an asynchronous OAuth 2.0 framework for Python 3 that implements the OAuth 2.0 protocol and can be used in asynchronous frameworks like FastAPI, Starlette, and aiohttp. It supports various databases such as MongoDB, PostgreSQL, MySQL, and ORMs like gino and sqlalchemy through a simple BaseStorage interface.

PentestGPT provides advanced AI and integrated tools to help security teams conduct comprehensive penetration tests effortlessly. Scan, exploit, and analyze web applications, networks, and cloud environments with ease and precision, without needing expert skills. The tool utilizes Supabase for data storage and management, and Vercel for hosting the frontend. It offers a local quickstart guide for running the tool locally and a hosted quickstart guide for deploying it in the cloud. PentestGPT aims to simplify the penetration testing process for security professionals and enthusiasts alike.

SecReport is a platform for collaborative information security penetration testing report writing and exporting, powered by ChatGPT. It standardizes penetration testing processes, allows multiple users to edit reports, offers custom export templates, generates vulnerability summaries and fix suggestions using ChatGPT, and provides APP security compliance testing reports. The tool aims to streamline the process of creating and managing security reports for penetration testing and compliance purposes.

xGitGuard is an AI-based system developed by Comcast Cybersecurity Research and Development team to detect secrets (e.g., API tokens, usernames, passwords) exposed on GitHub repositories. It uses advanced Natural Language Processing to detect secrets at scale and with appropriate velocity. The tool provides workflows for detecting credentials and keys/tokens in both enterprise and public GitHub accounts. Users can set up search patterns, configure API access, run detections with or without ML filters, and train ML models for improved detection accuracy. xGitGuard also supports custom keyword scans for targeted organizations or repositories. The tool is licensed under Apache 2.0.

Navi is a CLI tool that revolutionizes cybersecurity with AI capabilities. It features an upgraded shell for executing system commands seamlessly, custom scripts with alias variables, and a dedicated Nmap chip. The tool is in constant development with plans for a Navi AI model, transparent data handling, and integration with Llama3.2 AI. Navi is open-source, fostering collaborative innovation in AI and cybersecurity domains.

SinkFinder + LLM is a closed-source semi-automatic vulnerability discovery tool that performs static code analysis on jar/war/zip files. It enhances the capability of LLM large models to verify path reachability and assess the trustworthiness score of the path based on the contextual code environment. Users can customize class and jar exclusions, depth of recursive search, and other parameters through command-line arguments. The tool generates rule.json configuration file after each run and requires configuration of the DASHSCOPE_API_KEY for LLM capabilities. The tool provides detailed logs on high-risk paths, LLM results, and other findings. Rules.json file contains sink rules for various vulnerability types with severity levels and corresponding sink methods.

ATLAS (Adaptive Task & Logic Automation System) is a high-performance Model Context Protocol server designed for LLMs to manage complex task hierarchies. Built with TypeScript, it features ACID-compliant storage, efficient task tracking, and intelligent template management. ATLAS provides LLM Agents task management through a clean, flexible tool interface. The server implements the Model Context Protocol (MCP) for standardized communication between LLMs and external systems, offering hierarchical task organization, task state management, smart templates, enterprise features, and performance optimization.

Burpference is an open-source extension designed to capture in-scope HTTP requests and responses from Burp's proxy history and send them to a remote LLM API in JSON format. It automates response capture, integrates with APIs, optimizes resource usage, provides color-coded findings visualization, offers comprehensive logging, supports native Burp reporting, and allows flexible configuration. Users can customize system prompts, API keys, and remote hosts, and host models locally to prevent high inference costs. The tool is ideal for offensive web application engagements to surface findings and vulnerabilities.

Comp AI is an open-source compliance automation platform designed to assist companies in achieving compliance with standards like SOC 2, ISO 27001, and GDPR. It transforms compliance into an engineering problem solved through code, automating evidence collection, policy management, and control implementation while maintaining data and infrastructure control.

Nebula is an advanced, AI-powered penetration testing tool designed for cybersecurity professionals, ethical hackers, and developers. It integrates state-of-the-art AI models into the command-line interface, automating vulnerability assessments and enhancing security workflows with real-time insights and automated note-taking. Nebula revolutionizes penetration testing by providing AI-driven insights, enhanced tool integration, AI-assisted note-taking, and manual note-taking features. It also supports any tool that can be invoked from the CLI, making it a versatile and powerful tool for cybersecurity tasks.

Cyberion-Spark-X is a powerful open-source tool designed for cybersecurity professionals and data analysts. It provides advanced capabilities for analyzing and visualizing large datasets to detect security threats and anomalies. The tool integrates with popular data sources and supports various machine learning algorithms for predictive analytics and anomaly detection. Cyberion-Spark-X is user-friendly and highly customizable, making it suitable for both beginners and experienced professionals in the field of cybersecurity and data analysis.

This repository provides a collection of tools and techniques for defending against injection attacks in software applications. It includes code samples, best practices, and guidelines for implementing secure coding practices to prevent common injection vulnerabilities such as SQL injection, XSS, and command injection. The tools and resources in this repository aim to help developers build more secure and resilient applications by addressing one of the most common and critical security threats in modern software development.

PentAGI is an innovative tool for automated security testing that leverages cutting-edge artificial intelligence technologies. It is designed for information security professionals, researchers, and enthusiasts who need a powerful and flexible solution for conducting penetration tests. The tool provides secure and isolated operations in a sandboxed Docker environment, fully autonomous AI-powered agent for penetration testing steps, a suite of 20+ professional security tools, smart memory system for storing research results, web intelligence for gathering information, integration with external search systems, team delegation system, comprehensive monitoring and reporting, modern interface, API integration, persistent storage, scalable architecture, self-hosted solution, flexible authentication, and quick deployment through Docker Compose.

Microsoft Security Copilot is a generative AI-powered assistant for daily operations in security and IT that empowers teams to protect at the speed and scale of AI. It provides a platform for contributors to enhance and expand the capabilities of the tool through collaborative development. Users can contribute by forking the repository, making changes locally, and submitting pull requests to merge their contributions back into the main repository. The tool is designed to streamline security and IT tasks, automate processes, and enable teams to work more efficiently in managing security operations.

Fraim is an AI-powered toolkit designed for security engineers to enhance their workflows by leveraging AI capabilities. It offers solutions to find, detect, fix, and flag vulnerabilities throughout the development lifecycle. The toolkit includes features like Risk Flagger for identifying risks in code changes, Code Security Analysis for context-aware vulnerability detection, and Infrastructure as Code Analysis for spotting misconfigurations in cloud environments. Fraim can be run as a CLI tool or integrated into Github Actions, making it a versatile solution for security teams and organizations looking to enhance their security practices with AI technology.

MCP for Security is a repository that contains Model Context Protocol (MCP) server implementations for various security testing tools, making them accessible through a standardized interface. It aims to provide automated threat detection and reduce human latency in cybersecurity by combining artificial intelligence and security tools. Users can access a variety of tools for subdomain enumeration, reconnaissance, vulnerability scanning, web crawling, HTTP security analysis, mobile application security testing, network scanning, SSL/TLS configuration analysis, DNS brute-forcing, HTTP request smuggling detection, SQL injection testing, historical URL retrieval, and WordPress vulnerability scanning. The repository encourages collaboration and rapid evolution through open-source projects.

This repository is a comprehensive collection of resources for utilizing AI in cybersecurity. It covers various aspects such as prediction, prevention, detection, response, monitoring, and more. The resources include tools, frameworks, case studies, best practices, tutorials, and research papers. The repository aims to assist professionals, researchers, and enthusiasts in staying updated and advancing their knowledge in the field of AI cybersecurity.

Sec-Gemini is an experimental cybersecurity-focused AI tool developed by Google. This repository contains SDKs and a CLI for Sec-Gemini, with SDKs available for Python and TypeScript. Additionally, there is a web component provided to facilitate integration on websites.

Sec-Interview is a comprehensive collection of cybersecurity interview questions with reference answers, covering network security, red team, reverse engineering, cryptography, and binary. It is suitable for all cybersecurity positions. The repository contains thousands of security interview questions categorized for easy access. Contributors are welcome to submit interview questions or provide feedback for future versions. Special thanks to various individuals and teams for their valuable contributions and support during the project's organization and improvement.

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