Best AI tools for< Protect Against Injection Attacks >

Lakera is the world's most advanced AI security platform designed to protect organizations from AI threats. It offers solutions for prompt injection detection, unsafe content identification, PII and data loss prevention, data poisoning prevention, and insecure LLM plugin design. Lakera is recognized for setting global AI security standards and is trusted by leading enterprises, foundation model providers, and startups. The platform is powered by a proprietary AI threat database and aligns with global AI security frameworks.

Rebuff AI is an AI tool designed as a self-hardening prompt injection detector. It is built to strengthen itself against attacks, making it a robust solution for detecting and preventing prompt injection vulnerabilities. The tool provides an API for developers to integrate prompt injection detection capabilities into their applications easily. Rebuff AI aims to protect the AI community by enhancing the security of AI systems and applications.

Playlab.ai is an AI-powered platform that offers a range of tools and applications to enhance online security and protect against cyber attacks. The platform utilizes advanced algorithms to detect and prevent various online threats, such as malicious attacks, SQL injections, and data breaches. Playlab.ai provides users with a secure and reliable online environment by offering real-time monitoring and protection services. With a user-friendly interface and customizable security settings, Playlab.ai is a valuable tool for individuals and businesses looking to safeguard their online presence.

Lakera is the world's most advanced AI security platform that offers cutting-edge solutions to safeguard GenAI applications against various security threats. Lakera provides real-time security controls, stress-testing for AI systems, and protection against prompt attacks, data loss, and insecure content. The platform is powered by a proprietary AI threat database and aligns with global AI security frameworks to ensure top-notch security standards. Lakera is suitable for security teams, product teams, and LLM builders looking to secure their AI applications effectively and efficiently.

Prompt Security is a platform that secures all uses of Generative AI in the organization: from tools used by your employees to your customer-facing apps.

Attestiv is an AI-powered digital content analysis and forensics platform that offers solutions to prevent fraud, losses, and cyber threats from deepfakes. The platform helps in reducing costs through automated photo, video, and document inspection and analysis, protecting company reputation, and monetizing trust in secure systems. Attestiv's technology provides validation and authenticity for all digital assets, safeguarding against altered photos, videos, and documents that are increasingly easy to create but difficult to detect. The platform uses patented AI technology to ensure the authenticity of uploaded media and offers sector-agnostic solutions for various industries.

Blackbird.AI is a narrative and risk intelligence platform that helps organizations identify and protect against narrative attacks created by misinformation and disinformation. The platform offers a range of solutions tailored to different industries and roles, enabling users to analyze threats in text, images, and memes across various sources such as social media, news, and the dark web. By providing context and clarity for strategic decision-making, Blackbird.AI empowers organizations to proactively manage and mitigate the impact of narrative attacks on their reputation and financial stability.

Hiya is an AI-powered caller ID, call blocker, and protection application that enhances voice communication experiences. It helps users identify incoming calls, block spam and fraud, and protect against AI voice fraud and scams. Hiya offers solutions for businesses, carriers, and consumers, with features like branded caller ID, spam detection, call filtering, and more. With a global reach and a user base of over 450 million, Hiya aims to bring trust, identity, and intelligence back to phone calls.

LoginLlama is an AI-powered suspicious login detection tool designed for developers to enhance customer security effortlessly by preventing fraudulent logins. It provides real-time fraud detection, AI-powered login behavior insights, and easy integration through SDK and API. By evaluating login attempts based on multiple ranking factors and historic behavior analysis, LoginLlama helps protect against unauthorized access, account takeover, credential stuffing, phishing attacks, and insider threats. The tool is user-friendly, offering a simple API for developers to add security checks to their apps with just a few lines of code.

Breacher.ai is an AI-powered cybersecurity solution that specializes in deepfake detection and protection. It offers a range of services to help organizations guard against deepfake attacks, including deepfake phishing simulations, awareness training, micro-curriculum, educational videos, and certification. The platform combines advanced AI technology with expert knowledge to detect, educate, and protect against deepfake threats, ensuring the security of employees, assets, and reputation. Breacher.ai's fully managed service and seamless integration with existing security measures provide a comprehensive defense strategy against deepfake attacks.

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.

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.

Robust Intelligence is an end-to-end solution for securing AI applications. It automates the evaluation of AI models, data, and files for security and safety vulnerabilities and provides guardrails for AI applications in production against integrity, privacy, abuse, and availability violations. Robust Intelligence helps enterprises remove AI security blockers, save time and resources, meet AI safety and security standards, align AI security across stakeholders, and protect against evolving threats.

Sider.ai is an AI tool designed to verify the security of connections by checking if the user is human. It ensures a secure browsing experience by reviewing the security aspects before allowing access. The tool performs a quick verification process to protect against potential threats and ensure a safe online environment.

RTB House is a global leader in online ad campaigns, offering a range of AI-powered solutions to help businesses drive sales and engage with customers. Their technology leverages deep learning to optimize ad campaigns, providing personalized retargeting, branding, and fraud protection. RTB House works with agencies and clients across various industries, including fashion, electronics, travel, and multi-category retail.

NSFW JS is an AI tool designed for client-side indecent content checking. It utilizes a drag and drop feature to analyze images for inappropriate content. The tool boasts a high accuracy rate of 93% and offers camera blur protection. Developed by Infinite Red, Inc., NSFW JS is a cutting-edge solution for classifying images and ensuring online safety.

medium.engineering is a website that focuses on verifying the security of user connections before allowing access to its content. It ensures that users are human by conducting a verification process that may take a few seconds. The site emphasizes the importance of enabling JavaScript and cookies for a seamless browsing experience. Powered by Cloudflare, medium.engineering prioritizes performance and security to provide a safe online environment for its visitors.

Deepfake Detector is an AI tool designed to identify deepfakes in audio and video files. It offers features such as background noise and music removal, audio and video file analysis, and browser extension integration. The tool helps individuals and businesses protect themselves against deepfake scams by providing accurate detection and filtering of AI-generated content. With a focus on authenticity and reliability, Deepfake Detector aims to prevent financial losses and fraudulent activities caused by deepfake technology.

Sentitrac.com is a website that focuses on verifying the security of user connections before allowing access. It ensures that users are human by conducting a verification process that may take a few seconds. The site emphasizes the importance of enabling JavaScript and cookies for a seamless experience. Performance and security are enhanced through the use of Cloudflare services.

Turing.school is a website that focuses on verifying human users for security purposes. It ensures that the connection is secure before proceeding with any actions on the site. Users may encounter a brief waiting period while the verification process takes place. The site utilizes JavaScript and cookies to enhance security measures. Additionally, it employs Cloudflare for performance and security enhancements.

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.

PyRIT is an open access automation framework designed to empower security professionals and ML engineers to red team foundation models and their applications. It automates AI Red Teaming tasks to allow operators to focus on more complicated and time-consuming tasks and can also identify security harms such as misuse (e.g., malware generation, jailbreaking), and privacy harms (e.g., identity theft). The goal is to allow researchers to have a baseline of how well their model and entire inference pipeline is doing against different harm categories and to be able to compare that baseline to future iterations of their model. This allows them to have empirical data on how well their model is doing today, and detect any degradation of performance based on future improvements.

LLM App Stack, also known as Emerging Architectures for LLM Applications, is a comprehensive list of available tools, projects, and vendors at each layer of the LLM app stack. It covers various categories such as Data Pipelines, Embedding Models, Vector Databases, Playgrounds, Orchestrators, APIs/Plugins, LLM Caches, Logging/Monitoring/Eval, Validators, LLM APIs (proprietary and open source), App Hosting Platforms, Cloud Providers, and Opinionated Clouds. The repository aims to provide a detailed overview of tools and projects for building, deploying, and maintaining enterprise data solutions, AI models, and applications.

LLM Guard is a comprehensive tool designed to fortify the security of Large Language Models (LLMs). It offers sanitization, detection of harmful language, prevention of data leakage, and resistance against prompt injection attacks, ensuring that your interactions with LLMs remain safe and secure.

OpenShield is a firewall designed for AI models to protect against various attacks such as prompt injection, insecure output handling, training data poisoning, model denial of service, supply chain vulnerabilities, sensitive information disclosure, insecure plugin design, excessive agency granting, overreliance, and model theft. It provides rate limiting, content filtering, and keyword filtering for AI models. The tool acts as a transparent proxy between AI models and clients, allowing users to set custom rate limits for OpenAI endpoints and perform tokenizer calculations for OpenAI models. OpenShield also supports Python and LLM based rules, with upcoming features including rate limiting per user and model, prompts manager, content filtering, keyword filtering based on LLM/Vector models, OpenMeter integration, and VectorDB integration. The tool requires an OpenAI API key, Postgres, and Redis for operation.

last_layer is a security library designed to protect LLM applications from prompt injection attacks, jailbreaks, and exploits. It acts as a robust filtering layer to scrutinize prompts before they are processed by LLMs, ensuring that only safe and appropriate content is allowed through. The tool offers ultra-fast scanning with low latency, privacy-focused operation without tracking or network calls, compatibility with serverless platforms, advanced threat detection mechanisms, and regular updates to adapt to evolving security challenges. It significantly reduces the risk of prompt-based attacks and exploits but cannot guarantee complete protection against all possible threats.

Awesome MLSecOps is a curated list of open-source tools, resources, and tutorials for MLSecOps (Machine Learning Security Operations). It includes a wide range of security tools and libraries for protecting machine learning models against adversarial attacks, as well as resources for AI security, data anonymization, model security, and more. The repository aims to provide a comprehensive collection of tools and information to help users secure their machine learning systems and infrastructure.

AI Exploits is a repository that showcases practical attacks against AI/Machine Learning infrastructure, aiming to raise awareness about vulnerabilities in the AI/ML ecosystem. It contains exploits and scanning templates for responsibly disclosed vulnerabilities affecting machine learning tools, including Metasploit modules, Nuclei templates, and CSRF templates. Users can use the provided Docker image to easily run the modules and templates. The repository also provides guidelines for using Metasploit modules, Nuclei templates, and CSRF templates to exploit vulnerabilities in machine learning tools.

ZenGuard AI enables AI developers to integrate production-level, low-code LLM (Large Language Model) guardrails into their generative AI applications effortlessly. With ZenGuard AI, ensure your application operates within trusted boundaries, is protected from prompt injections, and maintains user privacy without compromising on performance.

Academic_LLM_Sec_Papers is a curated collection of academic papers related to LLM Security Application. The repository includes papers sorted by conference name and published year, covering topics such as large language models for blockchain security, software engineering, machine learning, and more. Developers and researchers are welcome to contribute additional published papers to the list. The repository also provides information on listed conferences and journals related to security, networking, software engineering, and cryptography. The papers cover a wide range of topics including privacy risks, ethical concerns, vulnerabilities, threat modeling, code analysis, fuzzing, and more.

CIA is a powerful open-source tool designed for data analysis and visualization. It provides a user-friendly interface for processing large datasets and generating insightful reports. With CIA, users can easily explore data, perform statistical analysis, and create interactive visualizations to communicate findings effectively. Whether you are a data scientist, analyst, or researcher, CIA offers a comprehensive set of features to streamline your data analysis workflow and uncover valuable insights.

Awesome LLM Security is a curated collection of tools, documents, and projects related to Large Language Model (LLM) security. It covers various aspects of LLM security including white-box, black-box, and backdoor attacks, defense mechanisms, platform security, and surveys. The repository provides resources for researchers and practitioners interested in understanding and safeguarding LLMs against adversarial attacks. It also includes a list of tools specifically designed for testing and enhancing LLM security.

The FuzzyAI Fuzzer is a powerful tool for automated LLM fuzzing, designed to help developers and security researchers identify jailbreaks and mitigate potential security vulnerabilities in their LLM APIs. It supports various fuzzing techniques, provides input generation capabilities, can be easily integrated into existing workflows, and offers an extensible architecture for customization and extension. The tool includes attacks like ArtPrompt, Taxonomy-based paraphrasing, Many-shot jailbreaking, Genetic algorithm, Hallucinations, DAN (Do Anything Now), WordGame, Crescendo, ActorAttack, Back To The Past, Please, Thought Experiment, and Default. It supports models from providers like Anthropic, OpenAI, Gemini, Azure, Bedrock, AI21, and Ollama, with the ability to add support for newer models. The tool also supports various cloud APIs and datasets for testing and experimentation.

This repository contains sample code demonstrating various use cases leveraging Amazon Bedrock and Generative AI. Each sample is a separate project with its own directory, and includes a basic Streamlit frontend to help users quickly set up a proof of concept.

Invariant Analyzer is an open-source scanner designed for LLM-based AI agents to find bugs, vulnerabilities, and security threats. It scans agent execution traces to identify issues like looping behavior, data leaks, prompt injections, and unsafe code execution. The tool offers a library of built-in checkers, an expressive policy language, data flow analysis, real-time monitoring, and extensible architecture for custom checkers. It helps developers debug AI agents, scan for security violations, and prevent security issues and data breaches during runtime. The analyzer leverages deep contextual understanding and a purpose-built rule matching engine for security policy enforcement.

Awesome-Graph-LLM is a curated collection of research papers exploring the intersection of graph-based techniques with Large Language Models (LLMs). The repository aims to bridge the gap between LLMs and graph structures prevalent in real-world applications by providing a comprehensive list of papers covering various aspects of graph reasoning, node classification, graph classification/regression, knowledge graphs, multimodal models, applications, and tools. It serves as a valuable resource for researchers and practitioners interested in leveraging LLMs for graph-related tasks.

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GPT used to classify prompts as valid inputs or injection attempts. Json output.

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