Best IT Security Software for Python - Page 2

Descope is a CIAM platform meant for developers and IT teams. Customers can easily create frictionless and secure user journey flows for each user interaction using our no-code workflow builder and SDKs. Descope allows developers to spend more time working on core app projects by abstracting the details of authentication methods, session management, and risk management. Our platform makes it easy to manage users, tenants, RBAC, SCIM provisioning, and identity federation without any hassle. Customers use Descope to enhance user experience with passwordless authentication, improve security with risk-based MFA, and centralize user identities across all business-facing apps.

Dash0 is an OpenTelemetry-native observability platform for developers and SRE teams. Metrics, logs, traces, and resources sit in one place, linked by OpenTelemetry semantic conventions, so you move from a slow trace to the logs around it without switching tools or rebuilding context by hand. Telemetry arrives over OTLP. There is no proprietary agent to install and nothing to re-instrument: send the OpenTelemetry data you already collect, and take it elsewhere unchanged if you ever want to. Dash0 ingests Prometheus metrics alongside OpenTelemetry, supports PromQL, and imports existing Prometheus alerting rules and Grafana dashboards. A Kubernetes operator handles collection across clusters, covering workloads, nodes, and control plane. Dashboards are built on Perses and defined as code, so they live in Git and ship through the same review process as the rest of your infrastructure. Checks and alerts are configured the same way. Heatmap drilldowns and filtering on high-cardinality attributes narrow a broad symptom down to the specific requests behind it. AI works on the data rather than in a chat window. Log AI infers severity for logs that arrive without it, extracts patterns, and groups related records, which makes unstructured output from third-party services searchable and filterable. Trace triage uses the SIFT framework to narrow a failing request toward a likely cause. Spend is visible in the product. You can see which services, attributes, and log volumes drive cost and cut them at the source, rather than reconciling a bill after the fact.

Snappy Tick Source Edition (SAST) is a powerful tool designed for reviewing source code to uncover vulnerabilities present in the codebase. It offers both Static Code Analysis and Source Code Review functionalities. By implementing in-line auditing techniques, it effectively identifies the most critical security issues within applications and ensures that adequate security measures are in place. On the other hand, Snappy Tick Standard Edition (DAST) serves as a dynamic application security solution that facilitates both black box and grey box testing. It examines requests and responses to detect potential vulnerabilities by attempting to access various application components during runtime. Equipped with impressive features tailored for Snappy Tick, it can scan multiple programming languages with ease. Additionally, it provides comprehensive reporting that clearly outlines affected source files, specifies line numbers, and even details specific sections of code that require attention, ensuring that developers can address vulnerabilities efficiently. This holistic approach to security assessment makes Snappy Tick an invaluable asset for any development team.

CodeSandbox aims to make it easier for you to express your ideas with code, and to validate them. It also removes the hassles of setting up development tooling and sharing your project. Join us to help build the future of web coding. Over 4M developers use the platform each month. This includes organizations like Shopify and Atlassian. Since its launch, creators have created over 35M apps. It's used in thousands of open-source projects like React, Vue and Babel. You can invite your friends, colleagues, or team to join you or simply view your creation by using a URL. Use any of 1M+ packages for building real, powerful applications quickly and efficiently. Import and run repos directly from GitHub or choose from hundreds of templates to start in seconds. Boxy, CodeSandbox's AI-powered coding assistant, is now available to all Pro subscriptions.

ActiveState delivers Intelligent Remediation for vulnerability management, which enables DevSecOps teams to not only identify vulnerabilities in open source packages, but also to automatically prioritize, remediate, and deploy fixes into production without breaking changes, ensuring that applications are truly secured. We do this by helping you: - Understand your vulnerability blast radius so you can see every vulnerabilities’ true impact across your organization. This is driven by our proprietary catalog of 40M+ open source components that’s been built and tested for over 25 years. - Intelligently prioritize remediations so you can turn risks into action. We help teams move away from alert overload with AI-powered analysis that detects breaking changes, streamlines remediation workflows, and accelerates security processes. - Precisely remediate what matters - unlike other solutions, ActiveState doesn’t just suggest what you should do, we enable you to deploy fixed artifacts or document exceptions so you can truly drive down vulnerabilities and secure your software supply chain. The ActiveState platform centers on open source languages packaged as runtimes that can be deployed in various form factors. Low-to-no CVE container images are also available for plug-in and play needs.

You can control the distribution and access to your software product. You have many options to make your software product flexible. You can create short-term access keys, notify users when updates become available, view access logs, and even allow resellers to purchase new keys without having to contact you. Choose from registration-required or key-only authentication for each application. Your users will appreciate the speed if key-only authentication is what you prefer. Users can choose to verify their email address or their Discord account if they are required to register on System Locker. Our commitment to reliability is strong, even though hundreds of new users join every single day.

RapidFort streamlines the process of software deployment by automatically removing unnecessary components, resulting in more efficient, compact, and secure workloads. This innovative solution significantly cuts down on vulnerability management and patching tasks, allowing developers to concentrate on creating new features. By analyzing container setups, RapidFort determines essential components needed for operation, thereby bolstering the security of production workloads while sparing developers from the burden of managing irrelevant code. Users can deploy their containers seamlessly across various environments—be it development, testing, or production—and utilize any container orchestration tool, such as Kubernetes or Docker Compose. After profiling the containers, RapidFort highlights the packages that are necessary, facilitating the removal of those that are superfluous. Typical efficiency gains can range from 60% to 90%. Additionally, RapidFort offers users the flexibility to create and tailor remediation profiles, allowing them to selectively decide what components to keep or discard, further enhancing the customization and security of their deployments. This comprehensive approach not only simplifies management but also empowers teams to optimize their resources effectively.

Binary Ninja serves as an interactive platform for disassembly, decompilation, and binary analysis, catering to reverse engineers, malware analysts, vulnerability researchers, and software developers across Windows, macOS, and Linux environments. It allows users to disassemble executables and libraries from a variety of formats, platforms, and architectures. Furthermore, it offers the capability to decompile code into C or BNIL for any supported architecture, including custom ones. Users can automate their analysis processes via C++, Python, and Rust APIs, whether they are operating from within the user interface or externally. The platform also facilitates the visualization of control flow and interactive navigation of cross-references. Users can rename variables and functions, assign types, create structures, and make comments for better code clarity. With our Enterprise product, collaboration is seamless through synchronized commits. The integrated decompiler is compatible with all officially supported architectures at a single price point and enhances the experience using a robust family of intermediate languages known as BNIL. Moreover, even community-developed architectures can yield impressive decompilation results, expanding the utility and versatility of the platform even further. This makes Binary Ninja not only a powerful tool for individual users but also an invaluable resource for teams working on complex projects.

Akto is an open source, instant API security platform that takes only 60 secs to get started. Akto is used by security teams to maintain a continuous inventory of APIs, test APIs for vulnerabilities and find runtime issues. Akto offers tests for all OWASP top 10 and HackerOne Top 10 categories including BOLA, authentication, SSRF, XSS, security configurations, etc. Akto's powerful testing engine runs variety of business logic tests by reading traffic data to understand API traffic pattern leading to reduced false positives. Akto can integrate with multiple traffic sources - Burpsuite, AWS, postman, GCP, gateways, etc.

Hacker AI is an innovative system designed to analyze source code for potential security flaws that could be targeted by hackers or other malicious entities. By pinpointing these vulnerabilities, businesses can implement solutions to mitigate risks and enhance their security posture. Developed by a company in Toulouse, France, Hacker AI utilizes a GPT-3 model for its analysis. To proceed, please compress your project source files into a single Zip archive and upload it; you will receive a vulnerability detection report via email within ten minutes. Currently in its beta stage, the effectiveness of Hacker AI’s findings is limited without the expertise of a cybersecurity professional experienced in code analysis. Rest assured, we do not sell or exploit your source code for harmful intentions; it is solely employed for vulnerability detection purposes. Additionally, if needed, you may request a dedicated non-disclosure agreement (NDA) from us, as well as the option for a private instance tailored to your requirements. This ensures that your sensitive information remains confidential throughout the process.

Aserto empowers developers to create secure applications effortlessly. It simplifies the integration of detailed, policy-driven, real-time access control into applications and APIs. By managing all the complexities associated with secure, scalable, and high-performance access management, Aserto streamlines the process significantly. The platform provides speedy authorization through a local library alongside a centralized control plane to oversee policies, user attributes, relationship data, and decision logs. It is equipped with the necessary tools to implement both Role-Based Access Control (RBAC) and more nuanced authorization frameworks like Attribute-Based Access Control (ABAC) and Relationship-Based Access Control (ReBAC). You can explore our open-source initiatives, such as Topaz.sh, which serves as a standalone authorizer deployable in your infrastructure, enabling fine-grained access control for your applications. Topaz allows the integration of OPA policies with Zanzibar's data model, offering unparalleled flexibility. Another project, OpenPolicyContainers.com (OPCR), enhances the security of OPA policies throughout their lifecycle by enabling tagging and versioning features. These tools collectively enhance the security and efficiency of application development in today's digital landscape.

Conducting runtime code reviews for every change made in the code editor and during continuous integration (CI) helps identify performance, security, and stability issues before deployment. This proactive approach ensures that problems are addressed while coding, preventing them from reaching production. Team members can collaborate to troubleshoot application behavior without needing to replicate each other's development environments. CI can automate the generation of AppMaps, providing alerts for performance and security vulnerabilities, while also allowing for comparisons of observability and alerts across different branches and teams. By integrating AppMap into CI, developers can automate observability, generate OpenAPI documentation, and accomplish much more. Furthermore, AppMap code reviews provide access to comprehensive resources that aid in identifying the root causes of any unexpected behavior. The use of sequence diagram diffs effectively illustrates changes in behavior within the code, offering a clear visual representation of modifications and their impact. This process not only enhances code quality but also fosters better communication and understanding among team members.

Reduce Mean Time to Detection (MTTD) and Mean Time to Recovery (MTTR) with comprehensive coverage achievable within minutes of deployment. Employ a complete DevSecOps toolchain that spans all your environments, ensuring the implementation and gathering of evidence as part of an ongoing security strategy. This solution is unified and de-duplicated across all orchestrated layers, allowing you to add thousands of checks through a single line of code, enhanced by AI capabilities. Designed with a strong focus on security, it effectively sidesteps prevalent security errors and vulnerabilities, while being adept at understanding contemporary technologies. Every feature is accessible through a REST API, making it easily integrable with CI/CD systems, and it operates in a lightweight and rapid manner. You have the option to self-host for total code governance and transparency, or to utilize a source-available binary exclusively within your own CI/CD pipeline. Opting for a source-available solution grants you complete control and transparency over your security measures. The initial setup is straightforward, necessitating no software installation, and it supports a wide variety of programming languages. This tool is capable of detecting thousands of code and infrastructure-related issues, with the count continually rising. Users can review detected issues, categorize them as false positives, and collaborate effectively on resolutions, fostering a more secure development environment. Continuous updates ensure that the tool remains aligned with emerging security threats and technology advancements.

Wink empowers institutions to provide enhanced identity and payment solutions through the use of biometrics, simplifying the user experience. The Wink platform utilizes facial and voice recognition for multi-factor authentication and transactions, effectively removing the need for traditional security measures such as passwords, SMS/OTP, usernames, and card numbers, which rely on memory or specific devices. By integrating the Wink streaming checkout plug-in, businesses can reduce fraud risks through innovative face and voice recognition technology. This not only significantly enhances conversion rates but also minimizes cart abandonment, as customers can complete their purchases with just a smile. Say goodbye to lengthy checkout processes and forgotten passwords with this revolutionary solution. The pioneering multi-factor biometric authentication seamlessly blends the ease of a face-id experience with robust digital voice printing for heightened security. Moreover, our proprietary one-way anonymous encryption technology guarantees user privacy, as the Wink ID encapsulates the user's facial and vocal data in an advanced 3D model format, ensuring a secure yet user-friendly transaction process. With Wink, institutions can embrace the future of authentication and payments while providing their customers with a cutting-edge experience.

Logto is a modern Auth0 replacement designed for SaaS and apps. It is a great choice for growing companies and individuals. Comprehensive Identity Solution Logto SDKs enable easy authentication. Supports multiple sign-in methods, including social and passwordless. Customize UI components to match brand. The infrastructure is ready-to-use, so there's no need to do any extra setup. Provides a ready-to-use management API It offers flexible connectors to customize and scale, and is customized for SAML, OAuth and OIDC protocols. Enterprise-ready, with role-based Access Control (RBAC), Organizations (multi-tenant applications), User Management, Audit Logs, Single Sign-On (SSO), Multi-factor Authentication (MFA), and Single Sign-On (SSO).

Kontra Hands-On Labs and e-Learning Courses provide a practical and scalable way to embed secure coding skills into development teams. The training combines 50+ short-form video lessons with over 300 interactive vulnerability labs that simulate real-world security failures. Developers don’t just hear about issues—they actively exploit vulnerabilities like Log4Shell and learn to fix them using code that matches their actual stacks. Covering 25+ technologies, each lab delivers a fast, focused experience with most exercises completed in under 10 minutes. This keeps developers engaged without disrupting their workflow. Completion rates are over 3x higher than traditional training models, helping AppSec leaders embed secure practices earlier in the SDLC. Training is role-based and aligned with major compliance frameworks including PCI-DSS, ISO 27001, and NIST. Optional ISC2 co-branded certifications are available, providing a path for developers to validate their secure coding competencies. Content is SCORM-compliant and can be delivered flexibly—either hosted or deployed directly into your own LMS. This ensures easy adoption whether you’re centralizing training or enabling business units to self-manage. L&D and AppSec leaders gain immediate visibility into training status with reporting on completions, coverage by framework, and readiness across teams. This supports both audit prep and internal program performance tracking. With developer-first content, flexible deployment, and measurable outcomes, Kontra + Courses helps security and engineering teams build software that’s secure by design—without slowing down delivery.

Synthient offers a cutting-edge threat detection system capable of identifying the newest forms of automated and fraudulent browser activity. By avoiding the reliance on user agents, Synthient delivers more comprehensive insights into your traffic and user behavior. Access the critical metrics necessary for making well-informed decisions. Go beyond simple VPN detection to easily identify residential, data center, and mobile proxies. Utilize advanced device fingerprinting to prevent spam, fraud, and account takeovers without subjecting users to frustrating puzzles. Synthient operates seamlessly in the background, ensuring that your user experience remains unaffected. Leverage Synthient to create applications that prioritize both security and reliability while safeguarding your users and your business. Effectively track user interactions over the course of a year, regardless of their use of VPNs or Incognito mode, to block repeat signups and fraudulent activities. Gain a visual representation of your visitors, including their actions and the potential risks they bring to your platform, enabling proactive measures to enhance your security posture. With Synthient, you can stay ahead of threats and maintain the integrity of your digital ecosystem.

Eliminate delays, pinpoint inefficiencies, and troubleshoot problems effectively. Become a part of a swiftly growing network of global businesses that are realizing up to 20 times the value and return on investment by utilizing KloudMate, far exceeding other observability platforms. Effortlessly track essential metrics, relationships, and identify irregularities through alerts and tracking issues. Swiftly find critical 'break-points' in your application development process to address problems proactively. Examine service maps for each component within your application while revealing complex connections and dependencies. Monitor every request and operation to gain comprehensive insights into execution pathways and performance indicators. Regardless of whether you are operating in a multi-cloud, hybrid, or private environment, take advantage of consolidated Infrastructure monitoring features to assess metrics and extract valuable insights. Enhance your debugging accuracy and speed with a holistic view of your system, ensuring that you can detect and remedy issues more quickly. This approach allows your team to maintain high performance and reliability in your applications.

Gecko revolutionizes the identification of zero-day vulnerabilities, a task once reserved for human experts. Our goal is to harness the power of automation to replicate hacker intuition and develop cutting-edge security tools. Acting as an AI-driven security engineer, Gecko identifies and resolves vulnerabilities within your codebase efficiently. It evaluates your code from a hacker's perspective, uncovering logical flaws that might be overlooked by traditional tools. All findings undergo verification in a secure sandbox environment, which significantly reduces the occurrence of false positives. Seamlessly integrating into your existing infrastructure, Gecko detects vulnerabilities in real-time as they arise. This allows you to secure your deployed code without hindering your development pace. The vulnerabilities identified are not only verified but also prioritized based on their risk level. With no unnecessary alerts, you only focus on genuine threats. Additionally, Gecko simulates targeted attack scenarios to rigorously test your code as a hacker would. This means no more wasted engineering resources and expenses on fixing vulnerabilities post-discovery. By connecting with your current SAST tools, Gecko enhances your security framework. Furthermore, our streamlined testing process can conduct thorough penetration tests in just a matter of hours, ensuring rapid and effective security assessments.

ZITADEL serves as an open-source platform for identity and access management, aiming to streamline the processes of authentication and authorization for various applications. It encompasses a robust array of features, including customizable login pages, compatibility with contemporary authentication techniques like Single Sign-On (SSO) and social logins, as well as the implementation of multifactor authentication to bolster security measures. Developers have the option to either integrate ZITADEL’s APIs into their applications for direct authentication or create specialized login interfaces tailored to their needs. Furthermore, the platform's role-based access control mechanism allows for meticulous permission management tailored to specific user roles, and its multi-tenant architecture makes it easy to extend applications to accommodate new organizations. ZITADEL's flexibility not only supports diverse workflows and user management processes but also adheres to brand guidelines, with features such as ZITADEL Actions enabling the execution of workflows triggered by specific events without necessitating further code deployments. As a result, ZITADEL is an adaptable solution for businesses looking to enhance their identity management strategies efficiently.

OpenFGA serves as an open-source authorization framework that empowers developers to create detailed access control systems through an intuitive modeling language and API interfaces. Drawing inspiration from Google's Zanzibar paper, it accommodates a variety of access control methodologies, including Relationship-Based Access Control (ReBAC), Role-Based Access Control (RBAC), and Attribute-Based Access Control (ABAC). The solution provides software development kits (SDKs) for several programming languages, including Java, .NET, JavaScript, Go, and Python, which enhances its adaptability for various applications. Designed for optimal performance, OpenFGA can execute authorization checks in mere milliseconds, making it ideal for both emerging startups and well-established enterprises. As a sandbox project under the Cloud Native Computing Foundation (CNCF), OpenFGA is committed to fostering transparency and community engagement, encouraging developers to participate in its ongoing development and governance. This collaborative approach not only enriches the project but also ensures that it evolves to meet the changing needs of its users.

TrustCaptcha offers a next-generation website protection service that prevents bots and spam without the friction of traditional CAPTCHA challenges. Operating invisibly in the background, TrustCaptcha activates as users type and completes verification before the form is submitted, reducing bounce rates and improving user engagement. The system relies on a sophisticated trust scoring algorithm paired with a lightweight proof-of-work protocol that increases the cost of spam attacks for bots while remaining imperceptible to genuine visitors. This innovative combination stops automated abuse effectively without disrupting the user journey. Fully customizable, TrustCaptcha lets you tailor language, design, and visibility settings and can even run completely hidden on your site. It complies fully with GDPR requirements, ensuring privacy and data protection. Integration is fast and straightforward, with support for major frameworks and clear documentation. Offering both fixed pricing and pay-per-use models, TrustCaptcha adapts to your needs, delivering reliable and seamless security.

Rafter is a security scanning platform designed with developers in mind, enabling the identification and resolution of vulnerabilities in GitHub repositories through a simple click or command. Its integration is smooth via a web-based dashboard, command-line interface, or REST API, allowing for the scanning of JavaScript, TypeScript, and Python code to uncover various issues such as exposed API keys, SQL injection vulnerabilities, XSS flaws, insecure dependencies, hardcoded credentials, and weaknesses in authentication. The results are organized into three clear categories: “Errors,” “Warnings,” and “Improvements,” each providing in-depth explanations, specific code locations, remediation guidance, and formatted prompts that can be easily utilized in AI coding tools. Users can access findings in both JSON and Markdown formats, automate scans as part of CI/CD pipelines, and seamlessly integrate scan results into their existing workflows. Rafter’s flexible approach accommodates no-code, low-code, and full-code environments, ensuring that developers can implement proactive security measures early in the software development process, making it not only effortless but also scalable as project requirements grow. This adaptability allows teams to maintain a robust security posture while focusing on delivering high-quality software efficiently.

SnowcatCloud is a cloud-based platform designed for customer data infrastructure, utilizing an open-source variant of Snowplow known as OpenSnowcat, which allows businesses to gather, manage, route, and amalgamate behavioral and event-level information from various sources including web, mobile, servers, and IoT. This capability empowers teams to construct a comprehensive real-time view of their customers while ensuring they maintain complete control and ownership over their data. The platform offers various deployment options such as a fully-managed service, cloud-hosted solutions, “bring your own cloud” alternatives, and self-hosted open-source setups, catering to diverse needs regarding privacy, budget, and infrastructure. With enterprise-level security measures in place, including SOC 2 Type II compliance, SnowcatCloud ensures robust protection and swift data delivery. Additionally, it enhances event data streams through identity resolution methods, such as browser fingerprinting and matching techniques, which refine customer profiles, while also assisting in the development of a customer knowledge graph for more profound insights. Furthermore, it seamlessly integrates with analytics tools and data warehouses, fostering a more cohesive data ecosystem for organizations.

Flint AI serves as a local-first and framework-agnostic AgentOps command-line interface designed to assist developers in assessing the reliability of AI agents prior to their deployment in production environments. By executing the command flintai scan, users can evaluate Python source code for various issues such as security flaws, misconfigurations, and inadequate safety measures, while also employing AI reasoning to filter out potential false positives. Additionally, the command flintai eval tests a running agent by sending both functional and adversarial prompts, grading its responses against over 35 established criteria, which encompass aspects like factual accuracy, adherence to instructions, and resilience against prompt injections and jailbreak attempts. Each evaluated agent is assigned a reliability score, with the results linked to the OWASP Agentic Security Initiative risk categories ASI01 through ASI10 and severity assessed via CVSS v4.0 metrics. Flint AI is compatible with several agent frameworks and SDKs, including Claude Agents SDK, LangChain, CrewAI, Anthropic SDK, OpenAI SDK, MCP servers, and AutoGen, ensuring a broad range of applications in the development ecosystem. Furthermore, this versatile tool not only enhances the security and quality of AI agents but also streamlines the evaluation process, ultimately fostering greater confidence in AI deployment.