CINXE.COM
Google Online Security Blog
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function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-K46T604G22'); </script> <link href='https://www.blogger.com/dyn-css/authorization.css?targetBlogID=1176949257541686127&zx=3d88e96c-9d91-4232-a42b-98c361eb0ffb' media='none' onload='if(media!='all')media='all'' rel='stylesheet'/><noscript><link href='https://www.blogger.com/dyn-css/authorization.css?targetBlogID=1176949257541686127&zx=3d88e96c-9d91-4232-a42b-98c361eb0ffb' rel='stylesheet'/></noscript> <meta name='google-adsense-platform-account' content='ca-host-pub-1556223355139109'/> <meta name='google-adsense-platform-domain' content='blogspot.com'/> </head> <body> <script type='text/javascript'> //<![CDATA[ var axel = Math.random() + ""; var a = axel * 10000000000000; document.write('<iframe src="https://2542116.fls.doubleclick.net/activityi;src=2542116;type=gblog;cat=googl0;ord=ord=' + a + '?" width="1" height="1" frameborder="0" style="display:none"></iframe>'); //]]> </script> <noscript> <img alt='' height='1' src='https://ad.doubleclick.net/ddm/activity/src=2542116;type=gblog;cat=googl0;ord=1?' width='1'/> </noscript> <!-- Header --> <div class='header-outer'> <div class='header-inner'> <div class='section' id='header'><div class='widget Header' data-version='1' id='Header1'> <div class='header-left'> <div class='header-title'> <a class='google-logo' href='https://security.googleblog.com/'> <img height='50' src='https://www.gstatic.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png'/> </a> <a href='/.'> <h2> Security Blog </h2> </a> </div> <div class='header-desc'> The latest news and insights from Google on security and safety on the Internet </div> </div> </div></div> </div> </div> <!-- all content wrapper start --> <div class='cols-wrapper loading'> <div class='col-main-wrapper'> <div class='col-main'> <div class='section' id='main'><div class='widget Blog' data-version='1' id='Blog1'> <div class='post' data-id='8768325532611192027' itemscope='' itemtype='http://schema.org/BlogPosting'> <h2 class='title' itemprop='name'> <a href='https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html' itemprop='url' title='How we kept the Google Play & Android app ecosystems safe in 2024'> How we kept the Google Play & Android app ecosystems safe in 2024 </a> </h2> <div class='post-header'> <div class='published'> <span class='publishdate' itemprop='datePublished'> January 29, 2025 </span> </div> </div> <div class='post-body'> <div class='post-content' itemprop='articleBody'> <script type='text/template'> <span class="byline-author">Posted by Bethel Otuteye and Khawaja Shams (Android Security and Privacy Team), and Ron Aquino (Play Trust and Safety)</span> <p> Android and Google Play comprise a vibrant ecosystem with billions of users around the globe and millions of helpful apps. Keeping this ecosystem safe for users and developers remains our top priority. However, like any flourishing ecosystem, it also attracts its share of bad actors. That’s why every year, we continue to invest in more ways to protect our community and fight bad actors, so users can trust the apps they download from Google Play and developers can build thriving businesses. </p> <p> Last year, those investments included AI-powered threat detection, stronger privacy policies, supercharged developer tools, new industry-wide alliances, and more. As a result, <strong>we prevented 2.36 million policy-violating apps from being published on Google Play and banned more than 158,000 bad developer accounts that attempted to publish harmful apps. </strong><br> </p> <p> But that was just the start. For more, take a look at our recent highlights from 2024: <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhW25Q2BOplDtBkLAULliNUloMIIcD0j6UtJgrmz3bAioa7gEFKdoY71iDoJ9gvbw-UnKJzsicA3AiLIiPLTBXBXg_n_yWPlSQem3jcrJy9CzLRxhkZjntJeT0juhMcfBDJWTs5I19TJwy3gffYYNCG7y9Xch63Otldnt1JmFGjEJdQbPktay3xw-z98T4z/s1600/bad_app_3b_stat%20_1200x630%20%20%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="630" data-original-width="1201" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhW25Q2BOplDtBkLAULliNUloMIIcD0j6UtJgrmz3bAioa7gEFKdoY71iDoJ9gvbw-UnKJzsicA3AiLIiPLTBXBXg_n_yWPlSQem3jcrJy9CzLRxhkZjntJeT0juhMcfBDJWTs5I19TJwy3gffYYNCG7y9Xch63Otldnt1JmFGjEJdQbPktay3xw-z98T4z/s1600/bad_app_3b_stat%20_1200x630%20%20%20.jpg"/></a></div> </p> <p> <h3>Google’s advanced AI: helping make Google Play a safer place</h3><br><br>To keep out bad actors, we have always used a combination of human security experts and the latest threat-detection technology. In 2024, we used Google’s advanced AI to improve our systems’ ability to proactively identify malware, enabling us to detect and block bad apps more effectively. It also helps us streamline review processes for developers with a proven track record of policy compliance. Today, <strong>over 92% of our human reviews for harmful apps are AI-assisted</strong>, allowing us to take quicker and more accurate action to help prevent harmful apps from becoming available on Google Play. </p> <p> That’s enabled us to stop more bad apps than ever from reaching users through the Play Store, protecting users from harmful or malicious apps before they can cause any damage. </p> <p> <h3>Working with developers to enhance security and privacy on Google Play</h3> </p> <p> To protect user privacy, we’re working with developers to reduce unnecessary access to sensitive data.<strong> In 2024, we prevented 1.3 million apps from getting excessive or unnecessary access to sensitive user data.</strong> We also required apps to be more transparent about how they handle user information by launching <a href="https://support.google.com/googleplay/android-developer/answer/13327111?hl=en">new developer requirements</a> and a new <a href="https://support.google.com/googleplay/thread/279819114/control-your-app-account-data-with-the-updated-data-safety-section">“Data deletion” </a>option for apps that support user accounts and data collection. This helps users manage their app data and understand the app’s deletion practices, making it easier for Play users to delete data collected from third-party apps. </p> <p> We also worked to ensure that apps use the strongest and most up-to-date privacy and security capabilities Android has to offer. Every new version of Android introduces new security and privacy features, and we encourage developers to embrace these advancements as soon as possible. As a result of partnering closely with developers, <strong>over 91% of app installs on the Google Play Store now use the latest protections of Android 13 or newer. <br><br></strong>Safeguarding apps from scams and fraud is an ongoing battle for developers. The <a href="https://android-developers.googleblog.com/2024/12/making-play-integrity-api-faster-resilient-private.html">Play Integrity API </a>allows developers to check if their apps have been tampered with or are running in potentially compromised environments, helping them to prevent abuse like fraud, bots, cheating, and data theft. Play Integrity API and Play’s <a href="https://support.google.com/googleplay/android-developer/answer/10183279">automatic protection</a> helps developers ensure that users are using the official Play version of their app with the latest security updates. <strong>Apps using Play integrity features are seeing 80% lower usage from unverified and untrusted sources on average. </strong> </p> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz_Iim7vuzd9bgkk_kKayLD_qDbZ0uRcqbXjRwgYVg2cSONqIBeZhfoPUCleJHNkEiRFImfbZrDjnhJMuTiqRa21rNEaZ7O9qCOfvQnOS8D4QSQp4OOwQFvisyxaeL1T5GA-x3G9ztjfU1stixKqT5bJWDUhbuDot4nh9s9FJE1ITnpf57FSVTjosddwik/s1600/bad_app_asset_6%20_1920x1080%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz_Iim7vuzd9bgkk_kKayLD_qDbZ0uRcqbXjRwgYVg2cSONqIBeZhfoPUCleJHNkEiRFImfbZrDjnhJMuTiqRa21rNEaZ7O9qCOfvQnOS8D4QSQp4OOwQFvisyxaeL1T5GA-x3G9ztjfU1stixKqT5bJWDUhbuDot4nh9s9FJE1ITnpf57FSVTjosddwik/s1600/bad_app_asset_6%20_1920x1080%20.jpg"/></a></div> <p> We’re also constantly working to improve the safety of apps on Play at scale, such as with the<a href="https://play.google.com/sdks"> Google Play SDK Index</a>. This tool offers insights and data to help developers make more informed decisions about the safety of an SDK. Last year, in addition to adding 80 SDKs to the index, we also worked closely with SDK and app developers to address potential SDK security and privacy issues, helping to build safer and more secure apps for Google Play. </p> <p> </p> <p> <h3>Google Play’s multi-layered protections against bad apps </h3><br><br>To create a trusted experience for everyone on Google Play, we use our <a href="https://security.googleblog.com/2024/04/how-we-fought-bad-apps-and-bad-actors-in-2023.html">SAFE principles</a> as a guide, incorporating multi-layered protections that are always evolving to help keep Google Play safe. These protections start with the developers themselves, who play a crucial role in building secure apps. We provide developers with <a href="https://developer.android.com/google/play/integrity/overview">best-in-class tools</a>, <a href="https://developer.android.com/security">best practices</a>, and on-demand training <a href="https://playacademy.withgoogle.com/courses/design">resources</a> for building safe, high-quality apps. Every app undergoes rigorous <a href="https://www.youtube.com/watch?v=uxFU9D4EtMc&t=1s">review and testing</a>, with only approved apps allowed to appear in the Play Store. Before a user downloads an app from Play, users can explore its user reviews, ratings, and <a href="https://support.google.com/googleplay/answer/11416267?hl=en&co=GENIE.Platform%3DAndroid">Data safety section</a> on Google Play to help them make an informed decision. And once installed, <a href="https://support.google.com/googleplay/answer/2812853?hl=en">Google Play Protect</a>, Android’s built-in security protection, helps to shield their Android device by continuously scanning for malicious app behavior. </p> <p> <h3>Enhancing Google Play Protect to help keep users safe on Android</h3><br><br>While the Play Store offers best-in-class security, we know it’s not the only place users download Android apps – so it’s important that we also defend Android users from more generalized mobile threats. To do this in an open ecosystem, we’ve invested in sophisticated, real-time defenses that protect against scams, malware, and abusive apps. These intelligent security measures help to keep users, user data, and devices safe, even if apps are installed from various sources with varying levels of security. <br> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6g_YmBZdHI0WvKGex5AIrmRQXPq5OrTt3K1186YSjvbDIV_dZhWU1XO69po667_ZydU35OUX2pLsLZVghMg02v9bLkYdmkvuR_V9AGXNt2tFModmJMxr37qeoIi4XasFJhqHqIyeQT-YbfyxhI41OSqMVoXgxKTBLHN9T0L1vwiF8yJa6t0Mu8ZqXyOr9/s1600/bad_app_asset_9%20_1920x1080%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6g_YmBZdHI0WvKGex5AIrmRQXPq5OrTt3K1186YSjvbDIV_dZhWU1XO69po667_ZydU35OUX2pLsLZVghMg02v9bLkYdmkvuR_V9AGXNt2tFModmJMxr37qeoIi4XasFJhqHqIyeQT-YbfyxhI41OSqMVoXgxKTBLHN9T0L1vwiF8yJa6t0Mu8ZqXyOr9/s1600/bad_app_asset_9%20_1920x1080%20.jpg"/></a></div> <p> <br><a href="https://support.google.com/googleplay/answer/2812853?hl=en">Google Play Protect</a> automatically scans every app on Android devices with Google Play Services, no matter the download source. This built-in protection, enabled by default, provides crucial security against malware and unwanted software. <strong>Google Play Protect scans more than 200 billion apps daily</strong> and performs <a href="https://security.googleblog.com/2023/10/enhanced-google-play-protect-real-time.html">real-time scanning</a> at the code-level on novel apps to combat emerging and hidden threats, like polymorphic malware. <strong>In 2024, Google Play Protect’s real-time scanning identified more than 13 million new malicious apps from outside Google Play<sup>1</sup>.</strong> </p> <p> Google Play Protect is always evolving to combat new threats and protect users from harmful apps that can lead to scams and fraud. Here are some of the new improvements that are now available globally on Android devices with Google Play Services: </p> <ul> <li><strong>Reminder notifications in Chrome on Android to re-enable Google Play Protect: </strong>According to our research, <a href="https://security.googleblog.com/2024/02/piloting-new-ways-to-protect-Android-users-from%20financial-fraud.html">more than 95 percent of app installations</a> from major malware families that exploit sensitive permissions highly correlated to financial fraud came from Internet-sideloading sources like web browsers, messaging apps, or file managers. To help users stay protected when browsing the web, Chrome will now display a reminder notification to re-enable Google Play Protect if it has been turned off. </li> <li><strong>Additional protection against social engineering attacks: </strong>Scammers may manipulate users into disabling Play Protect during calls to download malicious Internet-sideloaded apps. To prevent this, the Play Protect app scanning toggle is now temporarily disabled during phone or video calls. This safeguard is enabled by default during traditional phone calls as well as during voice and video calls in popular third-party apps.</li> <li><strong>Automatically revoking app permissions for potentially dangerous apps: </strong>Since Android 11, we’ve taken a proactive approach to data privacy by automatically<a href="https://developer.android.com/about/versions/11/privacy/permissions#auto-reset"> resetting permissions for apps that users haven't used in a while</a>. This ensures apps can only access the data they truly need, and users can always grant permissions back if necessary. To further enhance security, Play Protect now automatically revokes permissions for potentially harmful apps, limiting their access to sensitive data like storage, photos, and camera. Users can restore app permissions at any time, with a confirmation step for added security.</li> </ul> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgh4-K1i9h_9tZnmGFnqPV03xTe0Dau6DsGKL1OWJ4WIr14kUGeEeHsyireyB8vupCTAp-SPNdkMVDbjghEccBrfEyF_DbZXuHHeafVBqOQ2sWHf6eqcZqEXxAUzWLa-P6Y-ACqbLlX1TCO99FRA6s0xpFYgQcUyaXMfG4NOID7FfmxCYIZAAONBWmN-5Yy/s1600/bad_app_UX%20_shadow_text_1200x630%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="630" data-original-width="1200" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgh4-K1i9h_9tZnmGFnqPV03xTe0Dau6DsGKL1OWJ4WIr14kUGeEeHsyireyB8vupCTAp-SPNdkMVDbjghEccBrfEyF_DbZXuHHeafVBqOQ2sWHf6eqcZqEXxAUzWLa-P6Y-ACqbLlX1TCO99FRA6s0xpFYgQcUyaXMfG4NOID7FfmxCYIZAAONBWmN-5Yy/s1600/bad_app_UX%20_shadow_text_1200x630%20.jpg"/></a></div> <p> Google Play Protect’s <a href="https://security.googleblog.com/2024/02/piloting-new-ways-to-protect-Android-users-from%20financial-fraud.html">enhanced fraud protection pilot</a> analyzes and automatically blocks the installation of apps that may use sensitive permissions frequently abused for financial fraud when the user attempts to install the app from an Internet-sideloading source (web browsers, messaging apps, or file managers)<strong>. </strong><br><br>Building on the success of our initial pilot in partnership with the Cyber Security Agency of Singapore (CSA), additional enhanced fraud protection pilots are now active in nine regions – Brazil, Hong Kong, India, Kenya, Nigeria, Philippines, South Africa, Thailand, and Vietnam. </p> <p> <strong>In 2024, Google Play Protect’s enhanced fraud protection pilots have shielded 10 million devices from over 36 million risky installation attempts, encompassing over 200,000 unique apps. </strong><br><br>By piloting these new protections, we can proactively combat emerging threats and refine our solutions to thwart scammers and their increasingly sophisticated fraud attempts. We look forward to continuing to partner with governments, ecosystem partners, and other stakeholders to improve user protections. </p> <p> <h3>App badging to help users find apps they can trust at a glance on Google Play</h3> </p> <p> In 2024, we introduced a new badge for government developers to help users around the world identify official government apps. Government apps are often targets of impersonation due to the highly sensitive nature of the data users provide, giving bad actors the ability to steal identities and commit financial fraud. Badging verified government apps is an important step in helping connect people with safe, high-quality, useful, and relevant experiences. We partner closely with global governments and are already exploring ways to build on this work. </p> <p> We also recently introduced a <a href="https://android-developers.googleblog.com/2025/01/helping-users-find-trusted-apps-on-google-play.html">new badge</a> to help Google Play users discover VPN apps that take extra steps to demonstrate their strong commitment to security. We allow developers who adhere to Play safety and security guidelines and have passed an additional independent Mobile Application Security Assessment (MASA) to display a dedicated badge in the Play Store to highlight their increased commitment to safety. </p> <p> <h3>Collaborating to advance app security standards </h3> </p> <p> In addition to our partnerships with governments, developers, and other stakeholders, we also worked with our industry peers to protect the entire app ecosystem for everyone. The <a href="https://www.appdefensealliance.org/">App Defense Alliance</a>, in partnership with fellow steering committee members Microsoft and Meta, recently launched the ADA Application Security Assessment (ASA) <a href="https://github.com/appdefensealliance/ASA-WG/tree/v1.0">v1.0</a>, a new standard to help developers build more secure mobile, web, and cloud applications. This standard provides clear guidance on protecting sensitive data, defending against cyberattacks, and ultimately, strengthening user trust. This marks a significant step forward in establishing industry-wide security best practices for application development. </p> <p> All developers are encouraged to review and comply with the new mobile security standard. You’ll see this standard in action for all carrier apps pre-installed on future Pixel phone models.<br> </p> <p> <h3>Looking ahead</h3> </p> <p> <br>This year, we’ll continue to protect the Android and Google Play ecosystem, building on these tools and resources in response to user and developer feedback and the changing landscape. As always, we’ll keep empowering developers to build safer apps more easily, streamline their policy experience, and protect their businesses and users from bad actors. </p> <hr> <p> <sup>1 </sup>Based on Google Play Protect 2024 internal data. </p> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </script> <noscript> <span class="byline-author">Posted by Bethel Otuteye and Khawaja Shams (Android Security and Privacy Team), and Ron Aquino (Play Trust and Safety)</span> <p> Android and Google Play comprise a vibrant ecosystem with billions of users around the globe and millions of helpful apps. Keeping this ecosystem safe for users and developers remains our top priority. However, like any flourishing ecosystem, it also attracts its share of bad actors. That’s why every year, we continue to invest in more ways to protect our community and fight bad actors, so users can trust the apps they download from Google Play and developers can build thriving businesses. </p> <p> Last year, those investments included AI-powered threat detection, stronger privacy policies, supercharged developer tools, new industry-wide alliances, and more. As a result, <strong>we prevented 2.36 million policy-violating apps from being published on Google Play and banned more than 158,000 bad developer accounts that attempted to publish harmful apps. </strong><br> </p> <p> But that was just the start. For more, take a look at our recent highlights from 2024: <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhW25Q2BOplDtBkLAULliNUloMIIcD0j6UtJgrmz3bAioa7gEFKdoY71iDoJ9gvbw-UnKJzsicA3AiLIiPLTBXBXg_n_yWPlSQem3jcrJy9CzLRxhkZjntJeT0juhMcfBDJWTs5I19TJwy3gffYYNCG7y9Xch63Otldnt1JmFGjEJdQbPktay3xw-z98T4z/s1600/bad_app_3b_stat%20_1200x630%20%20%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="630" data-original-width="1201" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhW25Q2BOplDtBkLAULliNUloMIIcD0j6UtJgrmz3bAioa7gEFKdoY71iDoJ9gvbw-UnKJzsicA3AiLIiPLTBXBXg_n_yWPlSQem3jcrJy9CzLRxhkZjntJeT0juhMcfBDJWTs5I19TJwy3gffYYNCG7y9Xch63Otldnt1JmFGjEJdQbPktay3xw-z98T4z/s1600/bad_app_3b_stat%20_1200x630%20%20%20.jpg"/></a></div> </p> <p> <h3>Google’s advanced AI: helping make Google Play a safer place</h3><br><br>To keep out bad actors, we have always used a combination of human security experts and the latest threat-detection technology. In 2024, we used Google’s advanced AI to improve our systems’ ability to proactively identify malware, enabling us to detect and block bad apps more effectively. It also helps us streamline review processes for developers with a proven track record of policy compliance. Today, <strong>over 92% of our human reviews for harmful apps are AI-assisted</strong>, allowing us to take quicker and more accurate action to help prevent harmful apps from becoming available on Google Play. </p> <p> That’s enabled us to stop more bad apps than ever from reaching users through the Play Store, protecting users from harmful or malicious apps before they can cause any damage. </p> <p> <h3>Working with developers to enhance security and privacy on Google Play</h3> </p> <p> To protect user privacy, we’re working with developers to reduce unnecessary access to sensitive data.<strong> In 2024, we prevented 1.3 million apps from getting excessive or unnecessary access to sensitive user data.</strong> We also required apps to be more transparent about how they handle user information by launching <a href="https://support.google.com/googleplay/android-developer/answer/13327111?hl=en">new developer requirements</a> and a new <a href="https://support.google.com/googleplay/thread/279819114/control-your-app-account-data-with-the-updated-data-safety-section">“Data deletion” </a>option for apps that support user accounts and data collection. This helps users manage their app data and understand the app’s deletion practices, making it easier for Play users to delete data collected from third-party apps. </p> <p> We also worked to ensure that apps use the strongest and most up-to-date privacy and security capabilities Android has to offer. Every new version of Android introduces new security and privacy features, and we encourage developers to embrace these advancements as soon as possible. As a result of partnering closely with developers, <strong>over 91% of app installs on the Google Play Store now use the latest protections of Android 13 or newer. <br><br></strong>Safeguarding apps from scams and fraud is an ongoing battle for developers. The <a href="https://android-developers.googleblog.com/2024/12/making-play-integrity-api-faster-resilient-private.html">Play Integrity API </a>allows developers to check if their apps have been tampered with or are running in potentially compromised environments, helping them to prevent abuse like fraud, bots, cheating, and data theft. Play Integrity API and Play’s <a href="https://support.google.com/googleplay/android-developer/answer/10183279">automatic protection</a> helps developers ensure that users are using the official Play version of their app with the latest security updates. <strong>Apps using Play integrity features are seeing 80% lower usage from unverified and untrusted sources on average. </strong> </p> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz_Iim7vuzd9bgkk_kKayLD_qDbZ0uRcqbXjRwgYVg2cSONqIBeZhfoPUCleJHNkEiRFImfbZrDjnhJMuTiqRa21rNEaZ7O9qCOfvQnOS8D4QSQp4OOwQFvisyxaeL1T5GA-x3G9ztjfU1stixKqT5bJWDUhbuDot4nh9s9FJE1ITnpf57FSVTjosddwik/s1600/bad_app_asset_6%20_1920x1080%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz_Iim7vuzd9bgkk_kKayLD_qDbZ0uRcqbXjRwgYVg2cSONqIBeZhfoPUCleJHNkEiRFImfbZrDjnhJMuTiqRa21rNEaZ7O9qCOfvQnOS8D4QSQp4OOwQFvisyxaeL1T5GA-x3G9ztjfU1stixKqT5bJWDUhbuDot4nh9s9FJE1ITnpf57FSVTjosddwik/s1600/bad_app_asset_6%20_1920x1080%20.jpg"/></a></div> <p> We’re also constantly working to improve the safety of apps on Play at scale, such as with the<a href="https://play.google.com/sdks"> Google Play SDK Index</a>. This tool offers insights and data to help developers make more informed decisions about the safety of an SDK. Last year, in addition to adding 80 SDKs to the index, we also worked closely with SDK and app developers to address potential SDK security and privacy issues, helping to build safer and more secure apps for Google Play. </p> <p> </p> <p> <h3>Google Play’s multi-layered protections against bad apps </h3><br><br>To create a trusted experience for everyone on Google Play, we use our <a href="https://security.googleblog.com/2024/04/how-we-fought-bad-apps-and-bad-actors-in-2023.html">SAFE principles</a> as a guide, incorporating multi-layered protections that are always evolving to help keep Google Play safe. These protections start with the developers themselves, who play a crucial role in building secure apps. We provide developers with <a href="https://developer.android.com/google/play/integrity/overview">best-in-class tools</a>, <a href="https://developer.android.com/security">best practices</a>, and on-demand training <a href="https://playacademy.withgoogle.com/courses/design">resources</a> for building safe, high-quality apps. Every app undergoes rigorous <a href="https://www.youtube.com/watch?v=uxFU9D4EtMc&t=1s">review and testing</a>, with only approved apps allowed to appear in the Play Store. Before a user downloads an app from Play, users can explore its user reviews, ratings, and <a href="https://support.google.com/googleplay/answer/11416267?hl=en&co=GENIE.Platform%3DAndroid">Data safety section</a> on Google Play to help them make an informed decision. And once installed, <a href="https://support.google.com/googleplay/answer/2812853?hl=en">Google Play Protect</a>, Android’s built-in security protection, helps to shield their Android device by continuously scanning for malicious app behavior. </p> <p> <h3>Enhancing Google Play Protect to help keep users safe on Android</h3><br><br>While the Play Store offers best-in-class security, we know it’s not the only place users download Android apps – so it’s important that we also defend Android users from more generalized mobile threats. To do this in an open ecosystem, we’ve invested in sophisticated, real-time defenses that protect against scams, malware, and abusive apps. These intelligent security measures help to keep users, user data, and devices safe, even if apps are installed from various sources with varying levels of security. <br> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6g_YmBZdHI0WvKGex5AIrmRQXPq5OrTt3K1186YSjvbDIV_dZhWU1XO69po667_ZydU35OUX2pLsLZVghMg02v9bLkYdmkvuR_V9AGXNt2tFModmJMxr37qeoIi4XasFJhqHqIyeQT-YbfyxhI41OSqMVoXgxKTBLHN9T0L1vwiF8yJa6t0Mu8ZqXyOr9/s1600/bad_app_asset_9%20_1920x1080%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6g_YmBZdHI0WvKGex5AIrmRQXPq5OrTt3K1186YSjvbDIV_dZhWU1XO69po667_ZydU35OUX2pLsLZVghMg02v9bLkYdmkvuR_V9AGXNt2tFModmJMxr37qeoIi4XasFJhqHqIyeQT-YbfyxhI41OSqMVoXgxKTBLHN9T0L1vwiF8yJa6t0Mu8ZqXyOr9/s1600/bad_app_asset_9%20_1920x1080%20.jpg"/></a></div> <p> <br><a href="https://support.google.com/googleplay/answer/2812853?hl=en">Google Play Protect</a> automatically scans every app on Android devices with Google Play Services, no matter the download source. This built-in protection, enabled by default, provides crucial security against malware and unwanted software. <strong>Google Play Protect scans more than 200 billion apps daily</strong> and performs <a href="https://security.googleblog.com/2023/10/enhanced-google-play-protect-real-time.html">real-time scanning</a> at the code-level on novel apps to combat emerging and hidden threats, like polymorphic malware. <strong>In 2024, Google Play Protect’s real-time scanning identified more than 13 million new malicious apps from outside Google Play<sup>1</sup>.</strong> </p> <p> Google Play Protect is always evolving to combat new threats and protect users from harmful apps that can lead to scams and fraud. Here are some of the new improvements that are now available globally on Android devices with Google Play Services: </p> <ul> <li><strong>Reminder notifications in Chrome on Android to re-enable Google Play Protect: </strong>According to our research, <a href="https://security.googleblog.com/2024/02/piloting-new-ways-to-protect-Android-users-from%20financial-fraud.html">more than 95 percent of app installations</a> from major malware families that exploit sensitive permissions highly correlated to financial fraud came from Internet-sideloading sources like web browsers, messaging apps, or file managers. To help users stay protected when browsing the web, Chrome will now display a reminder notification to re-enable Google Play Protect if it has been turned off. </li> <li><strong>Additional protection against social engineering attacks: </strong>Scammers may manipulate users into disabling Play Protect during calls to download malicious Internet-sideloaded apps. To prevent this, the Play Protect app scanning toggle is now temporarily disabled during phone or video calls. This safeguard is enabled by default during traditional phone calls as well as during voice and video calls in popular third-party apps.</li> <li><strong>Automatically revoking app permissions for potentially dangerous apps: </strong>Since Android 11, we’ve taken a proactive approach to data privacy by automatically<a href="https://developer.android.com/about/versions/11/privacy/permissions#auto-reset"> resetting permissions for apps that users haven't used in a while</a>. This ensures apps can only access the data they truly need, and users can always grant permissions back if necessary. To further enhance security, Play Protect now automatically revokes permissions for potentially harmful apps, limiting their access to sensitive data like storage, photos, and camera. Users can restore app permissions at any time, with a confirmation step for added security.</li> </ul> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgh4-K1i9h_9tZnmGFnqPV03xTe0Dau6DsGKL1OWJ4WIr14kUGeEeHsyireyB8vupCTAp-SPNdkMVDbjghEccBrfEyF_DbZXuHHeafVBqOQ2sWHf6eqcZqEXxAUzWLa-P6Y-ACqbLlX1TCO99FRA6s0xpFYgQcUyaXMfG4NOID7FfmxCYIZAAONBWmN-5Yy/s1600/bad_app_UX%20_shadow_text_1200x630%20.jpg" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="630" data-original-width="1200" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgh4-K1i9h_9tZnmGFnqPV03xTe0Dau6DsGKL1OWJ4WIr14kUGeEeHsyireyB8vupCTAp-SPNdkMVDbjghEccBrfEyF_DbZXuHHeafVBqOQ2sWHf6eqcZqEXxAUzWLa-P6Y-ACqbLlX1TCO99FRA6s0xpFYgQcUyaXMfG4NOID7FfmxCYIZAAONBWmN-5Yy/s1600/bad_app_UX%20_shadow_text_1200x630%20.jpg"/></a></div> <p> Google Play Protect’s <a href="https://security.googleblog.com/2024/02/piloting-new-ways-to-protect-Android-users-from%20financial-fraud.html">enhanced fraud protection pilot</a> analyzes and automatically blocks the installation of apps that may use sensitive permissions frequently abused for financial fraud when the user attempts to install the app from an Internet-sideloading source (web browsers, messaging apps, or file managers)<strong>. </strong><br><br>Building on the success of our initial pilot in partnership with the Cyber Security Agency of Singapore (CSA), additional enhanced fraud protection pilots are now active in nine regions – Brazil, Hong Kong, India, Kenya, Nigeria, Philippines, South Africa, Thailand, and Vietnam. </p> <p> <strong>In 2024, Google Play Protect’s enhanced fraud protection pilots have shielded 10 million devices from over 36 million risky installation attempts, encompassing over 200,000 unique apps. </strong><br><br>By piloting these new protections, we can proactively combat emerging threats and refine our solutions to thwart scammers and their increasingly sophisticated fraud attempts. We look forward to continuing to partner with governments, ecosystem partners, and other stakeholders to improve user protections. </p> <p> <h3>App badging to help users find apps they can trust at a glance on Google Play</h3> </p> <p> In 2024, we introduced a new badge for government developers to help users around the world identify official government apps. Government apps are often targets of impersonation due to the highly sensitive nature of the data users provide, giving bad actors the ability to steal identities and commit financial fraud. Badging verified government apps is an important step in helping connect people with safe, high-quality, useful, and relevant experiences. We partner closely with global governments and are already exploring ways to build on this work. </p> <p> We also recently introduced a <a href="https://android-developers.googleblog.com/2025/01/helping-users-find-trusted-apps-on-google-play.html">new badge</a> to help Google Play users discover VPN apps that take extra steps to demonstrate their strong commitment to security. We allow developers who adhere to Play safety and security guidelines and have passed an additional independent Mobile Application Security Assessment (MASA) to display a dedicated badge in the Play Store to highlight their increased commitment to safety. </p> <p> <h3>Collaborating to advance app security standards </h3> </p> <p> In addition to our partnerships with governments, developers, and other stakeholders, we also worked with our industry peers to protect the entire app ecosystem for everyone. The <a href="https://www.appdefensealliance.org/">App Defense Alliance</a>, in partnership with fellow steering committee members Microsoft and Meta, recently launched the ADA Application Security Assessment (ASA) <a href="https://github.com/appdefensealliance/ASA-WG/tree/v1.0">v1.0</a>, a new standard to help developers build more secure mobile, web, and cloud applications. This standard provides clear guidance on protecting sensitive data, defending against cyberattacks, and ultimately, strengthening user trust. This marks a significant step forward in establishing industry-wide security best practices for application development. </p> <p> All developers are encouraged to review and comply with the new mobile security standard. You’ll see this standard in action for all carrier apps pre-installed on future Pixel phone models.<br> </p> <p> <h3>Looking ahead</h3> </p> <p> <br>This year, we’ll continue to protect the Android and Google Play ecosystem, building on these tools and resources in response to user and developer feedback and the changing landscape. As always, we’ll keep empowering developers to build safer apps more easily, streamline their policy experience, and protect their businesses and users from bad actors. </p> <hr> <p> <sup>1 </sup>Based on Google Play Protect 2024 internal data. </p> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </noscript> </div> </div> <div class='share'> <span class='twitter-custom social-wrapper' data-href='http://twitter.com/share?text=Google Online Security Blog:How we kept the Google Play & Android app ecosystems safe in 2024&url=https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html&via=google'> <img alt='Share on Twitter' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_twitter_black_24dp.png' width='24'/> </span> <span class='fb-custom social-wrapper' data-href='https://www.facebook.com/sharer.php?u=https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html'> <img alt='Share on Facebook' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_facebook_black_24dp.png' width='24'/> </span> </div> <div class='comment-container'> <i class='comment-img material-icons'>  </i> <span class='cmt_count_iframe_holder' data-count='0' data-onclick='javascript:window.open(this.href, "bloggerPopup", "toolbar=0,location=0,statusbar=1,menubar=0,scrollbars=yes,width=640,height=500"); return false;' data-post-url='https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html' data-url='https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html' style='color: #4184F3;'></span> </div> <div class='post-footer'> <div class='cmt_iframe_holder' data-href='https://security.googleblog.com/2025/01/how-we-kept-google-play-android-app-ecosystem-safe-2024.html' data-viewtype='FILTERED_POSTMOD'></div> <a href='https://plus.google.com/112374322230920073195' rel='author' style='display:none;'> Google </a> <div class='label-footer'> <span class='labels-caption'> Labels: </span> <span class='labels'> <a class='label' href='https://security.googleblog.com/search/label/android' rel='tag'> android </a> , <a class='label' href='https://security.googleblog.com/search/label/android%20security' rel='tag'> android security </a> , <a class='label' href='https://security.googleblog.com/search/label/google%20play' rel='tag'> google play </a> , <a class='label' href='https://security.googleblog.com/search/label/google%20play%20protect' rel='tag'> google play protect </a> </span> </div> </div> </div> <div class='post' data-id='1308865168187288764' itemscope='' itemtype='http://schema.org/BlogPosting'> <h2 class='title' itemprop='name'> <a href='https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html' itemprop='url' title='How we estimate the risk from prompt injection attacks on AI systems'> How we estimate the risk from prompt injection attacks on AI systems </a> </h2> <div class='post-header'> <div class='published'> <span class='publishdate' itemprop='datePublished'> January 29, 2025 </span> </div> </div> <div class='post-body'> <div class='post-content' itemprop='articleBody'> <script type='text/template'> <span class="byline-author">Posted by the Agentic AI Security Team at Google DeepMind</span><div><br /></div><div><br /></div><div><span id="docs-internal-guid-38a46586-7fff-ecef-7ee0-c49cdbe3defb"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Modern AI systems, like Gemini, are more capable than ever, helping retrieve data and perform actions on behalf of users. However, data from external sources present new security challenges if untrusted sources are available to execute instructions on AI systems. Attackers can take advantage of this by hiding malicious instructions in data that are likely to be retrieved by the AI system, to manipulate its behavior. This type of attack is commonly referred to as an "indirect prompt injection," a term first coined by Kai Greshake and the NVIDIA team.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">To mitigate the risk posed by this class of attacks, we are actively deploying defenses within our AI systems along with measurement and monitoring tools. One of these tools is a robust evaluation framework we have developed to automatically red-team an AI system’s vulnerability to indirect prompt injection attacks. We will take you through our threat model, before describing three attack techniques we have implemented in our evaluation framework.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Threat model and evaluation framework</span></p><br /><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; height: 251px; overflow: hidden; width: 624px;"><img height="251" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXcBC8D3cO1_qIFrYspkL293CoOEa2NAUC2tEcJwNUFV0l6kTXBEG8C2roZixjn2SODEq7Edu3V7ecDurRT6lzQKgaXGb8HV4EnO-y9vKdBSFqGoQiuOfu6cqhdXR-ggdtgCfbZrQwT8u3ncCc4d1uYUTqqEGEb4he2zDIvIFjG_TaM?key=tya4pyIBHhKpvvMXTAVtWlkL" style="margin-left: 0px; margin-top: 0px;" width="624" /></span></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Our threat model concentrates on an attacker using indirect prompt injection to exfiltrate sensitive information, as illustrated above. The evaluation framework tests this by creating a hypothetical scenario, in which an AI agent can send and retrieve emails on behalf of the user. The agent is presented with a fictitious conversation history in which the user references private information such as their passport or social security number. Each conversation ends with a request by the user to summarize their last email, and the retrieved email in context.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">The contents of this email are controlled by the attacker, who tries to manipulate the agent into sending the sensitive information in the conversation history to an attacker-controlled email address. The attack is successful if the agent executes the malicious prompt contained in the email, resulting in the unauthorized disclosure of sensitive information. The attack fails if the agent only follows user instructions and provides a simple summary of the email. </span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Automated red-teaming</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Crafting successful indirect prompt injections requires an iterative process of refinement based on observed responses. To automate this process, we have developed a red-team framework consisting of several optimization-based attacks that generate prompt injections (in the example above this would be different versions of the malicious email). These optimization-based attacks are designed to be as strong as possible; weak attacks do little to inform us of the susceptibility of an AI system to indirect prompt injections.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Once these prompt injections have been constructed, we measure the resulting attack success rate on a diverse set of conversation histories. Because the attacker has no prior knowledge of the conversation history, to achieve a high attack success rate the prompt injection must be capable of extracting sensitive user information contained in any potential conversation contained in the prompt, making this a harder task than eliciting generic unaligned responses from the AI system. The attacks in our framework include:</span></p><div><span><br /></span></div><div><span><br /></span></div><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Actor Critic:</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> This attack uses an attacker-controlled model to generate suggestions for prompt injections. These are passed to the AI system under attack, which returns a probability score of a successful attack. Based on this probability, the attack model refines the prompt injection. This process repeats until the attack model converges to a successful prompt injection. </span></p><div><span><br /></span></div><div><span><br /></span></div><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Beam Search: </span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">This attack starts with a naive prompt injection directly requesting that the AI system send an email to the attacker containing the sensitive user information. If the AI system recognizes the request as suspicious and does not comply, the attack adds random tokens to the end of the prompt injection and measures the new probability of the attack succeeding. If the probability increases, these random tokens are kept, otherwise they are removed, and this process repeats until the combination of the prompt injection and random appended tokens result in a successful attack.</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /><br /><br /></span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Tree of Attacks w/ Pruning (TAP): </span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Mehrotra et al. (2024) </span><a href="https://arxiv.org/abs/2312.02119" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">[3]</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> designed an attack to generate prompts that cause an AI system to violate safety policies (such as generating hate speech). We adapt this attack, making several adjustments to target security violations. Like Actor Critic, this attack searches in the natural language space; however, we assume the attacker cannot access probability scores from the AI system under attack, only the text samples that are generated.</span></p><div><span><br /></span></div><div><span><br /></span></div><br /><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We are actively leveraging insights gleaned from these attacks within our automated red-team framework to protect current and future versions of AI systems we develop against indirect prompt injection, providing a measurable way to track security improvements. A single silver bullet defense is not expected to solve this problem entirely. We believe the most promising path to defend against these attacks involves a combination of robust evaluation frameworks leveraging automated red-teaming methods, alongside monitoring, heuristic defenses, and standard security engineering solutions. </span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline;"><i><span style="font-size: 11pt; white-space-collapse: preserve;">We would like to thank </span><span style="font-size: 14.6667px; white-space-collapse: preserve;">Vijay Bolina, Sravanti Addepalli, Lihao Liang, and Alex Kaskasoli for their prior contributions to this work</span><span style="font-size: 11pt; white-space-collapse: preserve;">.</span></i></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline;"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><b>Posted on behalf of the entire Google DeepMind Agentic AI Security team</b></span><b style="font-size: 11pt; white-space-collapse: preserve;"> (listed in alphabetical order):</b></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i>Aneesh Pappu, Andreas Terzis, Chongyang Shi, Gena Gibson, Ilia Shumailov, Itay Yona, Jamie Hayes, John "Four" Flynn, Juliette Pluto, Sharon Lin, Shuang Song</i></span></p></span></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </script> <noscript> <span class="byline-author">Posted by the Agentic AI Security Team at Google DeepMind</span><div><br /></div><div><br /></div><div><span id="docs-internal-guid-38a46586-7fff-ecef-7ee0-c49cdbe3defb"><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Modern AI systems, like Gemini, are more capable than ever, helping retrieve data and perform actions on behalf of users. However, data from external sources present new security challenges if untrusted sources are available to execute instructions on AI systems. Attackers can take advantage of this by hiding malicious instructions in data that are likely to be retrieved by the AI system, to manipulate its behavior. This type of attack is commonly referred to as an "indirect prompt injection," a term first coined by Kai Greshake and the NVIDIA team.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">To mitigate the risk posed by this class of attacks, we are actively deploying defenses within our AI systems along with measurement and monitoring tools. One of these tools is a robust evaluation framework we have developed to automatically red-team an AI system’s vulnerability to indirect prompt injection attacks. We will take you through our threat model, before describing three attack techniques we have implemented in our evaluation framework.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Threat model and evaluation framework</span></p><br /><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; height: 251px; overflow: hidden; width: 624px;"><img height="251" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXcBC8D3cO1_qIFrYspkL293CoOEa2NAUC2tEcJwNUFV0l6kTXBEG8C2roZixjn2SODEq7Edu3V7ecDurRT6lzQKgaXGb8HV4EnO-y9vKdBSFqGoQiuOfu6cqhdXR-ggdtgCfbZrQwT8u3ncCc4d1uYUTqqEGEb4he2zDIvIFjG_TaM?key=tya4pyIBHhKpvvMXTAVtWlkL" style="margin-left: 0px; margin-top: 0px;" width="624" /></span></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Our threat model concentrates on an attacker using indirect prompt injection to exfiltrate sensitive information, as illustrated above. The evaluation framework tests this by creating a hypothetical scenario, in which an AI agent can send and retrieve emails on behalf of the user. The agent is presented with a fictitious conversation history in which the user references private information such as their passport or social security number. Each conversation ends with a request by the user to summarize their last email, and the retrieved email in context.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">The contents of this email are controlled by the attacker, who tries to manipulate the agent into sending the sensitive information in the conversation history to an attacker-controlled email address. The attack is successful if the agent executes the malicious prompt contained in the email, resulting in the unauthorized disclosure of sensitive information. The attack fails if the agent only follows user instructions and provides a simple summary of the email. </span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Automated red-teaming</span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Crafting successful indirect prompt injections requires an iterative process of refinement based on observed responses. To automate this process, we have developed a red-team framework consisting of several optimization-based attacks that generate prompt injections (in the example above this would be different versions of the malicious email). These optimization-based attacks are designed to be as strong as possible; weak attacks do little to inform us of the susceptibility of an AI system to indirect prompt injections.</span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Once these prompt injections have been constructed, we measure the resulting attack success rate on a diverse set of conversation histories. Because the attacker has no prior knowledge of the conversation history, to achieve a high attack success rate the prompt injection must be capable of extracting sensitive user information contained in any potential conversation contained in the prompt, making this a harder task than eliciting generic unaligned responses from the AI system. The attacks in our framework include:</span></p><div><span><br /></span></div><div><span><br /></span></div><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Actor Critic:</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> This attack uses an attacker-controlled model to generate suggestions for prompt injections. These are passed to the AI system under attack, which returns a probability score of a successful attack. Based on this probability, the attack model refines the prompt injection. This process repeats until the attack model converges to a successful prompt injection. </span></p><div><span><br /></span></div><div><span><br /></span></div><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Beam Search: </span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">This attack starts with a naive prompt injection directly requesting that the AI system send an email to the attacker containing the sensitive user information. If the AI system recognizes the request as suspicious and does not comply, the attack adds random tokens to the end of the prompt injection and measures the new probability of the attack succeeding. If the probability increases, these random tokens are kept, otherwise they are removed, and this process repeats until the combination of the prompt injection and random appended tokens result in a successful attack.</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /><br /><br /></span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 700; vertical-align: baseline; white-space-collapse: preserve;">Tree of Attacks w/ Pruning (TAP): </span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Mehrotra et al. (2024) </span><a href="https://arxiv.org/abs/2312.02119" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">[3]</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> designed an attack to generate prompts that cause an AI system to violate safety policies (such as generating hate speech). We adapt this attack, making several adjustments to target security violations. Like Actor Critic, this attack searches in the natural language space; however, we assume the attacker cannot access probability scores from the AI system under attack, only the text samples that are generated.</span></p><div><span><br /></span></div><div><span><br /></span></div><br /><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We are actively leveraging insights gleaned from these attacks within our automated red-team framework to protect current and future versions of AI systems we develop against indirect prompt injection, providing a measurable way to track security improvements. A single silver bullet defense is not expected to solve this problem entirely. We believe the most promising path to defend against these attacks involves a combination of robust evaluation frameworks leveraging automated red-teaming methods, alongside monitoring, heuristic defenses, and standard security engineering solutions. </span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i><br /></i></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline;"><i><span style="font-size: 11pt; white-space-collapse: preserve;">We would like to thank </span><span style="font-size: 14.6667px; white-space-collapse: preserve;">Vijay Bolina, Sravanti Addepalli, Lihao Liang, and Alex Kaskasoli for their prior contributions to this work</span><span style="font-size: 11pt; white-space-collapse: preserve;">.</span></i></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline;"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><b>Posted on behalf of the entire Google DeepMind Agentic AI Security team</b></span><b style="font-size: 11pt; white-space-collapse: preserve;"> (listed in alphabetical order):</b></span></p><br /><p dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><i>Aneesh Pappu, Andreas Terzis, Chongyang Shi, Gena Gibson, Ilia Shumailov, Itay Yona, Jamie Hayes, John "Four" Flynn, Juliette Pluto, Sharon Lin, Shuang Song</i></span></p></span></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </noscript> </div> </div> <div class='share'> <span class='twitter-custom social-wrapper' data-href='http://twitter.com/share?text=Google Online Security Blog:How we estimate the risk from prompt injection attacks on AI systems&url=https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html&via=google'> <img alt='Share on Twitter' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_twitter_black_24dp.png' width='24'/> </span> <span class='fb-custom social-wrapper' data-href='https://www.facebook.com/sharer.php?u=https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html'> <img alt='Share on Facebook' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_facebook_black_24dp.png' width='24'/> </span> </div> <div class='comment-container'> <i class='comment-img material-icons'>  </i> <span class='cmt_count_iframe_holder' data-count='0' data-onclick='javascript:window.open(this.href, "bloggerPopup", "toolbar=0,location=0,statusbar=1,menubar=0,scrollbars=yes,width=640,height=500"); return false;' data-post-url='https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html' data-url='https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html' style='color: #4184F3;'></span> </div> <div class='post-footer'> <div class='cmt_iframe_holder' data-href='https://security.googleblog.com/2025/01/how-we-estimate-risk-from-prompt.html' data-viewtype='FILTERED_POSTMOD'></div> <a href='https://plus.google.com/112374322230920073195' rel='author' style='display:none;'> Google </a> <div class='label-footer'> </div> </div> </div> <div class='post' data-id='1177203933168808861' itemscope='' itemtype='http://schema.org/BlogPosting'> <h2 class='title' itemprop='name'> <a href='https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html' itemprop='url' title='Android enhances theft protection with Identity Check and expanded features'> Android enhances theft protection with Identity Check and expanded features </a> </h2> <div class='post-header'> <div class='published'> <span class='publishdate' itemprop='datePublished'> January 23, 2025 </span> </div> </div> <div class='post-body'> <div class='post-content' itemprop='articleBody'> <script type='text/template'> <span class="byline-author">Posted by Jianing Sandra Guo, Product Manager, Android, Nataliya Stanetsky, Staff Program Manager, Android</span> <p> Today, people around the world rely on their mobile devices to help them stay connected with friends and family, manage finances, keep track of healthcare information and more – all from their fingertips. But a stolen device in the wrong hands can expose sensitive data, leaving you vulnerable to identity theft, financial fraud and privacy breaches. </p> <p> This is why we <a href="https://security.googleblog.com/2024/10/android-theft-protection.html">recently launched Android theft protection</a>, a comprehensive suite of features designed to protect you and your data at every stage – before, during, and after device theft. As part of our commitment to help you stay safe on Android, we’re expanding and enhancing these features to deliver even more robust protection to more users around the world. </p> <p> <strong>Identity Check rolling out to Pixel and Samsung One UI 7 devices</strong> </p> <p> We’re officially launching<strong> Identity Check, </strong>first on Pixel and Samsung Galaxy devices eligible for <a href="https://www.samsungmobilepress.com/press-releases/samsung-one-ui-7-enhances-security-and-privacy-in-the-age-of-ai-giving-users-greater-transparency-and-choice/">One UI 7</a><sup id="fnref1"><a href="#fn1" rel="footnote">1</a></sup>, to provide better protection for your critical account and device settings. When you turn on Identity Check, your device will require explicit biometric authentication to access certain sensitive resources when you’re outside of trusted locations. Identity Check also enables <a href="https://support.google.com/android/answer/15146908?visit_id=638723797364521505-524711212&p=identity_check&rd=1#identity_check">enhanced protection for Google Accounts</a> on all supported devices and additional security for Samsung Accounts on One UI 7 eligible Galaxy devices, making it much more difficult for an unauthorized attacker to take over accounts signed in on the device. </p> <p> As part of enabling Identity Check, you can designate one or more trusted locations. When you’re outside of these trusted places, biometric authentication will be required to access critical account and device settings, like changing your device PIN or biometrics, disabling theft protection, or accessing Passkeys. </p> <p> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB3WKuccDXIn8R-PEKpn51zTXP1SjLi8IruimmVyykwe4iCgrD-sFMGblSHM-sPGqLmkoeoA8QwtgzhyphenhyphensRkMXaN3ox-DnVlf2ula9N8xvBPMyvD-7AGmmpKNJ8JQwehTiu3HV6WfWKdqt1oOoEHUJg0HnUblF_Gdn5Jged125SiYpUxYrgPE_MK0EstDIM/s1600/Identity%20Check%20-%20Android%20Theft%20Protection.png" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1141" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB3WKuccDXIn8R-PEKpn51zTXP1SjLi8IruimmVyykwe4iCgrD-sFMGblSHM-sPGqLmkoeoA8QwtgzhyphenhyphensRkMXaN3ox-DnVlf2ula9N8xvBPMyvD-7AGmmpKNJ8JQwehTiu3HV6WfWKdqt1oOoEHUJg0HnUblF_Gdn5Jged125SiYpUxYrgPE_MK0EstDIM/s1600/Identity%20Check%20-%20Android%20Theft%20Protection.png"/></a></div> Identity Check gives you more peace of mind that your most sensitive device assets are protected against unauthorized access, even if a thief or bad actor manages to learn your device PIN. </p> <p> Identity Check is rolling out now to Pixel devices with Android 15 and will be available on One UI 7 eligible Galaxy devices in the coming weeks. It will roll out to supported Android devices from other manufacturers later this year. </p> <p> <strong>Theft Detection Lock: expanding AI-powered protection to more users </strong> </p> <p> One of the top theft protection features introduced last year was Theft Detection Lock, which uses an on-device AI-powered algorithm to help detect when your phone may be forcibly taken from you. If the machine learning algorithm detects a potential theft attempt on your unlocked device, it locks your screen to keep thieves out. </p> <p> Theft Detection Lock is now fully rolled out to Android 10+ phones<sup id="fnref2"><a href="#fn2" rel="footnote">2</a></sup> around the world. </p> <p> <strong>Protecting your Android device from theft</strong> </p> <p> We're collaborating with the <a href="https://www.gsma.com/">GSMA</a> and industry experts to combat mobile device theft by sharing information, tools and prevention techniques. Stay tuned for an upcoming GSMA white paper, developed in partnership with the mobile industry, with more information on protecting yourself and your organization from device theft. </p> <p> With the addition of Identity Check and the ongoing enhancements to our existing features, Android offers a robust and comprehensive set of tools to protect your devices and your data from theft. We’re dedicated to providing you with peace of mind, knowing your personal information is safe and secure. </p> <p> <em>You can turn on the new Android theft features by clicking <a href="https://www.android.com/settings/theftprotection">here</a> on a supported Android device. Learn more about our theft protection features by visiting our <a href="https://support.google.com/android/answer/15146908">help center</a>. </em> </p> <!-- Footnotes themselves at the bottom. --> <h2>Notes</h2> <div class="footnotes"> <hr> <ol><li id="fn1"> <p> Timing, availability and feature names may vary in One UI 7. <a href="#fnref1" rev="footnote">↩</a><li id="fn2"> <p> With the exclusion for Android Go smartphones <a href="#fnref2" rev="footnote">↩</a> </ol></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </script> <noscript> <span class="byline-author">Posted by Jianing Sandra Guo, Product Manager, Android, Nataliya Stanetsky, Staff Program Manager, Android</span> <p> Today, people around the world rely on their mobile devices to help them stay connected with friends and family, manage finances, keep track of healthcare information and more – all from their fingertips. But a stolen device in the wrong hands can expose sensitive data, leaving you vulnerable to identity theft, financial fraud and privacy breaches. </p> <p> This is why we <a href="https://security.googleblog.com/2024/10/android-theft-protection.html">recently launched Android theft protection</a>, a comprehensive suite of features designed to protect you and your data at every stage – before, during, and after device theft. As part of our commitment to help you stay safe on Android, we’re expanding and enhancing these features to deliver even more robust protection to more users around the world. </p> <p> <strong>Identity Check rolling out to Pixel and Samsung One UI 7 devices</strong> </p> <p> We’re officially launching<strong> Identity Check, </strong>first on Pixel and Samsung Galaxy devices eligible for <a href="https://www.samsungmobilepress.com/press-releases/samsung-one-ui-7-enhances-security-and-privacy-in-the-age-of-ai-giving-users-greater-transparency-and-choice/">One UI 7</a><sup id="fnref1"><a href="#fn1" rel="footnote">1</a></sup>, to provide better protection for your critical account and device settings. When you turn on Identity Check, your device will require explicit biometric authentication to access certain sensitive resources when you’re outside of trusted locations. Identity Check also enables <a href="https://support.google.com/android/answer/15146908?visit_id=638723797364521505-524711212&p=identity_check&rd=1#identity_check">enhanced protection for Google Accounts</a> on all supported devices and additional security for Samsung Accounts on One UI 7 eligible Galaxy devices, making it much more difficult for an unauthorized attacker to take over accounts signed in on the device. </p> <p> As part of enabling Identity Check, you can designate one or more trusted locations. When you’re outside of these trusted places, biometric authentication will be required to access critical account and device settings, like changing your device PIN or biometrics, disabling theft protection, or accessing Passkeys. </p> <p> <div class="separator" style="clear: both;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB3WKuccDXIn8R-PEKpn51zTXP1SjLi8IruimmVyykwe4iCgrD-sFMGblSHM-sPGqLmkoeoA8QwtgzhyphenhyphensRkMXaN3ox-DnVlf2ula9N8xvBPMyvD-7AGmmpKNJ8JQwehTiu3HV6WfWKdqt1oOoEHUJg0HnUblF_Gdn5Jged125SiYpUxYrgPE_MK0EstDIM/s1600/Identity%20Check%20-%20Android%20Theft%20Protection.png" style="display: block; padding: 1em 0; text-align: center; "><img alt="" border="0" data-original-height="1080" data-original-width="1141" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB3WKuccDXIn8R-PEKpn51zTXP1SjLi8IruimmVyykwe4iCgrD-sFMGblSHM-sPGqLmkoeoA8QwtgzhyphenhyphensRkMXaN3ox-DnVlf2ula9N8xvBPMyvD-7AGmmpKNJ8JQwehTiu3HV6WfWKdqt1oOoEHUJg0HnUblF_Gdn5Jged125SiYpUxYrgPE_MK0EstDIM/s1600/Identity%20Check%20-%20Android%20Theft%20Protection.png"/></a></div> Identity Check gives you more peace of mind that your most sensitive device assets are protected against unauthorized access, even if a thief or bad actor manages to learn your device PIN. </p> <p> Identity Check is rolling out now to Pixel devices with Android 15 and will be available on One UI 7 eligible Galaxy devices in the coming weeks. It will roll out to supported Android devices from other manufacturers later this year. </p> <p> <strong>Theft Detection Lock: expanding AI-powered protection to more users </strong> </p> <p> One of the top theft protection features introduced last year was Theft Detection Lock, which uses an on-device AI-powered algorithm to help detect when your phone may be forcibly taken from you. If the machine learning algorithm detects a potential theft attempt on your unlocked device, it locks your screen to keep thieves out. </p> <p> Theft Detection Lock is now fully rolled out to Android 10+ phones<sup id="fnref2"><a href="#fn2" rel="footnote">2</a></sup> around the world. </p> <p> <strong>Protecting your Android device from theft</strong> </p> <p> We're collaborating with the <a href="https://www.gsma.com/">GSMA</a> and industry experts to combat mobile device theft by sharing information, tools and prevention techniques. Stay tuned for an upcoming GSMA white paper, developed in partnership with the mobile industry, with more information on protecting yourself and your organization from device theft. </p> <p> With the addition of Identity Check and the ongoing enhancements to our existing features, Android offers a robust and comprehensive set of tools to protect your devices and your data from theft. We’re dedicated to providing you with peace of mind, knowing your personal information is safe and secure. </p> <p> <em>You can turn on the new Android theft features by clicking <a href="https://www.android.com/settings/theftprotection">here</a> on a supported Android device. Learn more about our theft protection features by visiting our <a href="https://support.google.com/android/answer/15146908">help center</a>. </em> </p> <!-- Footnotes themselves at the bottom. --> <h2>Notes</h2> <div class="footnotes"> <hr> <ol><li id="fn1"> <p> Timing, availability and feature names may vary in One UI 7. <a href="#fnref1" rev="footnote">↩</a><li id="fn2"> <p> With the exclusion for Android Go smartphones <a href="#fnref2" rev="footnote">↩</a> </ol></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </noscript> </div> </div> <div class='share'> <span class='twitter-custom social-wrapper' data-href='http://twitter.com/share?text=Google Online Security Blog:Android enhances theft protection with Identity Check and expanded features&url=https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html&via=google'> <img alt='Share on Twitter' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_twitter_black_24dp.png' width='24'/> </span> <span class='fb-custom social-wrapper' data-href='https://www.facebook.com/sharer.php?u=https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html'> <img alt='Share on Facebook' height='24' src='https://www.gstatic.com/images/icons/material/system/2x/post_facebook_black_24dp.png' width='24'/> </span> </div> <div class='comment-container'> <i class='comment-img material-icons'>  </i> <span class='cmt_count_iframe_holder' data-count='0' data-onclick='javascript:window.open(this.href, "bloggerPopup", "toolbar=0,location=0,statusbar=1,menubar=0,scrollbars=yes,width=640,height=500"); return false;' data-post-url='https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html' data-url='https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html' style='color: #4184F3;'></span> </div> <div class='post-footer'> <div class='cmt_iframe_holder' data-href='https://security.googleblog.com/2025/01/android-theft-protection-identity-check-expanded-features.html' data-viewtype='FILTERED_POSTMOD'></div> <a href='https://plus.google.com/112374322230920073195' rel='author' style='display:none;'> Google </a> <div class='label-footer'> <span class='labels-caption'> Labels: </span> <span class='labels'> <a class='label' href='https://security.googleblog.com/search/label/android' rel='tag'> android </a> , <a class='label' href='https://security.googleblog.com/search/label/android%20security' rel='tag'> android security </a> </span> </div> </div> </div> <div class='post' data-id='8807395669079430849' itemscope='' itemtype='http://schema.org/BlogPosting'> <h2 class='title' itemprop='name'> <a href='https://security.googleblog.com/2025/01/osv-scalibr-library-for-software.html' itemprop='url' title='OSV-SCALIBR: A library for Software Composition Analysis'> OSV-SCALIBR: A library for Software Composition Analysis </a> </h2> <div class='post-header'> <div class='published'> <span class='publishdate' itemprop='datePublished'> January 16, 2025 </span> </div> </div> <div class='post-body'> <div class='post-content' itemprop='articleBody'> <script type='text/template'> <span class="byline-author">Posted by Erik Varga, Vulnerability Management, and Rex Pan, Open Source Security Team</span><div><br /></div><div><span id="docs-internal-guid-2b371a4a-7fff-7f6b-7f3e-16189915cbc1"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">In December 2022, we </span><a href="https://security.googleblog.com/2022/12/announcing-osv-scanner-vulnerability.html" style="text-decoration-line: none;"><span face="Roboto, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">announced OSV-Scanner</span></a><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, a tool to enable developers to easily scan for vulnerabilities in their open source dependencies. Together with the open source community, we’ve continued to build this tool, adding </span><a href="https://opensource.googleblog.com/2024/04/osv-and-helping-developers-fix-known-vulnerabilities.html" style="text-decoration-line: none;"><span face="Roboto, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">remediation features</span></a><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, as well as expanding ecosystem support to 11 programming languages and 20 package manager formats. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Today, we’re excited to release </span><a href="https://github.com/google/osv-scalibr" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">OSV-SCALIBR</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (Software Composition Analysis LIBRary), an extensible library for SCA and file system scanning. OSV-SCALIBR combines Google’s internal vulnerability management expertise into one scanning library with significant new capabilities such as:</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><ul style="margin-bottom: 0px; margin-top: 0px; padding-inline-start: 48px;"><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">SCA for installed packages, standalone binaries, as well as source code</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">OSes package scanning on Linux (COS, Debian, Ubuntu, RHEL, and much more), Windows, and Mac</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Artifact and lockfile scanning in major language ecosystems (Go, Java, Javascript, Python, Ruby, and much more)</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Vulnerability scanning tools such as weak credential detectors for Linux, Windows, and Mac</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">SBOM generation in SPDX and CycloneDX, the two most popular document formats</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Optimization for on-host scanning of resource constrained environments where performance and low resource consumption is critical</span></p></li></ul><div><span face="Arial, sans-serif"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><br /></span></span></div><div><span face="Arial, sans-serif"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><br /></span></span></div><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OSV-SCALIBR is now the primary SCA engine used within Google for live hosts, code repos, and containers. It’s been used and tested extensively across many different products and internal tools to help generate SBOMs, find vulnerabilities, and help protect our users’ data at Google scale.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We offer OSV-SCALIBR primarily as an open source Go library today, and we're working on adding its new capabilities into OSV-Scanner as the primary CLI interface.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">Using OSV-SCALIBR as a library</span></h2><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">All of OSV-SCALIBR's capabilities are modularized into plugins for software extraction and vulnerability detection which are </span><a href="https://github.com/google/osv-scalibr/blob/main/docs/new_extractor.md" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">very simple to expand</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.You can use OSV-SCALIBR as a library to:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">1.Generate SBOMs from the build artifacts and code repos on your live host:</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"context"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/converter"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/extractor/filesystem/list"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/fs"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/plugin"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">spdx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/spdx/tools-golang/spdx/v2/v2_3"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">func</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">GenSBOM</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">context</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Context</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">) </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">*</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">spdx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Document</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> {</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> := &</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">plugin</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Capabilities</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OS</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">plugin</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OSLinux</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">&</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fs</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">RealFSScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"/"</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">),</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FilesystemExtractors</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">list</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FromCapabilities(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab)</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Capabilities</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> }</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">New</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">().</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Scan</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">return</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ToSPDX23</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">SPDXConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{})</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">2. Scan a git repo for SBOMs:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Simply replace </span><span face="Consolas, sans-serif" style="color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"/"</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> with the path to your git repo. Also take a look at the </span><a href="https://github.com/google/osv-scalibr/blob/d4ea36720d4e700486fef2ba9b5f2ac2fd8ce6c8/extractor/filesystem/list/list.go#L70" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">various language extractors</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> to enable for code scanning.</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">3. Scan a remote container for SBOMs:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Replace the scan config from the above code snippet with</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/go-containerregistry/pkg/authn"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/go-containerregistry/pkg/v1/remote"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/artifact/image"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">filesys</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">_</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">image</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">NewFromRemoteName</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"alpine:latest"</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">remote</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">WithAuthFromKeychain</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">authn</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">DefaultKeychain</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">),</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">&</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: []</span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">*</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fs</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoot</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{{</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FS</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">filesys</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}},</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">4. Find vulnerabilities on your filesystem or a remote container:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Extract the PURLs from the </span><a href="https://github.com/google/osv-scalibr/blob/08fdef73ebdffae84479e5c900f6e2c0c2865034/scalibr.go#L157" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">SCALIBR inventory results</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> from the previous steps:</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> "github.com/google/osv-scalibr/converter"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">New</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">().</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Scan</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">for</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">_</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">i</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">range</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Inventories</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> {</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fmt</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Println</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ToPURL</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">i</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">))</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">And send them to </span><a href="http://osv.dev" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">osv.dev</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, e.g.</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">$ </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">curl -d '{"package": {"purl": "pkg:npm/dojo@1.2.3"}}' "https://api.osv.dev/v1/query"</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">See </span><a href="https://github.com/google/osv-scalibr?tab=readme-ov-file#how-to-use" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">the usage docs</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> for more details.</span></p><br /><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">OSV-Scanner + OSV-SCALIBR</span></h2><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Users looking for an out-of-the-box vulnerability scanning CLI tool should check out </span><a href="https://github.com/google/osv-scanner" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">OSV-Scanner</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, which already provides comprehensive language package scanning capabilities using much of the same extraction as OSV-SCALIBR. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Some of OSV-SCALIBR’s capabilities are not yet available in OSV-Scanner, but we’re currently working on integrating OSV-SCALIBR more deeply into OSV-Scanner. This will make more and more of OSV-SCALIBR’s capabilities available in OSV-Scanner in the next few months, including installed package extraction, weak credentials scanning, SBOM generation, and more.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Look out soon for an announcement of OSV-Scanner V2 with many of these new features available. OSV-Scanner will become the primary frontend to the OSV-SCALIBR library for users who require a CLI interface. Existing users of OSV-Scanner can continue to use the tool the same way, with backwards compatibility maintained for all existing use cases. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">For installation and usage instructions, have a look at OSV-Scanner’s documentation </span><a href="https://google.github.io/osv-scanner/" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">here</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span></p><br /><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></h2><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">What’s next</span></h2><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">In addition to making all of OSV-SCALIBR’s features available in OSV-Scanner, we're also working on additional new capabilities. Here's some of the things you can expect:</span></p><ul style="margin-bottom: 0px; margin-top: 0px; padding-inline-start: 48px;"><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Support for more OS and language ecosystems, both for regular extraction and for </span><a href="https://osv.dev/blog/posts/announcing-guided-remediation-in-osv-scanner/" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; text-wrap-mode: wrap; vertical-align: baseline;">Guided Remediation</span></a></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Layer attribution and base image identification for container scanning</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Reachability analysis to reduce false positive vulnerability matches</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">More vulnerability and misconfiguration detectors for Windows</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">More weak credentials detectors</span></p></li></ul><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We hope that this library helps developers and organizations to secure their software and encourages the open source community to contribute back by sharing new plugins on top of OSV-SCALIBR.</span></p><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">If you have any questions or if you would like to contribute, don't hesitate to reach out to us at osv-discuss@google.com or by posting an issue in our </span><a href="https://github.com/google/osv-scalibr/issues" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">issue tracker</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span></span></div> <span itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://plus.google.com/116899029375914044550' itemprop='url'/> </span> </script> <noscript> <span class="byline-author">Posted by Erik Varga, Vulnerability Management, and Rex Pan, Open Source Security Team</span><div><br /></div><div><span id="docs-internal-guid-2b371a4a-7fff-7f6b-7f3e-16189915cbc1"><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">In December 2022, we </span><a href="https://security.googleblog.com/2022/12/announcing-osv-scanner-vulnerability.html" style="text-decoration-line: none;"><span face="Roboto, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">announced OSV-Scanner</span></a><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, a tool to enable developers to easily scan for vulnerabilities in their open source dependencies. Together with the open source community, we’ve continued to build this tool, adding </span><a href="https://opensource.googleblog.com/2024/04/osv-and-helping-developers-fix-known-vulnerabilities.html" style="text-decoration-line: none;"><span face="Roboto, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">remediation features</span></a><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, as well as expanding ecosystem support to 11 programming languages and 20 package manager formats. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Roboto, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Today, we’re excited to release </span><a href="https://github.com/google/osv-scalibr" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">OSV-SCALIBR</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (Software Composition Analysis LIBRary), an extensible library for SCA and file system scanning. OSV-SCALIBR combines Google’s internal vulnerability management expertise into one scanning library with significant new capabilities such as:</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><ul style="margin-bottom: 0px; margin-top: 0px; padding-inline-start: 48px;"><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">SCA for installed packages, standalone binaries, as well as source code</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">OSes package scanning on Linux (COS, Debian, Ubuntu, RHEL, and much more), Windows, and Mac</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Artifact and lockfile scanning in major language ecosystems (Go, Java, Javascript, Python, Ruby, and much more)</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Vulnerability scanning tools such as weak credential detectors for Linux, Windows, and Mac</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">SBOM generation in SPDX and CycloneDX, the two most popular document formats</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Optimization for on-host scanning of resource constrained environments where performance and low resource consumption is critical</span></p></li></ul><div><span face="Arial, sans-serif"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><br /></span></span></div><div><span face="Arial, sans-serif"><span style="font-size: 14.6667px; white-space-collapse: preserve;"><br /></span></span></div><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OSV-SCALIBR is now the primary SCA engine used within Google for live hosts, code repos, and containers. It’s been used and tested extensively across many different products and internal tools to help generate SBOMs, find vulnerabilities, and help protect our users’ data at Google scale.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We offer OSV-SCALIBR primarily as an open source Go library today, and we're working on adding its new capabilities into OSV-Scanner as the primary CLI interface.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">Using OSV-SCALIBR as a library</span></h2><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">All of OSV-SCALIBR's capabilities are modularized into plugins for software extraction and vulnerability detection which are </span><a href="https://github.com/google/osv-scalibr/blob/main/docs/new_extractor.md" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">very simple to expand</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.You can use OSV-SCALIBR as a library to:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">1.Generate SBOMs from the build artifacts and code repos on your live host:</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"context"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/converter"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/extractor/filesystem/list"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/fs"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/plugin"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">spdx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/spdx/tools-golang/spdx/v2/v2_3"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">func</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">GenSBOM</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">context</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Context</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">) </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">*</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">spdx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Document</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> {</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> := &</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">plugin</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Capabilities</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OS</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">plugin</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">OSLinux</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">&</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fs</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">RealFSScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"/"</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">),</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FilesystemExtractors</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">list</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FromCapabilities(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab)</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Capabilities</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">capab</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> }</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">New</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">().</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Scan</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">return</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ToSPDX23</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">SPDXConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{})</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">2. Scan a git repo for SBOMs:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Simply replace </span><span face="Consolas, sans-serif" style="color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"/"</span><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> with the path to your git repo. Also take a look at the </span><a href="https://github.com/google/osv-scalibr/blob/d4ea36720d4e700486fef2ba9b5f2ac2fd8ce6c8/extractor/filesystem/list/list.go#L70" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">various language extractors</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> to enable for code scanning.</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">3. Scan a remote container for SBOMs:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Replace the scan config from the above code snippet with</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/go-containerregistry/pkg/authn"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/go-containerregistry/pkg/v1/remote"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"github.com/google/osv-scalibr/artifact/image"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><br /></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">filesys</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">_</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">image</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">NewFromRemoteName</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">"alpine:latest"</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">remote</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">WithAuthFromKeychain</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">authn</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">DefaultKeychain</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">),</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">&</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanConfig</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoots</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: []</span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">*</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fs</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ScanRoot</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">{{</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">FS</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">: </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">filesys</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}},</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">4. Find vulnerabilities on your filesystem or a remote container:</span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Extract the PURLs from the </span><a href="https://github.com/google/osv-scalibr/blob/08fdef73ebdffae84479e5c900f6e2c0c2865034/scalibr.go#L157" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">SCALIBR inventory results</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> from the previous steps:</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">import</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> (</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> ...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> "github.com/google/osv-scalibr/converter"</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">...</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">scalibr</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">New</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">().</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Scan</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ctx</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">cfg</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">)</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">for</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">_</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, </span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">i</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">:=</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">range</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">result</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Inventories</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> {</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">fmt</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Println</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008855; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">converter</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span><span face="Consolas, sans-serif" style="background-color: transparent; color: blue; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">ToPURL</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #0055aa; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">i</span><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">))</span></p><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #202124; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">}</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">And send them to </span><a href="http://osv.dev" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">osv.dev</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, e.g.</span></p><br /><div align="left" dir="ltr" style="margin-left: 0pt;"><table style="border-collapse: collapse; border: none;"><colgroup></colgroup><tbody><tr style="height: 0pt;"><td style="border-bottom: solid #e0e0e0 1pt; border-color: rgb(224, 224, 224); border-left: solid #e0e0e0 1pt; border-right: solid #e0e0e0 1pt; border-style: solid; border-top: solid #e0e0e0 1pt; border-width: 1pt; overflow-wrap: break-word; overflow: hidden; padding: 5pt; vertical-align: top;"><p dir="ltr" style="background-color: white; line-height: 1.62857; margin-bottom: 0pt; margin-top: 0pt;"><span face="Consolas, sans-serif" style="background-color: transparent; color: #770088; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">$ </span><span face="Consolas, sans-serif" style="background-color: transparent; color: #008800; font-size: 9pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">curl -d '{"package": {"purl": "pkg:npm/dojo@1.2.3"}}' "https://api.osv.dev/v1/query"</span></p></td></tr></tbody></table></div><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">See </span><a href="https://github.com/google/osv-scalibr?tab=readme-ov-file#how-to-use" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">the usage docs</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"> for more details.</span></p><br /><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">OSV-Scanner + OSV-SCALIBR</span></h2><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Users looking for an out-of-the-box vulnerability scanning CLI tool should check out </span><a href="https://github.com/google/osv-scanner" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">OSV-Scanner</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">, which already provides comprehensive language package scanning capabilities using much of the same extraction as OSV-SCALIBR. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Some of OSV-SCALIBR’s capabilities are not yet available in OSV-Scanner, but we’re currently working on integrating OSV-SCALIBR more deeply into OSV-Scanner. This will make more and more of OSV-SCALIBR’s capabilities available in OSV-Scanner in the next few months, including installed package extraction, weak credentials scanning, SBOM generation, and more.</span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">Look out soon for an announcement of OSV-Scanner V2 with many of these new features available. OSV-Scanner will become the primary frontend to the OSV-SCALIBR library for users who require a CLI interface. Existing users of OSV-Scanner can continue to use the tool the same way, with backwards compatibility maintained for all existing use cases. </span></p><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></p><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">For installation and usage instructions, have a look at OSV-Scanner’s documentation </span><a href="https://google.github.io/osv-scanner/" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">here</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span></p><br /><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;"><br /></span></h2><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 6pt; margin-top: 18pt;"><span face="Arial, sans-serif" style="font-size: 16pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; font-weight: 400; vertical-align: baseline; white-space-collapse: preserve;">What’s next</span></h2><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">In addition to making all of OSV-SCALIBR’s features available in OSV-Scanner, we're also working on additional new capabilities. Here's some of the things you can expect:</span></p><ul style="margin-bottom: 0px; margin-top: 0px; padding-inline-start: 48px;"><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Support for more OS and language ecosystems, both for regular extraction and for </span><a href="https://osv.dev/blog/posts/announcing-guided-remediation-in-osv-scanner/" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; text-wrap-mode: wrap; vertical-align: baseline;">Guided Remediation</span></a></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Layer attribution and base image identification for container scanning</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">Reachability analysis to reduce false positive vulnerability matches</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">More vulnerability and misconfiguration detectors for Windows</span></p></li><li aria-level="1" dir="ltr" style="font-family: Arial, sans-serif; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; list-style-type: disc; vertical-align: baseline; white-space: pre;"><p dir="ltr" role="presentation" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-wrap-mode: wrap; vertical-align: baseline;">More weak credentials detectors</span></p></li></ul><br /><p dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;"><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">We hope that this library helps developers and organizations to secure their software and encourages the open source community to contribute back by sharing new plugins on top of OSV-SCALIBR.</span></p><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">If you have any questions or if you would like to contribute, don't hesitate to reach out to us at osv-discuss@google.com or by posting an issue in our </span><a href="https://github.com/google/osv-scalibr/issues" style="text-decoration-line: none;"><span face="Arial, sans-serif" style="color: #1155cc; font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space-collapse: preserve;">issue tracker</span></a><span face="Arial, sans-serif" style="font-size: 11pt; font-variant-alternates: normal; font-variant-east-asian: normal; font-variant-emoji: normal; font-variant-numeric: normal; font-variant-position: normal; vertical-align: baseline; white-space-collapse: preserve;">.</span></span></div> <span itemprop='author' itemscope='itemscope' 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href='https://security.googleblog.com/2020/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2020/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2020/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2019/'> 2019 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2019/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2018/'> 2018 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2018/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2017/'> 2017 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2017/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2016/'> 2016 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2016/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2015/'> 2015 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2015/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2014/'> 2014 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/07/'> Jul </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2014/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2013/'> 2013 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/11/'> Nov </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/10/'> Oct </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2013/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2012/'> 2012 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/12/'> Dec </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/09/'> Sep </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/08/'> Aug </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/06/'> Jun </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/05/'> May </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/04/'> Apr </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/03/'> Mar </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/02/'> Feb </a> </div> <div class='items'> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' href='https://security.googleblog.com/2012/01/'> Jan </a> </div> <div class='items'> </div> </li> </ul> </div> </li> </ul> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class='intervalToggle'> <span class='new-toggle' href='javascript:void(0)'> <i class='material-icons arrow'>  </i> </span> <a class='toggle' href='javascript:void(0)' style='display: none'> <span class='zippy'> <i class='material-icons'>  </i>   </span> </a> <a class='post-count-link' href='https://security.googleblog.com/2011/'> 2011 </a> </div> <div class='items'> <ul class='hierarchy'> <li class='archivedate collapsed'> <div class=''> <a class='post-count-link' 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