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    <title>DEV Community: Paul Molyanov</title>
    <description>The latest articles on DEV Community by Paul Molyanov (@paul_molyanov).</description>
    <link>https://dev.to/paul_molyanov</link>
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      <title>DEV Community: Paul Molyanov</title>
      <link>https://dev.to/paul_molyanov</link>
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    <item>
      <title>How to Find and Fix Broken Links: The Complete Guide 2025</title>
      <dc:creator>Paul Molyanov</dc:creator>
      <pubDate>Fri, 31 Oct 2025 08:07:48 +0000</pubDate>
      <link>https://dev.to/paul_molyanov/how-to-find-and-fix-broken-links-the-complete-guide-2025-591p</link>
      <guid>https://dev.to/paul_molyanov/how-to-find-and-fix-broken-links-the-complete-guide-2025-591p</guid>
      <description>&lt;p&gt;Over time, websites accumulate broken links—pages get deleted, URLs change, and errors pile up in the code. As a result, visitors clicking such links see a "404: page not found" message and leave. Search engines perceive this as a sign of outdated content, causing the site's rankings to decline.&lt;/p&gt;

&lt;p&gt;The most common error is &lt;strong&gt;404 Not Found&lt;/strong&gt;, which means "there's nothing here anymore." However, other status codes help diagnose the problem:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;400 Bad Request&lt;/strong&gt;: The request contains an error. It's like dictating an address with a typo, and your GPS can't calculate the route.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;403 Forbidden&lt;/strong&gt;: Access denied. The page exists, but the server won't let you view it—like trying to enter an exclusive club without an invitation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;410 Gone&lt;/strong&gt;: The resource is permanently deleted. Unlike a 404 error, this status indicates the content won't return in the future.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;500 Internal Server Error&lt;/strong&gt;: Server-side problem. The issue isn't with your request but with the website itself.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;503 Service Unavailable&lt;/strong&gt;: Service temporarily unavailable. Usually due to overload or maintenance. Just wait and try again later.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Broken Links Appear
&lt;/h2&gt;

&lt;p&gt;Dead links don't appear out of nowhere. Their emergence typically follows three scenarios:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Content deletion&lt;/strong&gt;. A company stopped selling a product and removed its page, but links to it remained in old article compilations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;URL changes&lt;/strong&gt;. During redesign or SEO optimization, the /services/prodvizhenie section URL might change to /prodvizhenie. Without proper redirection (redirect), old links become broken.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Human error&lt;/strong&gt;. Typos when manually entering URLs are common. If users consistently make the same mistake, it's a signal for the webmaster.&lt;/p&gt;

&lt;p&gt;Sometimes a site may be temporarily unavailable due to hosting issues, appearing to visitors as a broken link.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Regular Broken Link Removal Matters
&lt;/h2&gt;

&lt;p&gt;Dead links signal a poorly maintained website, undermining its authority with both users and search engines.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Reduced audience loyalty&lt;/strong&gt;. Users encountering a 404 error will likely close the tab and never return. This creates an impression of abandonment and unreliability.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Search engine penalties&lt;/strong&gt;. For Yandex and Google robots, numerous broken links indicate low website quality. Consequently, rankings may drop in favor of better-maintained competitors.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AI algorithm neglect&lt;/strong&gt;. Modern search engines actively use artificial intelligence to assess page relevance. Error-riddled sites will be recommended less frequently in search results.&lt;/p&gt;

&lt;h2&gt;
  
  
  Top 11 Tools for Finding Broken Links
&lt;/h2&gt;

&lt;p&gt;Manually searching for broken links on a website with hundreds of pages is a herculean task. Special tools help automate and accelerate this process.&lt;/p&gt;

&lt;h3&gt;
  
  
  1. &lt;a href="https://chrome.google.com/webstore/detail/broken-link-checker/" rel="noopener noreferrer"&gt;Broken Link Checker&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;An easy-to-use free extension for Google Chrome browser. This tool is invaluable for quickly checking landing pages or content before publication, whether it's a blog article, catalog page, or longread. After installation and clicking the plugin icon, it scans all links on the open page in seconds and highlights them with different colors:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Green&lt;/strong&gt;: working links, everything's fine&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Red&lt;/strong&gt;: broken links requiring fixes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Blue&lt;/strong&gt;: redirects indicating redirection&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For deeper analysis, check results can be exported as a CSV file. The report contains all necessary information: the URL itself, its status code (200, 404, 301, etc.), anchor text, and description. Such a file is convenient to share with developers or attach to an SEO audit.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1cqn9ufqgkmx4y9lezis.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1cqn9ufqgkmx4y9lezis.png" alt=" " width="700" height="408"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Free, fast, convenient color coding, and export capability.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Functionality limited to one page at a time.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. &lt;a href="https://search.google.com/search-console" rel="noopener noreferrer"&gt;Google Search Console&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Free tool from Google for webmasters. After adding your site and verifying ownership, you gain access to detailed analytics. The 404 error report is located in the "Pages" section.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Official data from the search engine, complete site overview, free.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Requires domain verification, information appears with delay.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. &lt;a href="https://webmaster.yandex.com/" rel="noopener noreferrer"&gt;Yandex Webmaster&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Similar service from Yandex, essential for promotion in the Russian-speaking market. The list of pages with 404 errors can be found by navigating to "Indexing" → "Pages in Search," then selecting the "Excluded Pages" filter.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Free, shows the site through Yandex's eyes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Also requires ownership verification and doesn't update data in real-time.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. &lt;a href="https://www.screamingfrog.co.uk/seo-spider/" rel="noopener noreferrer"&gt;Screaming Frog SEO Spider&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Professional desktop software for comprehensive SEO audits. The free version allows scanning up to 500 pages. To find broken links, start a scan and filter URLs with 4xx and 5xx errors in the "Response Codes" section.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Provides exhaustive information beyond just links.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Paid for large sites, interface may intimidate beginners.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. &lt;a href="https://chrome.google.com/webstore/detail/check-my-links/" rel="noopener noreferrer"&gt;Check My Links&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Another useful Chrome browser extension. Functionally very similar to Broken Link Checker: quickly checks the active page and highlights non-working URLs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Works out of the box, requires no complex setup.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Not suitable for comprehensive full-site analysis.&lt;/p&gt;

&lt;h3&gt;
  
  
  6. &lt;a href="http://xenus-link-sleuth.en.softonic.com/" rel="noopener noreferrer"&gt;Xenu's Link Sleuth&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Veteran Windows program that, despite its archaic appearance, still excellently performs its task. It's completely free and can scan even very large sites, producing a detailed report.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Flx127uxnf117wqye9jlb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Flx127uxnf117wqye9jlb.png" alt=" " width="700" height="392"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Absolutely free, no page limit.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Outdated design, available only for Windows users.&lt;/p&gt;

&lt;h3&gt;
  
  
  7. &lt;a href="http://www.siteliner.com/" rel="noopener noreferrer"&gt;Siteliner&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Online scanner that helps find duplicate content in addition to broken links. Free checking is limited to 250 pages, which may suffice for a small business card site or blog.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Comprehensive approach (links + duplicates).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Significant limitations in free version.&lt;/p&gt;

&lt;h3&gt;
  
  
  8. &lt;a href="https://www.deadlinkchecker.com/" rel="noopener noreferrer"&gt;Dead Link Checker&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Specialized online service for finding broken links. Allows checking both individual URLs and entire sites, then generates a simple, clear report.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: No installation required, intuitively understandable.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Free plan has limitations.&lt;/p&gt;

&lt;h3&gt;
  
  
  9. &lt;a href="https://topvisor.com/" rel="noopener noreferrer"&gt;Topvisor&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Russian multifunctional SEO platform oriented toward professionals. Checking for broken links is just one of many functions. The service requires payment.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Powerful tool for comprehensive SEO audits and monitoring.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Paid, functionality is excessive for one-time checks.&lt;/p&gt;

&lt;h3&gt;
  
  
  10. &lt;a href="https://sitechecker.pro/" rel="noopener noreferrer"&gt;Sitechecker&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Another professional SEO platform with a wide range of tools, including site audits for dead links. Suitable for agencies and large projects.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxjrkbnwxoc076pncdx64.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxjrkbnwxoc076pncdx64.png" alt=" " width="700" height="394"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Deep analytics and visual reports.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: Requires paid subscription.&lt;/p&gt;

&lt;h3&gt;
  
  
  11. &lt;a href="https://www.wix.com/tools/broken-link-checker" rel="noopener noreferrer"&gt;Wix Broken Link Checker&lt;/a&gt;
&lt;/h3&gt;

&lt;p&gt;Simple and publicly accessible online tool from the creators of the popular website builder. Allows free checking of any site, regardless of which platform it's built on.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pros&lt;/strong&gt;: Completely free, no registration required, works for any website.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cons&lt;/strong&gt;: None identified.&lt;/p&gt;

&lt;h2&gt;
  
  
  What to Do with Found Errors? Step-by-Step Plan
&lt;/h2&gt;

&lt;p&gt;Discovering broken links is only half the battle. The crucial part is fixing them properly. Follow a clear plan: analysis → problem identification → correction.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 1. Analysis and Prioritization
&lt;/h3&gt;

&lt;p&gt;After receiving a report with broken links, don't rush to fix everything at once. First, assess the scale of the problem and determine which errors require immediate attention. Not all broken links are equally critical. Analyze each link to understand its value. Pay attention to how many visitors attempted to access it. This helps set priorities:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Popular page changed address&lt;/strong&gt; (e.g., vashsait.ru/blog, 56 visits/month). You can't afford to lose such traffic. &lt;strong&gt;Solution&lt;/strong&gt;: Set up a 301 redirect to the new URL vashsait.ru/articles.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Link to outdated content&lt;/strong&gt; (e.g., vashsait.ru/summer-sale-2025, 0 visits/month). The page was created for a temporary promotion that already ended and holds no value. &lt;strong&gt;Solution&lt;/strong&gt;: Remove all mentions and links to it from the site.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Link with typo in address&lt;/strong&gt; (e.g., vashsait.ru/cataloge, 23 visits/month). The typo is obvious, but visitors still try to access the page. &lt;strong&gt;Solution&lt;/strong&gt;: Set up a 301 redirect from the incorrect address to the correct vashsait.ru/catalog to avoid losing these users.&lt;/p&gt;

&lt;p&gt;This approach allows you to concentrate efforts on genuinely important pages that bring traffic and avoid wasting resources on fixing links nobody needs.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 2. Fixing Typos
&lt;/h3&gt;

&lt;p&gt;The simplest cause of a broken link is a basic typo in the URL that you or your content manager made when creating the page. In this case, simply correct the address.&lt;/p&gt;

&lt;p&gt;It's more complex when users themselves make mistakes typing the address manually. If you notice people regularly trying to access a certain non-existent page (/contakts instead of /contacts), the best solution is setting up a redirect from it to the correct address.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 3. Setting Up Redirects
&lt;/h3&gt;

&lt;p&gt;Redirection is the primary tool for fixing broken links caused by URL changes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;301 (permanent) redirect&lt;/strong&gt; is used when a page has definitively and permanently "moved" to a new address.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;302 (temporary) redirect&lt;/strong&gt; is applied when a page is unavailable only temporarily (for example, during maintenance).&lt;/p&gt;

&lt;p&gt;There are two main ways to set up redirection:&lt;/p&gt;

&lt;h4&gt;
  
  
  1. Editing the .htaccess File
&lt;/h4&gt;

&lt;p&gt;This is an Apache web server configuration file typically located in the site's root folder. By adding special directives to it, you can configure complex redirection rules.&lt;/p&gt;

&lt;p&gt;Example code for a 301 redirect from an old page to a new one:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;RewriteEngine On
RewriteCond %{HTTP_HOST} vashsait.ru
RewriteRule ^old-page$ http://vashsait.ru/new-page [R=301,L]
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Important&lt;/strong&gt;: Cyrillic domains (for example, .рф) need to be converted to the special Punycode format for the .htaccess file using online converters.&lt;/p&gt;

&lt;h4&gt;
  
  
  2. Using CMS Plugins and Built-in Modules
&lt;/h4&gt;

&lt;p&gt;This method is much simpler and safer for those who don't want to dive into code. Most content management systems have convenient tools for setting up redirects:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;WordPress&lt;/strong&gt;: &lt;a href="https://wordpress.org/plugins/redirection/" rel="noopener noreferrer"&gt;Redirection&lt;/a&gt; plugin or built-in SEO plugin capabilities (Yoast, Rank Math).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Bitrix&lt;/strong&gt;: Built-in "Redirects" section in the admin panel.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tilda&lt;/strong&gt;: In each page's settings, you can specify a new address for redirection.&lt;/p&gt;

&lt;h2&gt;
  
  
  What to Do with External Broken Links?
&lt;/h2&gt;

&lt;p&gt;Sometimes other websites may link to a non-existent page on your site. Such links also harm your SEO. If you find such a link, contact the donor site's owner and ask them to update the URL.&lt;/p&gt;

&lt;p&gt;First and foremost, fix external links that are genuinely important:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Lead from authoritative and thematically relevant resources&lt;/li&gt;
&lt;li&gt;Bring real traffic to your site&lt;/li&gt;
&lt;li&gt;Point to important commercial pages (product cards, services, shopping cart)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If an obscure forum links to you or the link brings no traffic, spending time corresponding with the webmaster is likely not worthwhile.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Regular website checking for broken links isn't a one-time task but an essential part of technical site maintenance. Making this procedure a habit will not only improve user experience but also increase search engine trust, inevitably leading to better rankings and increased traffic.&lt;/p&gt;

</description>
      <category>seo</category>
      <category>marketing</category>
      <category>webdev</category>
      <category>resources</category>
    </item>
    <item>
      <title>I Built My Own Service Using Neural Networks Without Knowing Code</title>
      <dc:creator>Paul Molyanov</dc:creator>
      <pubDate>Fri, 17 Oct 2025 20:57:59 +0000</pubDate>
      <link>https://dev.to/paul_molyanov/i-built-my-own-service-using-neural-networks-without-knowing-code-52ja</link>
      <guid>https://dev.to/paul_molyanov/i-built-my-own-service-using-neural-networks-without-knowing-code-52ja</guid>
      <description>&lt;p&gt;I've been following neural networks for a long time—back in 2016, I wrote an article about how these things would do all the work for copywriters and editors. Back then, AI was very dumb, and only geeks played with it, detecting cat faces in photos of random stuff.&lt;/p&gt;

&lt;p&gt;I seriously dove into the technology around 2023 when more or less adequate ChatGPT and Midjourney models appeared. Since then, I started figuring out neural networks, created Neurozeh, and now use AI every day in work and daily life.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I Wanted to Create a Service Using Only Neural Networks&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I already have a running business that's doing well without my constant involvement. I wanted to launch something for myself—a service that would generate additional income. I didn't want to involve developers or spend months on development, so I decided to make something simple. The main criteria were:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;There's already demand for the service—something similar is being searched for in search engines. I definitely didn't want to reinvent the wheel&lt;/li&gt;
&lt;li&gt;The service can be quickly built and tested. And if it "doesn't take off," just move on to building a new one&lt;/li&gt;
&lt;li&gt;In the future, the service can be promoted through SEO and potentially monetized&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A browser extension fit these parameters best. It's easy to code and doesn't require complex maintenance. And if you make it for Chrome, Google will give the extension priority in search.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What I Did and How, Step by Step&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Found an idea using ChatGPT.&lt;/strong&gt; In Deep Research mode, I asked the neural network to find ideas for extensions that already exist and are in demand, meaning they have proven demand. I set these criteria:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Already exist on the market: meaning the idea isn't "pulled from thin air" but confirmed by real users&lt;/li&gt;
&lt;li&gt;At least 10,000 users—this was the demand threshold&lt;/li&gt;
&lt;li&gt;Professional tool: oriented not toward mass entertainment but toward specialists. For example, SEO specialists, developers, product managers&lt;/li&gt;
&lt;li&gt;Reviews present, to exclude manipulation and ensure the app is actually used&lt;/li&gt;
&lt;li&gt;Ease of implementation—ChatGPT should assess complexity from a junior's perspective or a conditionally competent user&lt;/li&gt;
&lt;li&gt;No server-side component—so there's no need to deploy backend and infrastructure&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Prompt:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;I want to develop my own Chrome extension and am looking for ideas. Your task is to find 30 ideas for me.&lt;/em&gt;&lt;br&gt;
&lt;em&gt;As ideas, we'll take already existing extensions—meaning ones for which there's obvious demand. So you need to find 30 already existing extensions that have users.&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Select by these criteria:&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- More than 10,000 users in chromewebstore&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- One simple function. Don't need complex overloaded services, need something simple&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- Easy to implement. I'm not a great programmer and won't be able to make something complex. Need something that can be hacked together in 2 weeks&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- Developer is not a corporation. No point competing with Adobe or Microsoft, zero chance of beating them&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- Target audience of the extension is specialists. That is, it's a tool that helps people do their work, save time, etc. Entertainment, games, wallpapers, services "for everyone" like downloading videos from YouTube—don't fit&lt;/em&gt;&lt;br&gt;
&lt;em&gt;- There's SEO demand for the service's functionality. It does something that people search for on Google&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Give answers in this format:&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Extension name&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Link to chromewebstore&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Number of users&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Brief description of what it does&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Number of reviews&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Average rating&lt;/em&gt;&lt;br&gt;
&lt;em&gt;Your comment on why you believe in this idea&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Then I asked it to find fifty applications that fit my criteria and started manually reviewing them. I clicked around, looked at interfaces, documentation, target audience. Then checked queries through Semrush to make sure there was search traffic on the topic.&lt;/p&gt;

&lt;p&gt;In the final, 3-4 ideas made it through, one of which was a broken link checking service. I postponed some of the rest for later, and eventually rejected one. It was an idea for integrating a neural network with Google Calendar—but that's already being done in Gemini.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Built the first version of the service in ChatGPT.&lt;/strong&gt; I described the extension idea to the neural network and gave basic requirements like: "make a service that finds all links on a page and checks them." The process began.&lt;/p&gt;

&lt;p&gt;ChatGPT generated code that worked but looked bad and was difficult to use. Plus, coding through this neural network is very hard—the bot outputs responses as an archive that needs to be unpacked on the computer. It takes long and tedious, but importantly, it works. This reassured me, and I decided to take the process seriously.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Manually drew the interface in Figma.&lt;/strong&gt; I ran through future competitors and tested their services. I screenshotted and wrote down what I liked, but importantly—what needed to be fixed in my future application:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Someone had an overloaded interface&lt;/li&gt;
&lt;li&gt;Someone had too many buttons&lt;/li&gt;
&lt;li&gt;Someone hid links too deep&lt;/li&gt;
&lt;li&gt;Someone simply showed HTTP codes—and that's it&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In general, I fixed all the interface flaws of competitors and got my own design. Exported the file from Figma and took it to another service—Cursor.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Started coding in Cursor with the Claude 4 Sonnet model.&lt;/strong&gt; Although I studied to be a developer, my experience is only at university graduate level. In theory, I understand something, but I couldn't write a full-fledged service. So my communication with the neural network looked like this:&lt;/p&gt;

&lt;p&gt;&lt;em&gt;— do this and that, it should work like this&lt;/em&gt;&lt;br&gt;
&lt;em&gt;— [neural network outputs code]&lt;/em&gt;&lt;br&gt;
&lt;em&gt;— fix this and that so it works like this...&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;I simply described to the neural network how the application should work and reported if it wasn't working correctly. I fit the entire process into several sequential steps:&lt;/p&gt;

&lt;p&gt;First, I asked to create a basic Chrome extension that simply opens a popup with my interface. That is, literally a window with what I drew in Figma. As soon as the neural network succeeded, I started asking it to roll out functionality: so buttons became buttons, lists became lists. Gradually I brought the HTML and CSS in order.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Compiled detailed requirements for the neural network:&lt;/strong&gt; I described in it exactly how the service should work. Explained what each button is responsible for and loaded it all into the neural network.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Gradually in Cursor started working through each option&lt;/strong&gt; for the application in the format "one step = one feature." My approximate order was:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Collecting all links on the open page—automatic parsing&lt;/li&gt;
&lt;li&gt;Sending HTTP requests to each link to check status: 200, 404, 502, etc.&lt;/li&gt;
&lt;li&gt;Saving results and visual indication: green = ok, red = error&lt;/li&gt;
&lt;li&gt;Filtering links by status so you can quickly find needed ones&lt;/li&gt;
&lt;li&gt;Highlighting problematic links right on the page&lt;/li&gt;
&lt;li&gt;Settings system—choosing display and processing mode&lt;/li&gt;
&lt;li&gt;Link counter—total, working, broken, and other statuses&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But this is easy in text, while in reality it required many iterations. You write one sentence, it makes it, you click in the browser, doesn't work. Then you write: "dude, doesn't work, here's a screenshot"—it keeps working on it. So you run back and forth.&lt;/p&gt;

&lt;p&gt;And Cursor can suddenly break everything and stubbornly not understand where to look for the error. So fairly quickly I realized I needed to make backups—then the program can be rolled back to the previous version when everything worked. During development, I rolled back dozens of times.&lt;/p&gt;

&lt;p&gt;It may happen that some bugs can't be fixed at all. In this case, I recommend going to ChatGPT with approximately this request: "I'm making application X, I'm having problem Y. Think about what the problem might be and how it can be solved." With web search enabled, ChatGPT will start googling and looking for how other people solved similar problems.&lt;/p&gt;

&lt;p&gt;When you get ChatGPT's answer, you can send it to Cursor with this prompt: "An independent expert suggested this solution to the problem [ChatGPT's advice]." High probability that after this everything will work.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The service development took me about eight hours&lt;/strong&gt;—from drawing in Figma to a fully working version of the extension. At the same time, I didn't write a single line of code myself—and the neural network would clearly have done better =)&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Created SEO description using Claude.&lt;/strong&gt; I exported keywords for SEO using Semrush, wrote the service name, and created its short and long descriptions using the neural network. Honestly, I sat all evening making this stupid description. I think if I'd written it myself—it would have been faster. But it was important to me to do everything with neural networks.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Adapted the extension for different languages.&lt;/strong&gt; I initially planned to promote through SEO, without paid traffic. So to increase reach, I needed to properly adapt everything for foreign markets.&lt;/p&gt;

&lt;p&gt;I had a ready SEO description in English—but needed to translate it to other popular languages, 52 in total. I did translations through ChatGPT. But not just like that, but so it would collect key phrases by which similar services are searched for in that language. The neural network downloaded descriptions of other extensions and added keywords to my descriptions.&lt;/p&gt;

&lt;p&gt;Translations took one evening of intensive work. Probably, without neural networks, I would have spent more time just looking for contractors.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Application Is Already Published in the Store&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Now it can be installed in the Chrome extension market, it's called Broken Link Checker — &lt;a href="https://chromewebstore.google.com/detail/broken-link-checker/cipdlgmjblnniiicohcmcafcncippbha" rel="noopener noreferrer"&gt;https://chromewebstore.google.com/detail/broken-link-checker/cipdlgmjblnniiicohcmcafcncippbha&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Development took about 30 hours.&lt;/strong&gt; Most of them went to finding an idea and SEO, while the actual "programming" required about 8 hours. I think a working product in just a week is a good result.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The extension already has first users.&lt;/strong&gt; In total, 1,000 people have installed it, and over 600 of them launch it at least once a week. The audience is gradually growing, which means my plan is working—SEO traffic really brings people to the product =)&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recently launched on Product Hunt, collected 24 upvotes. The extension has 10 reviews.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Investment in the application turned out small.&lt;/strong&gt; ChatGPT and Claude cost me about $20 each—but I pay for them every month anyway. Claude Sonnet API, which I used through Cursor—another $90. Development, design, copywriting, and translations collectively would have cost over one hundred thousand rubles. Can't say I saved money—I spent my time too. But it was an interesting experiment.&lt;/p&gt;

&lt;p&gt;Most importantly—with neural networks I was actually able to develop this application. Without them, I would have had to dig through documentation, watch all kinds of Python guides, and much more. In general, it would have taken much more time. With neural networks, I assembled a working project on my lap, in a few evenings of intensive work and without bringing in outside specialists.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Preparing the Extension for Monetization&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Now the service is gradually being connected by new users. I plan to grow the audience to 10,000 people through SEO, without paid traffic. And after that, launch monetization.&lt;/p&gt;

&lt;p&gt;Most likely, monetization will be through subscription or additional features that can be implemented on a paid plan. Similar products are already selling on the market, and they cost around $50. Even if I just compete on price and set it at $40—I'll still be in the plus.&lt;/p&gt;

&lt;p&gt;I think this isn't my last application. I have several more ideas in my plans that I'd like to implement. If everything works out, I'll start stamping out such services once a quarter—maybe one of them will take off.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>programming</category>
      <category>extensions</category>
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