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    <title>DEV Community: An La</title>
    <description>The latest articles on DEV Community by An La (@kikiman).</description>
    <link>https://dev.to/kikiman</link>
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      <title>DEV Community: An La</title>
      <link>https://dev.to/kikiman</link>
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    <item>
      <title>IP-Find: A Free IP Intelligence and Network Diagnostic Tool What I Built</title>
      <dc:creator>An La</dc:creator>
      <pubDate>Mon, 02 Nov 2026 12:29:39 +0000</pubDate>
      <link>https://dev.to/kikiman/ip-find-a-free-ip-intelligence-and-network-diagnostic-toolwhat-i-built-50j2</link>
      <guid>https://dev.to/kikiman/ip-find-a-free-ip-intelligence-and-network-diagnostic-toolwhat-i-built-50j2</guid>
      <description>&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;Hey everyone! 👋&lt;/p&gt;

&lt;p&gt;I'm excited to share my latest project: &lt;strong&gt;&lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;IP-Find&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;I'm a no-code enthusiast interested in AI, web scraping, IP intelligence, and network technologies. With the help of AI-powered development tools, I built IP-Find to make IP detection and network analysis more useful and accessible.&lt;/p&gt;

&lt;p&gt;Unlike traditional IP lookup tools that mainly provide basic location information, IP-Find combines multiple public IP intelligence sources to provide a more comprehensive view of an IP address.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Key features include:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;🌍 &lt;strong&gt;IP Lookup:&lt;/strong&gt; Detect public IPv4/IPv6 addresses, geolocation, ISP, and ASN information.&lt;/li&gt;
&lt;li&gt;🔍 &lt;strong&gt;Multi-Source Detection:&lt;/strong&gt; Integrate 16 public IP intelligence sources across different categories for cross-reference.&lt;/li&gt;
&lt;li&gt;🤖 &lt;strong&gt;AI IP Risk Scoring:&lt;/strong&gt; Evaluate IP network characteristics for services such as ChatGPT, Claude, Gemini, and more.&lt;/li&gt;
&lt;li&gt;📊 &lt;strong&gt;Scenario-Based Assessment:&lt;/strong&gt; Provide reference risk assessments for AI applications, TikTok, social media, and cross-border e-commerce.&lt;/li&gt;
&lt;li&gt;🛡️ &lt;strong&gt;Network Diagnostics:&lt;/strong&gt; Detect potential WebRTC leaks and provide DNS diagnostics.&lt;/li&gt;
&lt;li&gt;⚡ &lt;strong&gt;Connectivity Testing:&lt;/strong&gt; Test network connectivity to selected websites and AI platforms.&lt;/li&gt;
&lt;li&gt;🔗 &lt;strong&gt;Free JSON API:&lt;/strong&gt; Allow developers to integrate IP lookup functionality into their own projects without API key registration.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;One of the features I'm most excited about is the AI-oriented IP scoring system. Instead of using one universal standard, IP-Find applies different reference rules based on the target platform and usage scenario.&lt;/p&gt;

&lt;p&gt;My goal is to make IP information more actionable for developers and technical users.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;🌐 &lt;strong&gt;Live Website:&lt;/strong&gt; &lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;https://ip-find.com/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Try it yourself! You can check your current IP, explore multiple intelligence sources, test network connectivity, and view AI-oriented IP risk assessments.&lt;/p&gt;

&lt;p&gt;API Documentation: &lt;a href="https://ip-find.com/docs" rel="noopener noreferrer"&gt;https://ip-find.com/docs&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Scoring Methodology: &lt;a href="https://ip-find.com/ai-ip-method" rel="noopener noreferrer"&gt;https://ip-find.com/ai-ip-method&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;No registration required. Just open the website and give it a try!&lt;/p&gt;

&lt;h2&gt;
  
  
  Partner Technologies
&lt;/h2&gt;

&lt;p&gt;I built this project with the help of AI-powered development tools and a no-code development workflow.&lt;/p&gt;

&lt;p&gt;AI played an important role in helping me explore technical solutions, develop features, refine detection logic, and turn ideas into a working product.&lt;/p&gt;

&lt;p&gt;I also integrated multiple public IP intelligence providers and network data sources to build a more comprehensive IP analysis experience.&lt;/p&gt;

&lt;p&gt;I haven't integrated a specific MLH partner technology into this project yet, but I'm looking forward to exploring more technologies and learning from the community.&lt;/p&gt;

&lt;h2&gt;
  
  
  Hackathon Experience
&lt;/h2&gt;

&lt;p&gt;This project represents my enthusiasm for AI-assisted development and building useful tools as an independent creator.&lt;/p&gt;

&lt;p&gt;I'm still learning, experimenting, and improving my development skills. Participating in the DEV community challenge is a great opportunity for me to share what I've built, discover new technologies, and connect with developers who have similar interests.&lt;/p&gt;

&lt;p&gt;Since IP-Find is still a newly launched project, I'm especially looking forward to receiving feedback from the community.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;I'd love to hear your thoughts!&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What other IP intelligence sources should I integrate?&lt;/li&gt;
&lt;li&gt;What features would make this tool more useful?&lt;/li&gt;
&lt;li&gt;How could I improve the current IP risk scoring methodology?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Feel free to try it, share your feedback, or suggest new ideas!&lt;/p&gt;

&lt;p&gt;Thanks for checking out my project. Let's keep building and learning together! 🚀&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Project:&lt;/strong&gt; &lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;https://ip-find.com/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>mlhacks</category>
      <category>devchallenge</category>
      <category>hackathon</category>
    </item>
    <item>
      <title>I Built a Free IP Intelligence Tool with Multi-Source Detection and AI-Oriented Risk Scoring — Meet IP-Find</title>
      <dc:creator>An La</dc:creator>
      <pubDate>Mon, 02 Nov 2026 12:05:38 +0000</pubDate>
      <link>https://dev.to/kikiman/i-built-a-free-ip-intelligence-tool-with-multi-source-detection-and-ai-oriented-risk-scoring-meet-2pdh</link>
      <guid>https://dev.to/kikiman/i-built-a-free-ip-intelligence-tool-with-multi-source-detection-and-ai-oriented-risk-scoring-meet-2pdh</guid>
      <description>&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgnciqbkqrjzayaaqdbdw.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgnciqbkqrjzayaaqdbdw.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Hey DEV Community! 👋&lt;/p&gt;

&lt;p&gt;I'm excited to introduce a small project I've recently built: &lt;strong&gt;&lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;IP-Find&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;I'm a no-code enthusiast with a strong interest in AI, web scraping, IP intelligence, and network-related technologies. I've been experimenting with AI-powered development tools and using them to turn ideas into practical little utilities.&lt;/p&gt;

&lt;p&gt;IP-Find is one of my recent projects.&lt;/p&gt;

&lt;p&gt;The idea started with a simple question:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why do most IP lookup tools only tell you where an IP address is located, but don't really help you understand whether that IP is suitable for a particular use case?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;For example:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Is this IP coming from a residential network or a data center?&lt;/li&gt;
&lt;li&gt;Is it associated with a proxy, VPN, or Tor exit node?&lt;/li&gt;
&lt;li&gt;Are there any DNS or WebRTC leaks?&lt;/li&gt;
&lt;li&gt;Is this IP suitable for accessing AI services such as ChatGPT, Claude, or Gemini?&lt;/li&gt;
&lt;li&gt;Does this IP look appropriate for a particular target market or application?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I wanted to build something that could provide more useful information than a basic IP lookup.&lt;/p&gt;

&lt;p&gt;That's how IP-Find came to life.&lt;/p&gt;

&lt;p&gt;🌐 &lt;strong&gt;Website:&lt;/strong&gt; &lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;https://ip-find.com/&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  1. What Is IP-Find?
&lt;/h2&gt;

&lt;p&gt;IP-Find is a free IP intelligence and network diagnostic tool designed to help developers, researchers, and everyday users better understand their network environments.&lt;/p&gt;

&lt;p&gt;It supports both IPv4 and IPv6 and provides several types of network information and diagnostic capabilities in one place.&lt;/p&gt;

&lt;p&gt;The main features include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Public IP address detection&lt;/li&gt;
&lt;li&gt;IP geolocation and ISP information&lt;/li&gt;
&lt;li&gt;ASN and network organization lookup&lt;/li&gt;
&lt;li&gt;Proxy, VPN, hosting, and Tor detection&lt;/li&gt;
&lt;li&gt;Multi-source IP intelligence&lt;/li&gt;
&lt;li&gt;AI service IP risk assessment&lt;/li&gt;
&lt;li&gt;Scenario-based IP risk scoring&lt;/li&gt;
&lt;li&gt;WebRTC leak detection&lt;/li&gt;
&lt;li&gt;DNS resolver and egress detection&lt;/li&gt;
&lt;li&gt;IP connectivity testing&lt;/li&gt;
&lt;li&gt;Batch IP lookup&lt;/li&gt;
&lt;li&gt;Local query history&lt;/li&gt;
&lt;li&gt;Free JSON API&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The goal is to make IP information easier to understand and more useful for real-world applications.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Multi-Source IP Intelligence: More Than a Single Database
&lt;/h2&gt;

&lt;p&gt;This is one of the features I particularly wanted to focus on.&lt;/p&gt;

&lt;p&gt;Many basic IP lookup tools rely on one or a small number of geolocation databases. However, different databases can return different information for the same IP address.&lt;/p&gt;

&lt;p&gt;An IP might be classified as residential by one provider but identified as hosting infrastructure by another.&lt;/p&gt;

&lt;p&gt;Instead of relying on a single source, IP-Find combines multiple public data sources and cross-checks information from different perspectives.&lt;/p&gt;

&lt;p&gt;Currently, the main IP information providers include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;ip-api.com&lt;/li&gt;
&lt;li&gt;ipwho.is&lt;/li&gt;
&lt;li&gt;ip.sb&lt;/li&gt;
&lt;li&gt;IPinfo&lt;/li&gt;
&lt;li&gt;Tor Project&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In addition, IP-Find integrates a reference panel covering &lt;strong&gt;16 public data sources&lt;/strong&gt; across six categories:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Category&lt;/th&gt;
&lt;th&gt;What it helps identify&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Registration&lt;/td&gt;
&lt;td&gt;IP allocation and registration information&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Identity&lt;/td&gt;
&lt;td&gt;Network ownership and organization details&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Routing&lt;/td&gt;
&lt;td&gt;ASN and routing-related information&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Proxy Detection&lt;/td&gt;
&lt;td&gt;Proxy, VPN, and hosting-related signals&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Threat Intelligence&lt;/td&gt;
&lt;td&gt;Public threat and abuse indicators&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Exposure&lt;/td&gt;
&lt;td&gt;Internet-facing assets and exposure signals&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Some of the additional sources include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;RIR RDAP&lt;/li&gt;
&lt;li&gt;RIPEstat&lt;/li&gt;
&lt;li&gt;IP2Location&lt;/li&gt;
&lt;li&gt;Shodan InternetDB&lt;/li&gt;
&lt;li&gt;Spamhaus DROP&lt;/li&gt;
&lt;li&gt;proxycheck.io&lt;/li&gt;
&lt;li&gt;IPsum&lt;/li&gt;
&lt;li&gt;Feodo Tracker&lt;/li&gt;
&lt;li&gt;DShield&lt;/li&gt;
&lt;li&gt;Blocklist.de&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The purpose of combining these sources is not simply to collect more data.&lt;/p&gt;

&lt;p&gt;It's to provide a broader picture of an IP address and make it easier to identify inconsistencies between different intelligence providers.&lt;/p&gt;

&lt;p&gt;One important detail: different databases have different definitions and update schedules. A missing record does not automatically mean an IP is clean or safe.&lt;/p&gt;

&lt;p&gt;The multi-source reference panel is designed to provide additional evidence, rather than blindly turning every data point into a risk conclusion.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. AI-Oriented IP Risk Scoring
&lt;/h2&gt;

&lt;p&gt;This is probably the feature I'm most excited about.&lt;/p&gt;

&lt;p&gt;With the growing adoption of AI services, developers increasingly need to understand whether their network environment is suitable for accessing different AI platforms.&lt;/p&gt;

&lt;p&gt;However, a conventional IP lookup usually provides only basic information such as country, city, ISP, and ASN.&lt;/p&gt;

&lt;p&gt;I wanted to take this a step further.&lt;/p&gt;

&lt;p&gt;IP-Find introduces a lightweight IP risk scoring model for several popular AI services, including:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;ChatGPT&lt;/li&gt;
&lt;li&gt;OpenAI API&lt;/li&gt;
&lt;li&gt;Claude&lt;/li&gt;
&lt;li&gt;Gemini App&lt;/li&gt;
&lt;li&gt;Gemini API&lt;/li&gt;
&lt;li&gt;Grok&lt;/li&gt;
&lt;li&gt;Perplexity&lt;/li&gt;
&lt;li&gt;Microsoft Copilot&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Rather than assigning one universal score to every platform, the tool uses different reference rules for different services.&lt;/p&gt;

&lt;p&gt;The scoring model considers several factors:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Geographic Availability&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Whether the IP's country or region is included in the relevant service's officially published availability information.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Network Type&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Whether the IP appears to belong to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Residential networks&lt;/li&gt;
&lt;li&gt;Data center infrastructure&lt;/li&gt;
&lt;li&gt;Proxy or VPN networks&lt;/li&gt;
&lt;li&gt;Tor exit nodes&lt;/li&gt;
&lt;li&gt;Mobile networks&lt;/li&gt;
&lt;li&gt;Organization networks&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;3. IP Reputation&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Where an actual reputation data source is available, its signals can be considered. If a reputation feed is not connected, the tool reports that information as unavailable rather than assuming the IP has no negative records.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Original IP and Time Zone Consistency&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The scoring model also considers whether the IP appears to be a native network address and whether the browser's time zone is reasonably consistent with the IP's estimated time zone.&lt;/p&gt;

&lt;p&gt;Based on these signals, IP-Find calculates a reference score from 0 to 100.&lt;/p&gt;

&lt;p&gt;The general interpretation is:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Score&lt;/th&gt;
&lt;th&gt;Interpretation&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;75–100&lt;/td&gt;
&lt;td&gt;Relatively stable&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;45–74&lt;/td&gt;
&lt;td&gt;Use with caution&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;1–44&lt;/td&gt;
&lt;td&gt;Higher network risk&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;0&lt;/td&gt;
&lt;td&gt;Not suitable under the applicable rules&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;One important design decision: Gemini App and Gemini API are evaluated separately because their officially supported regions are not necessarily identical.&lt;/p&gt;

&lt;p&gt;I also avoid treating a high score as a guarantee of successful access.&lt;/p&gt;

&lt;p&gt;The score only evaluates network-layer characteristics. It cannot determine account history, phone number region, payment information, browser fingerprints, cookies, or a platform's internal risk decisions.&lt;/p&gt;

&lt;p&gt;You can read the scoring methodology here:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://ip-find.com/ai-ip-method" rel="noopener noreferrer"&gt;https://ip-find.com/ai-ip-method&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Scenario-Based IP Risk Assessment
&lt;/h2&gt;

&lt;p&gt;Different applications have different network requirements.&lt;/p&gt;

&lt;p&gt;An IP that works well for ordinary browsing may not necessarily be suitable for social media management, cross-border e-commerce, or accessing AI services.&lt;/p&gt;

&lt;p&gt;That's why I added scenario-based scoring.&lt;/p&gt;

&lt;p&gt;Currently, the tool provides reference assessments for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;TikTok and short-video platforms&lt;/li&gt;
&lt;li&gt;Cross-border e-commerce&lt;/li&gt;
&lt;li&gt;Social media operations&lt;/li&gt;
&lt;li&gt;AI applications&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For example, when evaluating an IP for cross-border e-commerce, the system considers network type, target market consistency, and other available risk signals.&lt;/p&gt;

&lt;p&gt;Users can select a target market or account registration region to obtain a more relevant assessment.&lt;/p&gt;

&lt;p&gt;I deliberately designed this feature so that the system does not automatically assume your current IP country is your target market.&lt;/p&gt;

&lt;p&gt;If no target market is selected, the tool will not generate a misleading scenario score.&lt;/p&gt;

&lt;p&gt;The idea is simple:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;An IP address should be evaluated in the context of how you intend to use it, rather than judged by a single universal standard.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  5. WebRTC and DNS Leak Detection
&lt;/h2&gt;

&lt;p&gt;IP location and network classification are only part of network diagnostics.&lt;/p&gt;

&lt;p&gt;Sometimes, users may also want to know whether their browser or DNS configuration is exposing additional network information.&lt;/p&gt;

&lt;p&gt;IP-Find includes two additional diagnostic tools.&lt;/p&gt;

&lt;h3&gt;
  
  
  WebRTC Leak Detection
&lt;/h3&gt;

&lt;p&gt;WebRTC can expose local or public network addresses through browser networking mechanisms.&lt;/p&gt;

&lt;p&gt;IP-Find uses the browser's native RTCPeerConnection functionality to collect ICE candidates and check whether additional addresses are exposed.&lt;/p&gt;

&lt;p&gt;The detection runs directly in the browser.&lt;/p&gt;

&lt;h3&gt;
  
  
  DNS Egress Detection
&lt;/h3&gt;

&lt;p&gt;The DNS diagnostic feature uses EDNS Client Subnet-related information to help identify the DNS resolver's apparent network location.&lt;/p&gt;

&lt;p&gt;There is one important technical limitation worth mentioning:&lt;/p&gt;

&lt;p&gt;When the service runs on a remote server, the DNS result represents the server's DNS egress, not necessarily the visitor's local DNS environment.&lt;/p&gt;

&lt;p&gt;IP-Find explicitly labels the result perspective to avoid confusing server-side information with the user's own network.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. IP Connectivity Testing
&lt;/h2&gt;

&lt;p&gt;Another useful feature is browser-based connectivity testing.&lt;/p&gt;

&lt;p&gt;You can test whether your current network can directly reach selected domestic and international websites and AI platforms.&lt;/p&gt;

&lt;p&gt;The test provides information about:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Network reachability&lt;/li&gt;
&lt;li&gt;Connection response time&lt;/li&gt;
&lt;li&gt;Whether a request times out or fails&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All tests are initiated directly from your browser rather than being routed through the IP-Find server.&lt;/p&gt;

&lt;p&gt;This makes it useful for quickly checking your current network environment.&lt;/p&gt;

&lt;p&gt;Please note that connectivity results only reflect the current network conditions. A failed request does not necessarily mean the target website is unavailable, and successful connectivity does not guarantee that an account can use the service.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. Batch IP Lookup and Query History
&lt;/h2&gt;

&lt;p&gt;For users who need to investigate multiple IP addresses, IP-Find also supports batch lookup.&lt;/p&gt;

&lt;p&gt;You can enter multiple IP addresses and view information such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;IP address&lt;/li&gt;
&lt;li&gt;Geographical location&lt;/li&gt;
&lt;li&gt;ISP and organization&lt;/li&gt;
&lt;li&gt;ASN&lt;/li&gt;
&lt;li&gt;Network type&lt;/li&gt;
&lt;li&gt;Risk information&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;There's also a local query history feature.&lt;/p&gt;

&lt;p&gt;You can review previous lookup results, clear your history, or export the records as JSON.&lt;/p&gt;

&lt;p&gt;One thing I wanted to keep simple: query history is stored in your browser's local storage rather than being maintained as a server-side user account history.&lt;/p&gt;

&lt;h2&gt;
  
  
  8. Free JSON API for Developers
&lt;/h2&gt;

&lt;p&gt;I also wanted IP-Find to be useful beyond its web interface.&lt;/p&gt;

&lt;p&gt;That's why I made its JSON API publicly accessible.&lt;/p&gt;

&lt;p&gt;Currently, the API offers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;No API key required&lt;/li&gt;
&lt;li&gt;No account registration required&lt;/li&gt;
&lt;li&gt;JSON responses&lt;/li&gt;
&lt;li&gt;IPv4 and IPv6 support&lt;/li&gt;
&lt;li&gt;Interactive API documentation&lt;/li&gt;
&lt;li&gt;OpenAPI specification&lt;/li&gt;
&lt;li&gt;IP-based rate limiting to prevent abuse&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Developers can integrate IP lookup and network information into their own scripts, applications, or workflows.&lt;/p&gt;

&lt;p&gt;API documentation:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://ip-find.com/docs" rel="noopener noreferrer"&gt;https://ip-find.com/docs&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;OpenAPI specification:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://ip-find.com/openapi.json" rel="noopener noreferrer"&gt;https://ip-find.com/openapi.json&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I hope this makes IP-Find useful not only for individual users but also for developers who want to build their own tools.&lt;/p&gt;

&lt;h2&gt;
  
  
  9. Privacy and Data Handling
&lt;/h2&gt;

&lt;p&gt;Privacy was another consideration during development.&lt;/p&gt;

&lt;p&gt;IP-Find currently does not require user registration and does not maintain a user account system.&lt;/p&gt;

&lt;p&gt;Some of the privacy-related design choices include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;No account registration required.&lt;/li&gt;
&lt;li&gt;Query history is stored locally in your browser.&lt;/li&gt;
&lt;li&gt;Query caching is kept in memory and expires automatically after 15 minutes.&lt;/li&gt;
&lt;li&gt;WebRTC ICE candidate analysis is performed locally in the browser.&lt;/li&gt;
&lt;li&gt;Google Analytics is loaded only if the visitor gives consent.&lt;/li&gt;
&lt;li&gt;No advertising or data-selling business model.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;IP addresses submitted for lookup may be sent to the relevant public data providers to retrieve their information.&lt;/p&gt;

&lt;p&gt;The server also maintains limited security and abuse-prevention logs with automatic rotation.&lt;/p&gt;

&lt;p&gt;You can find more details in the privacy section of the website.&lt;/p&gt;




&lt;h2&gt;
  
  
  10. Why I Built This Project
&lt;/h2&gt;

&lt;p&gt;To be honest, IP-Find is still a young project.&lt;/p&gt;

&lt;p&gt;I'm not a professional software engineer working with a large development team. I'm someone who enjoys exploring technology, experimenting with AI tools, and building small utilities that solve practical problems.&lt;/p&gt;

&lt;p&gt;I believe AI-assisted development has made it much easier for individuals to turn ideas into working products.&lt;/p&gt;

&lt;p&gt;Instead of just learning about technologies theoretically, I wanted to build something that other people could actually use.&lt;/p&gt;

&lt;p&gt;IP-Find is my attempt to combine several things I'm interested in:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;AI-assisted development&lt;/li&gt;
&lt;li&gt;IP intelligence and network diagnostics&lt;/li&gt;
&lt;li&gt;Public data source integration&lt;/li&gt;
&lt;li&gt;Practical risk assessment&lt;/li&gt;
&lt;li&gt;Developer-friendly tools and APIs&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;There are still many things I would like to improve.&lt;/p&gt;

&lt;p&gt;For example:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;More reliable and comprehensive IP intelligence sources.&lt;/li&gt;
&lt;li&gt;Better detection accuracy and more transparent scoring rules.&lt;/li&gt;
&lt;li&gt;More useful APIs for developers.&lt;/li&gt;
&lt;li&gt;Additional diagnostic capabilities.&lt;/li&gt;
&lt;li&gt;Better documentation and practical use cases.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I'm also very interested in hearing how other developers approach IP intelligence and network risk assessment.&lt;/p&gt;

&lt;h2&gt;
  
  
  11. Give It a Try and Share Your Feedback!
&lt;/h2&gt;

&lt;p&gt;IP-Find has just been launched, and I'd really appreciate it if some of you could give it a try.&lt;/p&gt;

&lt;p&gt;🌐 &lt;strong&gt;Website:&lt;/strong&gt; &lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;https://ip-find.com/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Whether you're an AI developer, web developer, data engineer, cybersecurity enthusiast, or someone who simply wants to understand their network environment, I'd love to hear your thoughts.&lt;/p&gt;

&lt;p&gt;Some questions I'm particularly interested in:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;What additional IP intelligence sources would you recommend integrating?&lt;/li&gt;
&lt;li&gt;What other factors should be considered in an IP risk scoring model?&lt;/li&gt;
&lt;li&gt;Are there any useful IP diagnostic features you think are missing?&lt;/li&gt;
&lt;li&gt;Would you find the public JSON API useful in your own projects?&lt;/li&gt;
&lt;li&gt;How would you improve the current AI-oriented IP scoring methodology?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Please feel free to leave comments, report bugs, or share suggestions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;This project is still at an early stage, and I'm hoping to make it better with feedback and ideas from the developer community.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;If you find it useful, feel free to bookmark it or share it with someone who might need it.&lt;/p&gt;

&lt;p&gt;Thanks for reading, and I'm looking forward to connecting with more like-minded developers here on DEV! 🚀&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built with curiosity, AI tools, and a passion for making useful things.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;IP-Find — A free IP intelligence and network diagnostic toolkit.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://ip-find.com/" rel="noopener noreferrer"&gt;https://ip-find.com/&lt;/a&gt;&lt;/p&gt;

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      <category>security</category>
      <category>showdev</category>
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