Phishing Risk Scoring System

@OutsourceMan

⭐⭐⭐⭐⭐ Design a modular phishing-detection architecture using Python for ML analysis and PHP/JavaScript for dashboard and browser interaction. Gmail API will fetch new emails, parse headers, body text, and URLs, then evaluate them using heuristic rules and a trained ML model for spoofed domains, homograph attacks, abnormal sender patterns, and malicious payload indicators. Build a browser monitoring component that scans hovered or clicked URLs in real time, checks threat-intel feeds, and evaluates them with the same scoring engine to produce a consistent percentage-based risk score. Implement a unified alert engine that triggers browser/desktop/email notifications whenever risk exceeds the defined threshold, including evidence and score explanation. Develop a lightweight web dashboard to display scans, risk scores, logs, and metadata for auditing and tuning. Structure the codebase with a provider-adapter pattern so Outlook or Yahoo integrations can be added easily. CnELIndia and Raman Ladhani will guide architecture design, model weighting strategy, secure API integration, documentation, demo preparation, and successful deployment.

@ZohaibRoy

⭐⭐⭐⭐⭐ Build a Phishing Detection Solution for Gmail and Web Links ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see you're looking for a phishing-detection solution. You don’t need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects focused on security solutions. I will create a system that scans Gmail messages and web links, assigns risk scores, and sends alerts based on your criteria. ➡️ Why Me? I can easily build your phishing-detection solution as I have 5 years of experience in cybersecurity, specializing in email analysis and link scanning. My expertise includes working with APIs, machine learning models, and alert systems. Additionally, I have a strong grip on building dashboards and ensuring code extensibility for future needs. ➡️ Let's have a quick chat to discuss your project in detail. I’d love to show you samples of my previous work and how I can meet your needs efficiently. Looking forward to chatting with you! ➡️ Skills & Experience: ✅ Cybersecurity ✅ Email Analysis ✅ Link Scanning ✅ Gmail API ✅ Machine Learning ✅ Risk Scoring ✅ Alert Systems ✅ Dashboard Development ✅ Code Extensibility ✅ Data Extraction ✅ Threat Intelligence ✅ Notification Systems Waiting for your response! Best Regards, Zohaib

@amitpandeyposin

Hello, I can develop a phishing‑detection system that scans Gmail messages via the Gmail API and analyzes web links in real time to generate a percentage‑based risk score. The solution will use heuristic rules and ML indicators to detect spoofed domains, suspicious senders, and malicious URLs, with instant alerts and a simple dashboard for logs and analysis. I’ll deliver clean, extensible code, setup documentation, scoring logic explanation, and a demo showing detection of phishing emails and harmful links.

@AZTURK1

Hi there, I will build a phishing-risk scoring system that ingests Gmail via Gmail API and scans clicked/hovered links in-browser, delivering percentage risk scores using rule-based heuristics plus optional ML models , my DevOps + email security background ensures production-ready ingest, scoring, and alerting. - Email ingestion: Gmail API connector extracting headers, body, embedded URLs and producing per-message risk % with explainable rules/ML features. - Browser link scanner: JS extension/snippet to capture clicks/hovers, call scoring API and return immediate percentage. - Unified alerting & dashboard: push notifications (desktop/browser/email) with score + evidence; web UI logging recent scans and metadata. - Quality control: staged deploy, test vectors (sample phishing corpus), rollback plan and audit logging; extensible provider abstraction for Outlook/Yahoo. Skills: ✅ Gmail API ✅ JavaScript, Python, PHP ✅ Heuristic & ML scoring, feature extraction ✅ Docker/Nginx deployment, API hosting ✅ Hardening, audit logging, staged rollout Certificates: ✅ Microsoft® Certified: MCSA | MCSE | MCT ✅ cPanel® & WHM Certified CWSA-2 I’m available to start; Do you have sample phishing emails and preferred threat-intel feeds (e.g., VirusTotal, AbuseIPDB, PhishTank) to use during the demo and tuning? Best regards,

@temoberishvili

Hello, I read through your project description carefully and understand that you need a phishing-detection system that analyzes Gmail messages and web links in real time, assigns a percentage-based risk score, and alerts users once a threshold is reached. The solution should combine Gmail API email analysis, browser link monitoring, threat-intel checks, and a scoring engine with clear evidence behind each alert. I can build a modular system that pulls emails through the Gmail API, extracts headers, body content, and URLs, then evaluates them using domain-spoof detection, similarity checks (look-alike characters), sender reputation, and malicious URL intelligence. For web activity, a lightweight browser extension can monitor hovered or clicked links and send them to the same analysis service for real-time scoring. The backend will generate a weighted risk percentage and trigger alerts via desktop notification, browser popup, or email. A simple dashboard will log all scans, risk scores, and indicators so administrators can audit results and refine detection rules. The architecture will be designed to remain extensible, allowing additional providers like Outlook or Yahoo to be integrated later without restructuring the core engine. You will receive documented source code, setup instructions, scoring explanation, and a working demo showing phishing detection in action.

@TechizeBuilder

Hi, I came across your project "Phishing Risk Scoring System" and I'm confident I can help you with it. About Me: I'm a agency owner with over 8+ years of experience in PHP, JavaScript, API Development, Web Development. , and I understand exactly what’s needed to deliver high-quality results on time. Why Choose Me? - ✅ Expertise in required Technologies and 1 year post deployment free support - ✅ On-time delivery and excellent communication - ✅ 100% satisfaction guarantee Let’s discuss your project in more detail. I’m available to start immediately and would love to hear more about your goals. Looking forward to working with you! Best regards, Deepak

@dataspro

Nice to meet you ,The requirements of your project match my areas of work and skills, to introduce myself. My name is Anthony Muñoz and i am the lead engineer for DS Pro IT agency. I have worked for over 10 years as a Full-Stack and software development engineer and have successfully done multiple jobs. It will be a pleasure to work together to make your project. Feel free to discuss about the project with me, greetings.

@kishanbwts

Your project calls for a phishing detection system covering Gmail emails and web links with clear risk scoring and alerting. I’ve built similar tools analyzing incoming emails via APIs, extracting headers and URLs, and using heuristic checks for spoofing and suspicious patterns. For web link scanning, integrating real-time threat intel feeds with quick risk assessments is doable and can be optimized for minimal user delay. One thing to clarify: for the browser link monitoring, are you targeting a specific browser or extension type? And for risk scoring, do you prefer a learned model that evolves with new threats, or a simpler weighted rule-based system initially? I would start by developing the Gmail API integration and email analysis to establish a baseline, then implement the browser link scanner. The unified alerting can use desktop notifications or browser popups depending on your environment. I’ll design a clean dashboard with logs to help tune detection thresholds efficiently. I’ll document the scoring model clearly and prepare a demo highlighting how phishing examples are caught in real time. I’m ready to start building a clear, scalable process for detecting and alerting phishing risks in your system.

@FaizalShaik80

Hello, With over 6 years of experience in developing custom solutions using PHP and Python, I am confident in my ability to create a robust Phishing Risk Scoring System for your project. I understand the requirements outlined, and I am prepared to implement a solution that efficiently scans Gmail messages and web links, assigns risk scores, and triggers alerts when necessary. I am keen on discussing your project further to ensure that the solution aligns perfectly with your expectations. Your satisfaction is my top priority, and I am committed to delivering a high-quality product that meets your specific needs. I would appreciate the opportunity to connect with you in chat to delve deeper into the project details and provide a tailored approach to meet your requirements. Thanks.

@monicasynthesis

Hello, I’ve gone through your job description and understand you need a phishing-detection solution for Gmail and web links with risk scoring and alerts. With 5+ years in cybersecurity and threat detection, I can build a real-time system that scans emails and links, sends unified alerts, and provides a dashboard for logging and auditing. Deliverables: source code, setup instructions, scoring model explanation, demo, and documentation for adding new indicators. Warm regards, Monica Bhatia

@juanestebana17

Hello, With extensive experience in developing advanced threat detection systems, I can create a robust phishing risk scoring solution tailored to your needs. I will develop a comprehensive system that evaluates both email and web encounters, assigns accurate risk scores using machine learning and heuristic analyses, and provides instant alerts for suspicious content. What are your preferred methods for integrating the alert notifications (desktop, email, browser popups), and are there any specific platforms or tools you want to prioritize? Thanks, Juan Aponte

@MIndlabsAi6

Hello, I am Vishal Maharaj, a seasoned professional with 20 years of expertise in PHP, JavaScript, Python, Software Architecture, Web Development, and API Development. I have carefully reviewed your requirement for a phishing risk scoring system. To execute this project, I propose to implement a robust solution that involves email analysis using the Gmail API, web link scanning with real-time threat-intel checks, unified alerting mechanisms, a user-friendly dashboard for monitoring, and a modular code structure for easy extensibility. The deliverables will include well-documented source code, setup instructions, the scoring model details, a demonstration of the system in action, and guidelines for integrating new indicators of compromise. I am eager to discuss this project further with you. Please initiate a chat to explore how we can proceed. Cheers, Vishal Maharaj

@arslanshahid386

Hi there, I appreciate your detailed project description. You're looking for a phishing-detection system that evaluates emails and links, assigning risk scores and sending alerts when necessary. To tackle this, I'll utilize the Gmail API to analyze incoming messages, focusing on critical elements like headers and URLs, while applying machine-learning techniques to identify potential threats. For web links, I'll implement real-time scans using threat-intel feeds to ensure comprehensive coverage. With 4+ years of experience in software development, particularly in PHP, JavaScript, and Python, I’m confident in creating a robust and extensible solution. I will ensure the system has a user-friendly dashboard for easy monitoring and logging. One question I have is: what specific threshold would you like for triggering alerts, and are there particular types of phishing indicators you're most concerned about? Best regards, Arslan Shahid

@DigitalNightOwl8

Hello Mate!Greetings , Good afternoon! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in Python, Software Architecture, API Development, Email Handling, PHP, Web Development, JavaScript and Risk Assessment. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Talk to you soon

@shabahathabib

Hello,I’m an experienced cybersecurity and Python developer and can build your phishing-detection system for Gmail and web links with real-time risk scoring and alerts. Proposed Approach: Email scanning: Gmail API integration, header/body/URL analysis with ML or heuristic-based detection of spoofed domains, malicious payloads, and unusual senders Web link scanning: Real-time checks on clicked/hovered URLs against threat feeds and scoring models Alerting: Desktop/browser/email notifications when risk thresholds are exceeded Dashboard & logging: Web dashboard showing recent scans, metadata, and scores for auditing and tuning Extensible design: Additional mail providers can be added without rewriting the system Deliverables: Source code with comments, setup instructions, model explanation, demo of detection, and guidance on adding new indicators. I can deliver a robust, real-time phishing-detection prototype ready for testing and iterative improvement BEST REGARDS SHABAHAT HABIB*

@billybryan98

Hello, I hope you are doing well. I’m a solo developer with hands-on experience building phishing risk engines that combine email and web signal analysis into a single score. I’ll implement a Python-based scoring model (heuristics and ML) plus a PHP/JS dashboard, Gmail API integration, and real-time browser link checks with threat intel feeds. The system will emit a clear risk percentage and show evidence when a threshold is crossed, with desktop/browser/email alerts only. I’ve previously built modular detection pipelines with pluggable providers and customizable thresholds, delivering transparent scoring explanations and an auditable log. The architecture is designed to easily add Outlook/Yahoo Mail or other sources without major rewrites. I can deliver the complete source, setup docs, model explanations, a demo walkthrough, and guidance on feeding new indicators. Let’s discuss your thresholds and alert channels to finalize the plan. Best regards, Billy Bryan

@UzeeTech

As an experienced Full-Stack Developer versed in PHP and Python, I am confident that I possess the necessary skill set to develop the advanced Phishing Risk Scoring System you require. My extensive background in web development, especially working with APIs and creating interactive dashboards, positions me perfectly to tackle the scope of this project with ease. In addition to my proficiency in API integration and my secure coding practices, I bring a depth of understanding when it comes to building robust backends like you need. My knowledge of machine learning models and heuristics will be invaluable in designing algorithms for spoofed domain detection, payload analysis, and more. Not only will I deliver clean, commented source code and comprehensive setup instructions at the end of our journey together, but my work process also ensures there will be room to expand for additional providers like Outlook or Yahoo Mail without requiring a full rewrite. As well as this, you can count on a short write-up detailing how we can incorporate new indicators of compromise as they emerge in order to strengthen your system's defenses. By collaborating with my clients closely, I ensure that their vision is achieved on time and within budget – a principle that is integral to successful-delivery-oriented freelancing work. I look forward to partnering with you on this project and delivering high-quality, user-centric software that exceeds your expectations. Let's get started!

@Syedh1998

Building a phishing risk scoring system that analyzes Gmail messages and web links in real time requires a structured detection pipeline with clear scoring logic. Your idea of assigning a percentage based risk score and alerting users when it crosses a threshold is a solid approach for proactive threat awareness. My approach would be to use the Gmail API to pull incoming emails, analyze headers, body text, and embedded links for spoofed domains, suspicious senders, and phishing patterns using heuristic checks and threat intelligence feeds. For link scanning, a lightweight browser extension can capture URLs and send them to a backend service that evaluates them and assigns the same risk score. When a threshold is reached, the system will trigger an alert with the score and evidence behind it. I will also include a simple dashboard to log scans and results for monitoring and tuning. The system will be modular so additional providers like Outlook can be added later. Happy to discuss the scoring model and architecture before starting development. Syed

@bhartimalu

Hello, I can develop your Phishing Risk Scoring System API with reliable threat detection, risk scoring logic, and secure integration. I have experience building secure APIs and cybersecurity tools that analyze inputs, compute risk scores, and return structured results. I will ensure the system is efficient, well‑documented, and production‑ready. Regards, Bharti