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Sophisticated Retrieval-Augmented Generation (RAG) system that combines semantic search, lexical search, and metadata filtering to determine the characteristics of the profiles desired and return the most relevant resumes to the end user.
The system ingests a knowledge base constituted of resumes and encodes them into an optimized qdrant database after adding relevant metadata expected to be helpful during retrieval.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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End-to-End Website Data Extraction Automation with n8n
This project is an automated website data extraction workflow built with n8n. The system is designed to fetch a website homepage, extract internal page URLs, loop through selected pages, collect page content, clean and structure the extracted data, and generate a final organized output automatically.
The workflow includes multiple automation steps such as homepage fetching, URL extraction, page-by-page looping, delay handling, individual page requests, content cleaning, data aggregation, JavaScript-based processing, and document updating. This makes the system useful for website audits, content collection, lead research, SEO analysis, documentation generation, and business data extraction tasks.
My work focused on building the full n8n workflow structure, connecting each automation node, adding controlled delays between page requests, processing extracted content with JavaScript, merging results into a clean format, and sending the final output into a document. The result is a practical end-to-end automation system that reduces manual website research and turns web content into organized, reusable data.
Skills & Tools:
n8n, Workflow Automation, Web Scraping, Website Data Extraction, JavaScript, API Requests, HTTP Request Automation, Data Cleaning, Data Aggregation, Document Automation, No-Code Automation, Low-Code Development, Business Process Automation, SEO Data Collection, Content Extraction.
I just joined Contra
I'm excited to share that I’ve joined Contra as a freelance developer.
I'll be offering services around:
• Full-stack web development
• Mobile app development
• AI automation
• API integrations
• SaaS and dashboard development
• Workflow automation with tools like n8n, Make, Zapier, and OpenAI API
My focus is simple: build clean, practical, and scalable products that solve real business problems.
I'm especially interested in helping startups, founders, and small teams turn ideas into working products faster, whether that means building an MVP, improving an existing platform, or automating manual workflows.
Looking forward to connecting with great clients and building useful things here.
#Contra #FreelanceDeveloper #FullStackDeveloper #MobileDeveloper #AIAutomation #SaaS #WebDevelopment #React #Nextjs #ReactNative #OpenAI #WorkflowAutomation
Here’s a sample of workflow systems/automation structures I’ve worked on inside GoHighLevel
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