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Searches Bing, DuckDuckGo, Mojeek, and Yahoo simultaneously and scores every result as HOT/WARM/COLD/NOISE based on configurable keyword matching. Abstract base class architecture, domain deduplication, two-pass enrichment. 72 tests.
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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🚀 Case Study: Production-Grade Autonomous Lead Gen
Basic Zapier flows and fragile prompt chains break as soon as you scale. I recently replaced a client’s brittle setup with a stateful, type-safe Multi-Agent system that autonomously prospects, scores, and drafts outreach for B2B leads.
⚙️ The Stack:
LangGraph + PydanticAI + MCP (Model Context Protocol) + Claude 3.5 Sonnet
⚡ How It Works:
Stateful Orchestration (LangGraph): Manages execution with automatic checkpoints—if an external API fails, the workflow resumes without losing context.
Type-Safe Agents (PydanticAI): Enforces strict data schemas so outputs never hallucinate or break downstream code.
Native Integrations (MCP): Direct, secure read/write access to internal CRMs without messy webhooks.
📈 The ROI:
40+ hours/week saved on manual research and lead scoring.
100% data accuracy (zero JSON parsing errors).
Human-in-the-loop gating for final outreach approval.
💡 Need resilient, enterprise-ready AI infrastructure for your business? Check out my profile to book a Technical Audit & AI Automation Blueprint.
Built a Python automation tool that scrapes product data from eBay and exports it to Excel. The project uses Requests, BeautifulSoup, Pandas, and OpenPyXL to collect structured product information such as title, price, shipping details, and ratings. The scraper is organized, reusable, and demonstrates practical web scraping and data automation skills.
Alt Hunt — Built for SaaS founders who want to own their narrative.
Publish transparent competitor comparisons with real features, pricing, and tradeoffs.
Turn comparison searches into qualified traffic — with evidence Google can rank and AI can cite.
https://althunt.io/
