LiveLead: Live Google Search Data Explainable Sales Leads in One Command
An open-source CLI built for the **SerpApi India Hackathon 2026 * — give it a business category and a city, and it returns real businesses with phone numbers, ratings, and an explainable 0–100 lead score. Standard library only: no dependencies to install.* TL;DR: LiveLead takes a query like "dental clinic" and a location like "Birmingham, UK" , pulls live business listings through SerpApi's…
LiveLead is a Python CLI tool designed to extract real, up-to-date business listings from Google Maps and organic search results for a specified category and location. The tool eliminates the need for maintaining stale lead lists by querying live web data in real-time. It encompasses four stages: discovery, enrichment, web-presence check, and scoring, each contributing to a 0-100 lead score with clear explanations.
The scoring system is transparent, assigning points for factors like phone availability, website presence, rating, and review count. This approach ensures that businesses are evaluated on their current availability and potential, making LiveLead a valuable tool for targeted outreach in B2B scenarios.
Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.
