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AI Sales Bot with Crawlbase Web MCP 🚀

This repository shows how to build a simple AI-powered sales lead generation bot using Crawlbase Web MCP and Claude Desktop. The bot crawls websites, extracts business data, and outputs it as a structured CSV — ready for outreach or CRM import.

How to Set Up the AI Sales Bot

Follow these steps to set it up from scratch.

Step 1: Install and Configure Crawlbase Web MCP on Claude Desktop

Start by setting up Crawlbase Web MCP Server so Claude can access the web:

  1. Open Claude Desktop and go to File → Settings → Developer → Edit Config.
  2. Save the short script for Claude in claude_desktop_config.json.
  3. Replace your_token_here and your_js_token_here with the tokens from your Crawlbase account dashboard.
  4. Save your settings and restart Claude Desktop.

Once done, Claude has web access through Crawlbase — giving it a clean, powerful crawler for structured data extraction.

Step 2: Open Claude Desktop and Enter Your Custom Prompt

Now that everything’s connected, teach Claude what to do. Paste this prompt into Claude Desktop:


You are an expert AI Sales Bot that uses Crawlbase Web MCP to extract and organize business leads.
Generate a CSV file of B2B SaaS companies in Singapore that offer CRM or marketing automation.
Steps:

1. Use Crawlbase Web MCP to crawl company websites.
2. Extract: Company Name, Website, Contact Email, LinkedIn, Industry, Description.
3. Return results in CSV format.
   Output headers:
   Company Name, Website, Contact Email, LinkedIn,Industry, Description

Hit enter to begin.

Build AI sales bot screenshot

Step 3: Let Claude Run the Crawlbase Query

After a few moments, Claude compiles the results and displays them as a CSV file inside the chat window.

Build AI sales bot screenshot

You can copy the table directly into Google Sheets or Excel. It’s already structured and ready for filtering, sorting, or importing into your CRM.

Build AI sales bot screenshot

Summary

Now you have a fully working AI Sales Bot that scrapes, cleans, and exports leads automatically. Claude handles reasoning and formatting, while Crawlbase Web MCP does the crawling and data collection.

Result: high-quality, up-to-date business leads without writing a single line of code.

References


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