Day 2 Build · AI Automation Society

Johnrey Sojor

1h • Wins 🌟

Day 2 Build

Hey everyone!

Day 2 Build

Today I built two workflows using Claude Code:

1. Data Scraper Workflow

Built a web scraping workflow using Firecrawl through Claude Code.
The scraped data is automatically downloaded as a csv file.
I intentionally limited the number of jobs being scraped to save time during testing.
(1 screenshot)

2. AI-Powered n8n Workflow Builder

Built an n8n workflow builder with a search function and newsletter email generation.
I left the email sending node disabled for now since I haven't connected my Gmail account yet, but the workflow path is fully set up and ready to go.
This workflow also runs locally through Docker with MCP connected.

I also made one small optimization—I switched the search model to use my own OpenAI API key instead of OpenRouter for web search and email creation to save a few bucks 😂. Everything is still structured so I can easily switch it over to n8n Cloud whenever I need to.

One thing I'm realizing is that Claude Code is incredibly powerful. The possibilities really are endless, but the quality of the output depends on how clearly you communicate what you want. The more specific your prompts and instructions are, the better the results.

Another thing that has been a game changer for me is using .md files. Having structured instructions and documentation makes building workflows so much easier and keeps everything organized.

Looking forward to continuing this journey, learning from Nate, and growing alongside all of you.

Appreciate this community!

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Day 2 Build