AI Automation · Project

Scoring Articles Automation

n8n workflow that detects Gmail messages, extracts article URLs, scores content against a custom rubric, and logs qualified items into Google Sheets.

n8n automationDeepSeek v3.1 parsingFirecrawl extractionGoogle Sheets logging

The implementation.

Designed and implemented an n8n automation to streamline content evaluation. The workflow detects incoming Gmail messages, extracts article and blog URLs with DeepSeek v3.1, then routes them to a secondary workflow. Content is retrieved via Firecrawl, scored against a custom rubric, and high-scoring items are logged directly into Google Sheets. Built-in error handling and timeouts ensure smooth, reliable performance, cutting hours of manual review into a fully automated process.

My contribution

Gmail URL intake, article extraction, rubric-based scoring, and Google Sheets delivery in n8n.

Scoring Articles Automation — implementation screenshot 1Scoring Articles Automation — implementation screenshot 2Scoring Articles Automation — implementation screenshot 3

Start with one workflow.

Tell me the repetitive task and the result you need. We’ll define a small pilot, check it against real examples, and agree on the full scope.

Discuss your workflow