Track GitHub Trending Repositories with ScrapeOps & Google Sheets

Overview This n8n template tracks GitHub Trending repositories (daily/weekly/monthly), parses the trending page into structured data (rank, repo name, stars, language, etc.), and stores results in Google Sheets with automatic deduping. It’s designed for teams who want a simple “trending feed” for engineering research, developer tooling discovery, and weekly reporting.

Who is this for? Developers, PMs, DevRel, and tooling teams who want a lightweight trend radar Anyone building a curated list of fast-rising open source projects Teams who want Sheets-based tracking without manual copy/paste

What problems it solves Automatically collects GitHub Trending data on a schedule Prevents duplicate rows using a stable dedupe_key Updates existing rows when values change (rank/stars/score)

How it works A schedule triggers the workflow. Inputs define the trending window (daily, weekly, or monthly) and optional languages. ScrapeOps fetches the GitHub Trending HTML reliably. The workflow parses repositories and ranks from the HTML. Cleaned rows are written to Google Sheets using Append or Update Row matching on dedupe_key.

Setup steps (~5–10 minutes)

  1. ScrapeOps Register & get an API key: https://scrapeops.io/app/register/n8n Read the n8n overview: https://scrapeops.io/docs/n8n/overview/ (Optional) Learn ScrapeOps Proxy API features: https://scrapeops.io/docs/n8n/proxy-api/

  2. Google Sheets Duplicate this sheet/create a Sheet and add a trending_raw tab. Add columns used by the workflow (e.g. captured_at, since, source_url, rank_on_page, full_name, repo_url, stars_total, forks_total, stars_in_period, score, dedupe_key). In the Google Sheets node, choose Append or Update Row and set Column to match on = dedupe_key.

  3. Customize Change since to daily/weekly/monthly in the Inputs node. Add languages via languages_csv (example: any,python,go,rust). Adjust delay if needed.

Pre-conditions ScrapeOps account + API key configured in n8n Google Sheets credentials connected in n8n A Sheet tab named trending_raw with matching columns

Disclaimer This template uses ScrapeOps as a community node. You are responsible for complying with GitHub’s Terms of Service, robots directives, and applicable laws in your jurisdiction. Scraping targets can change at any time; you may need to update wait times and parsing logic accordingly. Use responsibly for legitimate business purposes.

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Author:Ian Kerins(View Original →)
Created:12/15/2025
Updated:12/26/2025

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