📚 Europe PMC Scientific Literature Scraper

🚀 Export biomedical and life sciences papers from Europe PMC in seconds. PMIDs, DOIs, titles, abstracts, authors, journals, and citation counts — direct from the public Europe PMC REST API.

The Europe PMC Scientific Literature Scraper turns the Europe PMC REST API public endpoint into a clean, structured dataset. It queries the source live, normalizes the response into one row per record, and pushes the result into an Apify dataset you can download or pipe to your warehouse.

More than 40 million scientific abstracts and millions of open-access full texts are covered in a single run, with stable field names and null-safe parsing.

🎯 Target Audience	💡 Primary Use Cases
🔬 Researchers	Build literature reviews and citation graphs
💊 Pharma	Monitor publications on a drug or target
🎓 Universities	Mirror open-access papers into reading lists
🤖 ML teams	Train biomedical NLP models

📋 What the Europe PMC Scientific Literature Scraper does

• Calls the public Europe PMC REST API endpoint with the parameters you supply.
• Parses the response and flattens each record into a single dataset row.
• Casts numeric fields to numbers where applicable for clean spreadsheet imports.
• Surfaces rate-limit or upstream errors as a single-row error record instead of crashing.
• Exports to every Apify dataset format supported in the UI.

💡 Why it matters. The raw Europe PMC REST API response is great for API consumers but awkward for spreadsheets and BI tools. This actor normalizes the shape so the data drops straight into pandas, BigQuery, or a Google Sheet.

📊 Data fields

Each record includes: abstract, authors, citedByCount, doi, isOpenAccess, journal, pmid, pubYear, results, scrapedAt, source, title. These field names come straight from the actor's dataset schema, so what you see here is what lands in your dataset.

⚠️ Good to Know. This actor calls the public Europe PMC REST API endpoint with no authentication required. Upstream rate limits apply; if the source returns a limit notice, you will see it as a single error record in your dataset.

🚀 How to use

1. Click Try for free.
2. Fill in the input (or leave defaults).
3. Click Start.
4. Within seconds, the dataset is ready for download or integration.

🔗 Recommended Actors

Actor	What it does
ParseForge OurAirports Scraper	Global airport database.
ParseForge Alpha Vantage Scraper	Stocks, FX, crypto, and indicators.
ParseForge CurseForge Mods Scraper	Public mod metadata from CurseForge.
ParseForge NBA Stats Scraper	Player and team stats from NBA.com.

💡 Pro Tip. Browse the complete ParseForge collection for 900+ production-grade scrapers across business intelligence, real estate, e-commerce, sports, finance, and public records.

Disclaimer. This actor scrapes only publicly available data. ParseForge is not affiliated with, endorsed by, or sponsored by any of the third-party services referenced. Users are responsible for complying with the target site's terms of service and applicable law. Create a free account w/ $5 credit.

🆘 Need Help?

If you hit a bug, have questions about setup, or need a scraper we haven't built yet, open our contact form or write to parseforge@protonmail.com. We also take on paid custom data projects.

For faster answers, join our Discord. It's the best place to get support and suggest new actors.