pmc-harvestFetch and retrieve full-text or abstracts of open-access articles from PubMed Central by journal, year, or PMCID using NCBI's public APIs without an API key.
Install via ClawdBot CLI:
clawdbot install angusthefuzz/pmc-harvestGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://eutils.ncbi.nlm.nih.gov/entrez/eutils`Uses known external API (expected, informational)
ncbi.nlm.nih.govAudited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
Researchers can use this skill to systematically gather open-access articles from PubMed Central for literature reviews. It enables searching by journal and year, fetching abstracts for screening, and retrieving full-text XML for in-depth analysis, streamlining the review process without API key requirements.
Healthcare organizations can harvest medical journal articles to build datasets for training AI models or updating clinical guidelines. The batch harvesting feature allows processing multiple journals efficiently, while the programmatic API supports integration into data pipelines for real-time updates.
Publishers can utilize this skill to curate and analyze open-access articles from PMC for content creation or competitive analysis. It helps in fetching full-text XML for parsing titles, abstracts, and bodies, aiding in trend identification and editorial planning.
AI developers can integrate this skill into Retrieval-Augmented Generation (RAG) pipelines to source authoritative medical texts. It supports batch harvesting for large-scale data ingestion and provides structured XML output that can be parsed and indexed for improved AI responses in healthcare applications.
Educational institutions can compile up-to-date medical literature for teaching materials or student projects. The skill allows searching by specific journals and years, fetching abstracts for quick reference, and retrieving full articles to support curriculum development.
Offer a subscription-based service that provides enhanced access to PMC harvesting tools, including higher rate limits, advanced analytics, and integration support. Revenue is generated through monthly or annual fees from academic and corporate research teams.
Sell pre-harvested and cleaned datasets of PMC articles to healthcare companies, AI firms, or publishers. This model leverages batch harvesting to create curated datasets, with revenue coming from one-time purchases or ongoing data licensing agreements.
Provide consulting services to help organizations integrate this skill into their existing systems, such as RAG pipelines or internal databases. Revenue is earned through project-based fees for customization, training, and ongoing technical support.
💬 Integration Tip
Start by testing with the --test flag to ensure compatibility, then integrate the programmatic API into Node.js applications for automated harvesting, being mindful of NCBI's rate limits during peak hours.
Scored Jun 19, 2026
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