npx skills add ...
npx skills add google-deepmind/science-skills --skill literature-search-biorxiv
Browse, filter, and download life sciences, biology, and medical preprints from bioRxiv and medRxiv. Supports fetching paper metadata by DOI, and browsing by date range with category and keyword filters. Keyword filtering is local, so date ranges MUST be narrow (1-4 weeks) with a category to prevent timeouts.
npx skills add google-deepmind/science-skills --skill literature-search-biorxiv
uv: Read the uv skill and follow its Setup instructions to ensure
uv is installed and on PATH.This skill browses a date-based preprint archive. It is NOT a keyword search engine. Choose your approach based on what you already know:
search_by_doi.py. Fast and
reliable.search_by_dates.py with a 1–4 week
range and --category.CRITICAL ANTI-PATTERN — Do NOT do this: Do NOT attempt to search broad date ranges (months or years) with
--keywordshoping to find a specific paper. The bioRxiv API does not support server-side keyword search. The script must download ALL metadata for the entire date range and filter locally in Python. Broad ranges will result in thousands of API calls, timeouts, and your request being blocked for API abuse. This is the #1 reason this skill fails.
--category filter when searching with
--keywords or --author.--keywords and want to read the abstracts of the resulting
papers to understand their context, you MUST pass the
--include_abstracts flag.> results.json) and parse
the file separately.All tools enforce a cross-process rate limits and retry with backoff on failure.
To ensure you respect terms-of-service, do NOT write custom curl queries.
Pagination: The bioRxiv API returns results in pages of up to 100 papers.
The search_by_dates.py script automatically fetches all pages and reports
pagination progress to stderr (e.g., [Page 2] Fetched 200/543 papers...). The
JSON output to stdout contains the complete filtered result set across all
pages — no manual pagination is needed.
search_by_dates.py)Search for preprints within an explicit date range, optionally filtering by category, keywords, or author.
Required Arguments:
--start_date: YYYY-MM-DD--end_date: YYYY-MM-DDOptional Arguments:
--server: biorxiv (default) or medrxiv--category: A valid subject category (see below). Highly recommended —
dramatically reduces the data the script must download and filter.--keywords: List of strings to search in the title/abstract.--match_logic: AND (default) or OR for keywords.--author: Author name (case-insensitive string match).--include_abstracts: Flag to include full abstracts in the JSON output.search_by_doi.py)Retrieve the detailed JSON metadata for a single paper if you already know its DOI. This is the most reliable entry point.
This skill does NOT support PDF downloads. To download the full-text PDF of a bioRxiv or medRxiv preprint, use the
literature-search-europepmcskill. First, use the paper's DOI to look up its PMCID via EuropePMC, then use EuropePMC's PDF retrieval to download the document.
You can pass these to the --category flag in search_by_dates.py. The script
will strictly validate them.
animal_behavior_and_cognition, biochemistry, bioengineering,
bioinformatics, biophysics, cancer_biology, cell_biology,
clinical_trials, developmental_biology, ecology, epidemiology,
evolutionary_biology, genetics, genomics, immunology, microbiology,
molecular_biology, neuroscience, paleontology, pathology,
pharmacology_and_toxicology, physiology, plant_biology,
scientific_communication_and_education, synthetic_biology,
systems_biology, zoology
addiction_medicine, allergy_and_immunology, anesthesia,
cardiovascular_medicine, dentistry_and_oral_medicine, dermatology,
emergency_medicine, endocrinology, epidemiology, forensic_medicine,
gastroenterology, genetic_and_genomic_medicine, health_informatics,
health_economics_and_outcomes_research, health_policy,
health_systems_and_quality_improvement, hematology, hiv_aids,
infectious_diseases, intensive_care_and_critical_care_medicine,
medical_education, medical_ethics, nephrology, neurology, nursing,
nutrition, obstetrics_and_gynecology,
occupational_and_environmental_health, oncology, ophthalmology,
orthopedics, otolaryngology, pain_medicine, palliative_care,
pathology, pediatrics, pharmacology_and_therapeutics,
primary_care_research, psychiatry_and_clinical_psychology,
public_and_global_health, radiology_and_imaging,
rehabilitation_medicine_and_physical_therapy, respiratory_medicine,
rheumatology, sexual_and_reproductive_health, sports_medicine, surgery,
toxicology, transplantation, urology
uv run scripts/search_by_doi.py --server biorxiv \
--doi "10.1101/2023.08.15.551388" \
--include_abstracts > paper_info.json