literature-search-biorxiv
google-deepmind/science-skills
Browse and download life sciences preprints from bioRxiv and medRxiv by DOI, date range, or category.
What is literature-search-biorxiv?
Search bioRxiv and medRxiv preprint archives for life sciences, biology, and medical research. Use this skill when you have a DOI, or need to browse papers within a specific date range and category. Keyword filtering is performed locally, so searches must use narrow date ranges (1–4 weeks) with a category to avoid timeouts.
- Fetch detailed metadata for papers by DOI using search_by_doi.py
- Browse preprints by date range with optional category, keyword, and author filters using search_by_dates.py
- Filter results locally by keywords (title/abstract), author name, or subject category
- Output complete result sets across all API pages as JSON
- Enforce rate limiting and retry logic to respect API terms of service
How to install literature-search-biorxiv
npx skills add https://github.com/google-deepmind/science-skills --skill literature-search-biorxiv- uv package manager installed and on PATH (see uv skill documentation)
- License acknowledgment: first use will prompt you to review terms at https://api.biorxiv.org/ and https://www.biorxiv.org/content/about-biorxiv, and to check individual paper licenses
How to use literature-search-biorxiv
- 1.If searching by DOI: run `uv run scripts/search_by_doi.py --server biorxiv --doi "10.1101/..." > results.json`
- 2.If searching by date range: run `uv run scripts/search_by_dates.py --start_date YYYY-MM-DD --end_date YYYY-MM-DD --category <category> > results.json` (use narrow 1–4 week ranges)
- 3.To filter by keywords, add `--keywords "term1" "term2" --match_logic AND|OR` and optionally `--include_abstracts`
- 4.To filter by author, add `--author "LastName"` to the date-range search
- 5.Parse the resulting JSON file and list the source URLs of all papers used in your output
Use cases
- Retrieve full metadata for a paper when you already have its DOI
- Find recent preprints in a specific field (e.g., neuroscience papers from the past 2 weeks)
- Search for papers by a known author within a narrow time window
- Discover papers matching multiple keywords in a defined category and date range
- Gather preprint metadata to feed into downstream analysis or literature review workflows
- Researchers conducting literature reviews in life sciences, biology, or medicine
- Scientists tracking recent preprints in their field
- Bioinformaticians and computational biologists building datasets
- Anyone needing structured metadata from bioRxiv or medRxiv archives
literature-search-biorxiv FAQ
No. The bioRxiv API does not support server-side keyword search. Use a keyword-capable literature skill first to find relevant DOIs, then use search_by_doi.py to fetch their metadata here.
The script must download all metadata for the entire date range and filter locally in Python. Broad ranges (months or years) cause thousands of API calls. Always use narrow date ranges (1–4 weeks) and a category filter when using keywords.
No, abstracts are stripped by default to save context space. Pass the `--include_abstracts` flag if you need them.
No. Use the literature-search-europepmc skill instead: look up the paper's PMCID via its DOI, then use EuropePMC to download the PDF.
bioRxiv (default) and medRxiv. Specify with `--server biorxiv` or `--server medrxiv`.
Full instructions (SKILL.md)
Source of truth, from google-deepmind/science-skills.
name: literature-search-biorxiv description: > 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.
bioRxiv and medRxiv Literature Search
Prerequisites
uv: Read theuvskill and follow its Setup instructions to ensureuvis installed and on PATH.- User Notification: If .licenses/literature_search_biorxiv_LICENSE.txt does not already exist in the workspace root directory then (1) prominently notify the user to check the terms at https://api.biorxiv.org/ and https://www.biorxiv.org/content/about-biorxiv and to always check the license of the papers retrieved by the skill for any restrictions, then (2) create the file recording the notification text and timestamp.
Search Strategy Guide (Read First)
This skill browses a date-based preprint archive. It is NOT a keyword search engine. Choose your approach based on what you already know:
- A DOI (e.g., from a citation): Use
search_by_doi.py. Fast and reliable. - Approximate date + category: Use
search_by_dates.pywith a 1–4 week range and--category. - Only a topic or keywords, no date: Do NOT use this skill for discovery. Use a keyword-capable literature skill first to find relevant DOIs, then return here to fetch metadata.
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.
Core Rules
- Use the Wrapper: ALWAYS execute the provided helper scripts to query the database rather than accessing the database directly. The scripts automatically enforce the required rate limit gracefully.
- Local Filtering (CRITICAL WARNING): Unlike arXiv, the bioRxiv API does
not support server-side keyword or author searches. Keyword and author
filtering is performed locally by the scripts after downloading all
metadata for a specified date range. You MUST use narrow date ranges
(e.g., 1-4 weeks) AND the
--categoryfilter when searching with--keywordsor--author. - Abstracts Excluded By Default: To save context space in the resulting
JSON, abstracts are stripped from the output by default. If you are
searching by
--keywordsand want to read the abstracts of the resulting papers to understand their context, you MUST pass the--include_abstractsflag. - Output Redirection: Search commands output JSON arrays to standard
output. Always redirect output to a file (e.g.,
> results.json) and parse the file separately. - List Sources If this skill is used, ensure this is mentioned in the output AND list the URLs of all papers that were used in producing the output.
Utility Scripts
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.
1. Search by Dates (search_by_dates.py)
Search for preprints within an explicit date range, optionally filtering by category, keywords, or author.
# Broad category search over a 2-week period
uv run scripts/search_by_dates.py --server biorxiv \
--start_date 2024-01-01 --end_date 2024-01-14 \
--category neuroscience > results.json
# Deep keyword filtering using OR logic and including abstracts
uv run scripts/search_by_dates.py --server medrxiv \
--start_date 2023-11-01 --end_date 2023-11-30 \
--category infectious_diseases \
--keywords "covid" "sars-cov-2" --match_logic OR \
--include_abstracts > covid_papers.json
# Finding papers by a specific author in a narrow window
uv run scripts/search_by_dates.py \
--start_date 2024-05-01 --end_date 2024-05-14 \
--author "Smith" > smith_papers.json
Required Arguments:
--start_date: YYYY-MM-DD--end_date: YYYY-MM-DD
Optional Arguments:
--server:biorxiv(default) ormedrxiv--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) orORfor keywords.--author: Author name (case-insensitive string match).--include_abstracts: Flag to include full abstracts in the JSON output.
2. Fetch Metadata by DOI (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.
uv run scripts/search_by_doi.py --server biorxiv \
--doi "10.1101/2023.08.15.551388" \
--include_abstracts > paper_info.json
Downloading Full-Text PDFs
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.
Valid Subject Categories
You can pass these to the --category flag in search_by_dates.py. The script
will strictly validate them.
bioRxiv Categories:
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
medRxiv Categories:
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
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