You can access the Hugging Face Registry Scraper programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "sections": [
10        "models",
11        "datasets",
12        "spaces",
13        "mcp",
14    ],
15    "limit": 20,
16}
17
18# Run the Actor and wait for it to finish
19run = client.actor("duu261/hf-registry-crawler").call(run_input=run_input)
20
21# Fetch and print Actor results from the run's dataset (if there are any)
22print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
23for item in client.dataset(run["defaultDatasetId"]).iterate_items():
24    print(item)
25
26# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Hugging Face Scraper: Extract Models, Datasets & MCP Servers API in Python

The Apify API client for Python is the official library that allows you to use Hugging Face Registry Scraper API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Hugging Face Registry Scraper API in JavaScript

Hugging Face Registry Scraper API through CLI

Hugging Face Registry Scraper OpenAPI definition

Hugging Face Registry Scraper API

bio.tools Registry Scraper - Bioinformatics Tools Data

benthepythondev/biotools-registry-scraper

Scrape bio.tools registry results: tool names, descriptions, homepages, topics, licenses and publication metadata.

Ben

NSF Research Grants Scraper

parseforge/nsf-awards-scraper

Scrape NSF research grant awards with 62 fields per record. Get award titles, abstracts, funding amounts, PI contact info, institution details, program info, and dates. Filter by keyword, agency, state, program, and date range.

ParseForge

urlscan.io Threat Intelligence Scraper

parseforge/urlscan-scraper

Search the urlscan.io public scan database with Lucene queries (domain, page.url, hash, IP, ASN, tag) and export scan metadata: page URL, IP, ASN, server, TLS, screenshot, redirect chain, country, brand, verdict.

ParseForge

Europe PMC Literature Scraper

parseforge/europepmc-scraper

Scrape Europe PMC for biomedical research papers. Search by title, author, MeSH terms, journal. Get DOI, abstract, full-text URLs, citations, references, open-access status. No API key required.

ParseForge

RxNorm Drug Concepts Scraper (NLM)

parseforge/rxnorm-drug-concepts-scraper

Pull standardized US drug concepts from the NLM RxNorm API — search by name, fetch all relations for an RxCUI, or browse every concept of a term type (SBD, SCD, IN, BN, SY). Returns RxCUI, name, term type, synonyms, base ingredients, and dose form group.

ParseForge

UniProt Protein Sequence & Annotation Scraper

parseforge/uniprot-scraper

Export UniProt Knowledgebase entries — search Swiss-Prot by organism, keyword, gene, or any UniProt query, or fetch a single accession. Returns names, genes, organism, sequence length & molecular weight, keywords, comments, features, and PDB/RefSeq/Ensembl/KEGG cross-refs.

ParseForge

RDAP Domain Lookup Scraper (WHOIS Replacement)

parseforge/rdap-domain-lookup-scraper

Modern WHOIS via the RDAP protocol. Bulk lookup of domains across any TLD — uses IANA's RDAP bootstrap to route each domain to the correct registry server. Returns registrar, registration / expiration / last-changed dates, nameservers, registrant entities, DNSSEC, and status flags.

ParseForge

Scryfall Magic The Gathering Scraper

parseforge/scryfall-mtg-scraper

Scrape Magic The Gathering card data including names, mana costs, types, rarity, images, pricing in USD and EUR, format legalities, and set details. Filter by text query, set code, or format. Covers 100,000+ unique cards across every MTG set.

ParseForge

ICD-10-CM, LOINC & Clinical Terminology Scraper (NLM)

parseforge/icd10-loinc-clinical-scraper

Query the NLM Clinical Tables API to export billable medical codes — ICD-10-CM diagnoses, LOINC lab observations, disease names, procedures, condition URIs, and drug classes. Free, no API key, exact NLM source data.

ParseForge

Codecov Code Coverage Stats Scraper

parseforge/codecov-stats-scraper

Scrape Codecov public repository coverage stats: percent covered, branch coverage, lines hit/miss, latest commit, language breakdown. No API key required.

ParseForge