You can access the GitHub MCP Registry Servers 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 API & Integrations 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    "query": "github",
10    "maxItems": 20,
11}
12
13# Run the Actor and wait for it to finish
14run = client.actor("automation-lab/github-mcp-registry-catalog").call(run_input=run_input)
15
16# Fetch and print Actor results from the run's dataset (if there are any)
17print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
18for item in client.dataset(run.default_dataset_id).iterate_items():
19    print(item)
20
21# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

GitHub MCP Registry Servers Scraper API in Python

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

Install the apify-client

$pip install apify-client

Other API clients include:

GitHub MCP Registry Servers Scraper API in JavaScript

GitHub MCP Registry Servers Scraper API through CLI

GitHub MCP Registry Servers Scraper OpenAPI definition

GitHub MCP Registry Servers Scraper API

MCP Registry API — Server Metadata Export

tugelbay/multi-registry-mcp-intelligence

Search the official MCP Registry API and export server names, descriptions, versions, lifecycle status, repositories, and update dates as JSON or CSV.

Tugelbay Konabayev

MCP Server Registry and Security Scorer

george.the.developer/mcp-server-registry-scorer

Profile MCP servers from the official registry, enrich package metadata, and score security risk for agent builders.

George Kioko

Glama MCP Servers Scraper - MCP Registry Data

benthepythondev/glama-mcp-servers-scraper

Scrape Glama MCP server registry pages and extract open-source MCP server names, URLs, descriptions and metadata.

Ben

MCP.so Servers Scraper - MCP Marketplace Data

benthepythondev/mcp-so-servers-scraper

Scrape MCP.so marketplace pages and extract MCP server names, URLs, descriptions and agent-integration metadata.

Ben

MCP Registry Tracker (official registry, deltas + trending)

sellavir/mcp-registry-tracker

Tracks the official Model Context Protocol registry. Delta mode emits only servers that are new/updated/deprecated/deleted since your last run, with canonical dedup, optional GitHub stars enrichment, and trending ranks.

Vic

MCP Server Catalog + Quality Score

ianymu/mcp-server-catalog

mcp-server-catalog is an Apify Actor that scrapes the top awesome-mcp-server GitHub lists, scores every MCP (Model Context Protocol) server on six quality dimensions (stars, recency, license, description, docs, activity), and returns a ranked dataset of production-ready MCP servers.

Yanlong Mu

GitHub Repository Scraper

koreyoshi/github-repo-scraper

Mr-chen

MCP Server Directory Scraper

bornoo/mcp-server-directory-scraper

Discover and scrape MCP (Model Context Protocol) servers from public directories. Extract server names, descriptions, categories, endpoints, GitHub links, documentation, tags, providers, and metadata. Export clean JSON or CSV for AI agent discovery, research, and automation workflows.

Biddut Hossain

Glama MCP Registry Scraper

maximedupre/glama-mcp-registry-scraper

Collect public Glama MCP server records from the catalog, text search, or exact server IDs. Export identity, descriptions, attributes, MCP capability data when available, environment schema data, repository facts, and readiness fields.

Maxime Dupré

MCP.so Server Directory Scraper

jungle_synthesizer/mcp-so-server-directory-scraper

Scrape the complete MCP.so server directory — the 3rd canonical MCP registry alongside Smithery and Glama. Extracts server name, author, category, tags, capabilities, install command, GitHub repo URL, README, and more for every listed MCP server.