You can access the Web Scraper Mcp 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 = { "input": "{}" }
9
10# Run the Actor and wait for it to finish
11run = client.actor("sovereigntaylor/web-scraper-mcp").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Web Scraper Mcp API in Python

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

Install the apify-client

$pip install apify-client

Other API clients include:

Web Scraper Mcp API in JavaScript

Web Scraper Mcp API through CLI

Web Scraper Mcp OpenAPI definition

Web Scraper Mcp API

Web Scraper Mcp

loom-stack/web-scraper-mcp

Batch scrape any website via Model Context Protocol. Works with Claude Desktop, Cursor, Cline, and all MCP-compatible AI clients. Smart retries, JS rendering, clean Markdown output, and async crawling for large batches.

The Loom Stack

Web Scraper

apify/web-scraper

Crawls arbitrary websites using a web browser and extracts structured data from web pages using a provided JavaScript function. The Actor supports both recursive crawling and lists of URLs, and automatically manages concurrency for maximum performance.

Apify

112K

4.8

(73)

MCP Web Scraper Server — AI-Ready Web Scraping via MCP

junipr/mcp-web-scraper

Model Context Protocol (MCP) server for web scraping. Provides scrape, extract, search, and link discovery tools via SSE or WebSocket transport. Connect AI agents and LLMs to live web data.

junipr

AI Web Scraper

apify/ai-web-scraper

AI-first web scraper that extracts structured data from any website using natural-language prompts. No programming knowledge required. No hard-coded logic that breaks when a website changes.

Apify

6.7K

5.0

(8)

n8n-mcp

nourishing_courier/web-data-for-ai

n8n-mcp

Ani Björkström

n8n-apify-bridge

jungle_thunder/n8n-apify-bridge

Turn your n8n workflows into data powerhouses. This bridge gives n8n users instant access to 2000 battle-tested Apify tools - web scrapers, AI agents, lead generators, price monitors, and more. No coding required.

Ani Björkström

Elder Care Facility Intelligence MCP Server

ryanclinton/elder-care-facility-intelligence-mcp

Nursing home and assisted living due diligence intelligence via the Model Context Protocol.

ryan clinton

Reddit Scraper - MCP, AI, PPR

harshmaur/reddit-scraper

Reddit Scraper lets you extract posts, comments, users, and communities without API rate limits. With a flexible pay-per-result model, it’s perfect for one-time projects, targeted data pulls, research, brand tracking, and competitor analysis—only pay for what you use. Works with MCP and AI tools.

Harsh Maur

1.1K

5.0

(7)

Tavily MCP Server

agentify/tavily-mcp-server

Advanced web search and data extraction capabilities through the Tavily API, providing real-time web search, intelligent data extraction, website mapping, and web crawling tools.