"Understanding Web Scraping" matching MCP servers:

• Web Researcher MCP

  zoharbabin

  A

  license

  A

  quality

  B

  maintenance

  MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.

  Last updated 2026-05-27

  30

  9

  13

  MIT

• web-ui-component-spec-mcp

  gcsebas99

  A

  license

  A

  quality

  C

  maintenance

  Provides AI coding assistants with on-demand access to component specs, test scenarios, accessibility requirements, and build guides from the Web UI Component Specification.

  Last updated 2026-05-03

  10

  MIT

• Firecrawl MCP Server

  0xzapata

  A

  license

  A

  quality

  C

  maintenance

  Integrates Firecrawl for web scraping, crawling, search, and content extraction capabilities. Supports single/batch scraping, URL discovery, structured data extraction, deep research, and AI-powered web analysis with automatic retries and rate limiting.

  Last updated 2025-06-04

  8

  102,179

  MIT

• Katzilla MCP

  codeislaw101

  A

  license

  A

  quality

  -

  maintenance

  Unified API for Government Data and Web Scraping

  Last updated 2026-04-18

  100

• perplexity-web-mcp

  quequiere

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.

  Last updated 2026-03-06

  3

  25

  4

  MIT

• Firecrawl MCP Server

  firecrawl

  A

  license

  A

  quality

  D

  maintenance

  Integrates Firecrawl's web scraping capabilities into MCP, enabling web scraping, crawling, content extraction, search, and structured data extraction with automatic retries and rate limiting.

  Last updated 2026-05-29

  12

  102,179

  6,422

• Web Resurrect MCP Server

  web-resurrect

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to resurrect expired domains by fetching archived URLs, scraping content from the Wayback Machine, and rewriting pages using AI. It provides comprehensive tools for SEO enrichment, AI image generation, and automated publishing to WordPress sites.

  Last updated 2026-05-04

  33

  44

  MIT

• MCP Web Search Tool

  gabrimatic

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that provides real-time web search capabilities to AI assistants through pluggable search providers, currently integrated with the Brave Search API.

  Last updated 2026-05-23

  1

  14

  MIT

• web-search-agent

  WaynePluto

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for structured multi-source verification.

  Last updated 2026-03-24

  3

  1

• mcp-web-tools

  pietz

  A

  license

  A

  quality

  D

  maintenance

  Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots.

  Last updated 2025-12-09

  3

  45

  MIT

• Web Inspector MCP

  antonzherdev

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to inspect, debug, and test web pages using Playwright. Provides comprehensive DOM inspection, visibility debugging, layout validation, and element finding capabilities in real browser environments.

  Last updated 2026-05-06

  34

  102

  2

  MIT

• Web Reader

  zacfire

  A

  license

  A

  quality

  D

  maintenance

  Enables Claude and other LLMs to read and parse web content, with smart fallback strategies to bypass access restrictions (e.g., paywalls, Cloudflare) and output Markdown.

  Last updated 2025-07-25

  5

  86

  39

  MIT

• mcp-web-calc

  tickernelz

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables web searching, URL content extraction, and summarization without requiring API keys. It also provides advanced mathematical evaluation and multi-language Wikipedia summary retrieval tools.

  Last updated 2026-05-03

  5

  384

  5

  MIT

• WET - Web Extended Toolkit

  n24q02m

  A

  license

  A

  quality

  A

  maintenance

  Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search. No API keys required.

  Last updated 2026-05-29

  6

  8

• MCP Web Browser Server

  random-robbie

  A

  license

  A

  quality

  C

  maintenance

  An advanced web browsing server enabling headless browser interactions via a secure API, providing features like navigation, content extraction, element interaction, and screenshot capture.

  Last updated 2025-03-10

  6

  27

  MIT

• The Web MCP

  bright-cn

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.

  Last updated 2025-09-29

  4

  5,848

  6

  MIT

• Documentation Retrieval & Web

  AIwithhassan

  F

  license

  A

  quality

  C

  maintenance

  Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.

  Last updated 2025-10-06

  1

  1

• web-search-mcp

  hbhszy

  A

  license

  A

  quality

  C

  maintenance

  Enables real-time web search via DeepSeek's search-enhanced dialogue, providing search results as answers through MCP tools.

  Last updated 2026-05-22

  1

  MIT

• Web Research Assistant

  elad12390

  A

  license

  A

  quality

  B

  maintenance

  Comprehensive web research toolkit with 13 tools for searching (via SearXNG), crawling, package discovery, GitHub metrics, error translation, API documentation lookup, data extraction, technology comparison, and service status checking.

  Last updated 2026-05-26

  14

  9

  MIT

• Web Scraper MCP Server

  naku111

  A

  license

  A

  quality

  C

  maintenance

  A TypeScript-based web scraping server built on the Model Context Protocol that offers multiple export formats, content extraction rules, and support for both static and dynamic (SPA) websites.

  Last updated 2025-08-29

  7

  12

  1

  MIT