Web Scraping & Data MCP Servers
Compare the best open-source MCP servers for web scraping & data. Crawl, scrape and extract structured data. Ranked by GitHub stars, with install commands, what each one can touch and scan reports where available.
Scrapling
🕷️ The BEST Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev
Apify MCP Server
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.
Firecrawl MCP Server
Official Firecrawl MCP server, the context API for AI agents: search, scrape, and interact with the web, plus parse, crawl, map, Agent and Monitor, from any MCP client.
Unstract
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
Exa MCP Server
Exa MCP for web search and web crawling!
Brightdata MCP
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
Tavily MCP
Production ready MCP server with real-time search, extract, map & crawl.
Webclaw
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
Anysearch MCP Server
Unified real-time search MCP server supporting general web search, vertical domain search, parallel batch search, and full-page URL content extraction.
Duckduckgo MCP Server
A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
MCP Searxng
Private web search for AI assistants via SearXNG — supports Claude, Cursor, and any MCP client
Crw
Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/scrape, /crawl, /search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud.
Mantic Sh
A structural code search engine for Al agents.
Kindly Web Search MCP Server
Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, Hermes, etc.). Supports Serper, Tavily, and SearXNG.
Graphlit MCP Server
Model Context Protocol (MCP) Server for Graphlit Platform
MCP Omnisearch
🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi, Exa), AI tools (Kagi FastGPT, Exa, Linkup), and content extraction services (Firecrawl, Tavily, Kagi). Includes GitHub search. All through a single interface.
SpotifyScraper
Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — without the official API. Sync + async, typed models, one dependency.
Alfanous
Alfanous is an Arabic search engine API provides the simple and advanced search in Quran , more features and many interfaces...
PyScrappy
Adaptive Python web scraping toolkit + MCP server for AI agents. Self-healing selectors that survive site changes, TLS-fingerprint stealth to bypass anti-bot filters, CSS/XPath parsing, and 24 built-in scrapers, clean, structured, LLM-ready data from any URL.
Vexor
A semantic search engine for files and code.
Amazon Scraper V2
Agent-ready Amazon Scraper API: real-time product details (batch ASIN), offers & stock, reviews, search, best sellers, deals and seller data across 20 marketplaces. One pasted line for Claude Code / Codex / Cursor, an MCP server, or plain HTTP with 3 free calls a day and no key. Python examples inside.
Argo
专门为 agent 打造的开源 agent 搜索工具,具备 200+的搜索源及多语言搜索能力,覆盖中文/英文/学术/代码/购物/金融/新闻/百科。
SearxNcrawl
Open-source MCP server that gives AI agents web search (SearXNG) and clean Markdown crawling of pages, whole sites and logged-in areas. Self-hosted, no API key. Firecrawl-compatible API planned.
Serpapi MCP
SerpApi MCP Server for Google and other search engine results
List refreshed November 15, 2026. Data comes from public GitHub repositories.