Best MCP Servers for Web Scraping (2026)

The best MCP servers for web scraping are Firecrawl for clean markdown extraction, Apify or Bright Data when sites fight back, and Exa or Tavily when you want search plus content in one call. Which one you install depends on whether you're grabbing a handful of docs pages or pulling data off sites behind bot walls. This is a shortlist, not a catalogue dump — five servers, what each is for, and what to skip.

One constraint frames every choice below: your client has a tool budget. Most editors start degrading tool-selection accuracy past roughly 40 tools, so a scraping server that ships 20 tools is a real cost. I'll flag which ones are lean and which ones you should trim.

Firecrawl: the default for clean markdown

Start with Firecrawl if you mostly need readable page content, not raw HTML. It's the official Firecrawl MCP server and it does the four things you actually reach for: scrape a single URL to clean markdown, crawl a whole site, map a domain's URLs, and search the web, plus structured extraction against a schema you define.

The markdown output is the selling point. LLMs waste tokens on nav bars, cookie banners, and inline SVGs; Firecrawl strips that server-side so what lands in context is the article, not the chrome. For docs, blogs, and product pages it's the least fussy option.

What to skip: if you only ever need one function, don't wire in all of it. Scrape and search cover most agent work — crawl and map are for building datasets, and a full crawl can burn credits fast on a large domain.

Apify: when you need a specific scraper, not a generic one

Reach for Apify when the target already has a purpose-built scraper — Google Maps, Instagram, Amazon listings, LinkedIn. The Apify Actors MCP server exposes thousands of ready-made "Actors" as tools, so instead of writing selectors you call a maintained scraper someone else keeps working.

There are two flavors in the catalogue. The main Apify Actors server runs locally or as a remote endpoint and can surface any Actor; the lighter RAG Web Browser build focuses on web search and scraping to clean markdown, closer to what Firecrawl does. Pick the RAG Web Browser one if you want search-and-read; pick the full Actors server if you need a named scraper for a specific site.

The trade-off is tool sprawl. If you let the full Actors server load hundreds of Actors as individual tools, you'll blow the client budget instantly. Configure it to expose only the Actors you use — this is a case where the server's configuration matters more than the server choice.

Bright Data: for sites that actively block you

Use Bright Data when the wall is the problem — CAPTCHAs, IP bans, geo-gating, JavaScript-rendered content that returns empty HTML to a plain fetch. It's an all-in-one web-access server: Web Unlocker for blocked pages, a SERP API for search results, Scraper APIs for structured sites, and a cloud Scraping Browser for the hard cases.

This is the heaviest hammer on the list, and priced like it. Don't install Bright Data to read your own docs site — you'll pay for proxy infrastructure you don't need. Install it when Firecrawl returns a login wall or an empty body and you've confirmed the target is fighting automated access.

Because it does so much, it's also the widest tool surface here. Load the specific capability you need (usually Web Unlocker or SERP) rather than the whole toolkit.

Exa and Tavily: search-first, scrape-second

Choose Exa or Tavily when the job is really "find and read," not "scrape a known URL." Both fold web search and content extraction into a small set of tools, which is exactly what an agent answering a question wants.

Exa leans on neural search — you describe what you want in natural language and it finds semantically similar pages, then crawls them. It runs locally via npx or as a hosted remote endpoint. Tavily is built for real-time search with content extraction, site mapping, and crawling, and it's tuned to return LLM-ready results without the noise.

These two overlap heavily. Don't install both. Try Exa if your queries are conceptual ("papers about X approach"); try Tavily if you want fresh, factual answers with sources. For deeper agent workflows the same picks show up in best MCP servers for coding agents.

How to choose (and how many to install)

Install one general scraper and add a specialist only when you hit its limit. Running all five at once is the mistake — overlapping search and scrape tools confuse tool selection and eat the ~40-tool budget for nothing.

Server	Best for	Watch out for
Firecrawl	Clean markdown from docs & articles	Crawl burns credits on big sites
Apify Actors	Site-specific scrapers (Maps, social)	Tool sprawl — limit exposed Actors
Bright Data	Blocked / bot-walled sites	Cost; widest tool surface
Exa	Neural / semantic web search	Overlaps with Tavily
Tavily	Real-time search + extraction	Overlaps with Exa

A note on where these run. Unlike most MCP servers — roughly 90% run locally over stdio — scraping servers usually call a hosted API, so they need a key and they send URLs to a third party. That's the real security surface here, not the transport. Firecrawl, Exa, and Apify can run locally via npx while still hitting their cloud; Bright Data and Tavily are API-backed by design.

Here's a minimal Firecrawl config to start with — swap in your key and add servers only as you need them:

{
  "mcpServers": {
    "firecrawl": {
      "command": "npx",
      "args": ["-y", "firecrawl-mcp"],
      "env": { "FIRECRAWL_API_KEY": "fc-your-key" }
    }
  }
}

For the full list with tool counts and transports, see all scraping and search servers.