What is MCP?
Model Context Protocol (MCP) allows people to hook AI models up to external tools. Without external tooling, a Large Language Model (LLM) isn’t much more than a highly intelligent chatbot. With access to tools, this chatbot can now make decisions using its internal reasoning and execute these decisions via MCP.
Join us for a deep dive into some of the best web data collection MCP servers. Read on to decide which of the companies listed below is best for your MCP web data collection needs.
- Bright Data
- Apify
- Tavily
- Browserbase
- Oxylabs
- Decodo
Why do you need MCP?
With MCP, agentic AI gives you a level of power and productivity that most never thought possible. Rather than spending weeks manually writing brittle code and manually tracking bugs, you simply build the system and tell it what to do.
Modern programming is quickly moving away from traditional coding and rapidly toward architecture you see below. As you can see in the image, the AI agent is always hooked up to memory and external tooling. With memory, the agent doesn’t forget its goal midway through a task. With MCP tooling, it has the power to execute whatever tasks the MCP server allows — scraping websites, outputting search results, updating databases or even deploying code in some cases.
With MCP, instead of writing code, you tell the agent what to do using natural language. If you can put the process into words, you’re already coding it.
Best MCP tools of 2025
Bright Data
The Bright Data MCP gives your AI agents access to a complete stack of web data infrastructure. Your agent gets access to their Unlocker API, SERP API, automated scraping and even full control over a headless browser. They offer a rapid (free) and pro tier. This allows you to get started with your agent immediately and scale your plan as your applications scale.
Key features
- Unlocker API: Access even the toughest of sites with CAPTCHA solving and JavaScript support. Out of the gate, your AI agent can access the vast majority of publicly available web content.
- Headless browser: Fully control remote browsers so your AI agent can browse and use the web just like a human. When Unlocker isn’t enough, your agent can pair its power with a real web browser.
- SERP API: Your agent can perform real searches using Google, Bing, Yandex DuckDuckGo, etc.and get structured, ready-to-use results. This gives you access to diverse results through a strong variety of search engines.
- Automated extraction: Extract structured data from the best e-commerce and social networking sites. Scrape any website as markdown. Your agent can even extract YouTube videos.
Bright Data offers a complete and scalable production-ready suite for your AI applications today.
Apify
Apify is well known for its Actor program. These Actors are built by both Apify themselves and community developers, so tool quality can vary across their selection of over 6,000 tools. Their MCP server leans into this hard. Out of the box, rather than a complete toolset, your agent gets access to these Actors. They can be enabled on an as-needed basis. Apify gives your AI agent a minimal MCP server that can grow with your application naturally. This unique approach allows each agent to custom-tailor its own MCP server.
Key features
- Dynamic tool discovery: Agents access the Actor store on their own. Each application built on top of their MCP server grows into its own custom toolset.
- Actor ecosystem: Actors range from headless browsers to prebuilt scrapers of all shapes and sizes. All in all, your agent gains potential to access over 6,000 different web scraping tools.
- Apify storage: You can access data from your previous Actor outputs stored in the cloud for quick agentic retrieval.
Apify is built to grow your AI agents organically. However, Actors can be expensive to run at scale.
Tavily
Tavily represents the newest wave of web data infrastructure providers and emerging search APIs. Their MCP server brings real-time search and graph-style crawling to your AI agent’s proverbial fingertips. Tavily turns a singular-focused LLM into a dedicated research assistant. While they don’t offer custom scraper access, Tavily’s MCP does also have access to an automated scraper.
Key features
- Real-time search: Your agent can search the web in real-time for fresh results and semantic question and answer style data retrieval.
- Automated extraction: Tavily lets your agent make use of automated extraction features. These aren’t custom-built scrapers but they offer sufficient coverage for basic scraping needs.
Tavily provides another great lightweight option for agentic projects that need the basics without the bells and whistles of enterprise tooling.
Browserbase
Like Tavily, Browserbase is more niche-focused than bigger industry names. Rather than scraping, Browserbase gives your agent access to a real browser it can control in real-time. Your agent doesn’t extract data in the traditional sense. It browses the web like a human would. Your agent can perform context-based scraping often required for smaller projects.
Key features
- Natural language: Most other providers offer this but it’s worth noting. NLP is far easier than writing hardcoded scrapers yourself.
- Automated extraction: Automatically extract screenshots and text data using your agent. While more limited than enterprise offerings, this should be sufficient in smaller projects.
- Multi-session management: Your agents can access multiple browsers simultaneously. This allows you to accomplish multiple extraction tasks all at the same time.
Browserbase is an interesting tool that takes a different look at extraction. Using their MCP server, your agent gets full access to a traditional browser.
Oxylabs
The Oxylabs MCP server gives agents direct access to their proxy and scraping infrastructure. They offer unblocking, reliable proxy connections, AI-powered scrapers and browsers. These features make them a solid provider of strong and stable web data infrastructure.
Key features
- Web Scraper API: Access tough sites with powerful unblocking. Most of the web is freely available with this feature alone.
- AI Scraper/Crawler: Crawl and scrape pages using AI-powered extraction techniques. Automated extraction lets your agent view the data without the noise.
- AI Browser Agent: Give your agents access to remote browsers for web navigation. Your agent can now perform like a human would if your projects require it.
Oxylabs offers strong support for enterprise projects who need stable unblocking tools.
Decodo
Decodo, formerly Smartproxy, takes a different approach from enterprise-level providers like Bright Data and Oxylabs. Their MCP server gives access to only a few but highly useful features: scrape_as_markdown, google_search_parsed and amazon_search_parsed. They do offer additional parameters for geotargeting, JavaScript support and custom locales — as does every good web data infrastructure provider.
Key features
- Scrape as markdown: This feature is a staple offering for even higher level providers. When scraping a site as markdown, you can distill pages into small compact form that are easier to process, especially for AI agents with fixed token limits.
- Google search: Once your AI agent can parse a Google search, it has efficient fuel for research. This might not be as powerful as Bright Data’s SERP API but it is intrinsically useful. Don’t write it off.
- Amazon search: Amazon is the largest online retailer in the world. If you’re looking for a good baseline in e-commerce data, Amazon’s the place to start.
Decodo provides a minimalist MCP server that can get your AI agents up and running quickly. For lightweight projects, their options are more than enough.
Full breakdown
Now that you’ve got some background on all these tools, take a look at how they stack up side by side. They do have some overlap but each MCP server has its own set of use cases.
| Provider | Strengths | Limitations | Best for |
|---|---|---|---|
| Bright Data | Full stack (Unlocker API, SERP API, automated extraction, headless browser). Enterprise-ready scalability and compliance. | Higher cost than minimal providers. | Enterprises needing the broadest, most reliable MCP tooling. |
| Apify | Dynamic tool discovery. Access to 6,000+ Actors. Cloud storage integration for past outputs. | Actor costs can add up quickly at scale. | Projects that need flexibility while scoping requirements. |
| Tavily | Real-time search and graph-style crawling. Automated extraction built in. | Limited features compared to legacy providers; no custom scrapers. | Research or knowledge retrieval agents that need fresh results. |
| Browserbase | Real browser control with natural language commands. Multi-session support, screenshots and DOM extraction. | Less efficient for bulk scraping; more focused on automation. | Agents that need to navigate sites like a human (logins, dashboards, context-rich tasks). |
| Oxylabs | Strong unblocking and proxy infrastructure. Web Scraper API, AI browser, marketplace scrapers (Google, Amazon). | Less breadth than Bright Data, still enterprise-tier pricing. | Teams that need resilient, geo-targeted scraping at scale. |
| Decodo | Open-source, lightweight, privacy-minded. Simple features like markdown scraping, Google/Amazon search parsing. | Very limited feature set; not suited for complex projects. | Developers or small teams who want a minimalist, no-cost entry point. |
Conclusion
Model Context Protocol is the way of the future. Every day, more and more traditional hardcoded software gets replaced by MCP. With MCP tools, you can take the coding portion out of development and focus primarily on architecture and functionality. If you can think it, you can build it.
Whether you need a full suite of tools like the Bright Data MCP or you need something niche like Browserbase or Tavily, MCP servers provide a legitimate architecture for experimentation and production software.