Best LLM-Ready Web Scraping APIs for AI Agents

In this article, we’ll go over some of the best LLM-ready web scraping APIs in the industry. By the time you’re finished reading, you’ll be able to answer the following questions.

• What defines an LLM-ready web scraping API?
• Why is MCP important when choosing an LLM-ready scraping API?
• What are the best options available for your team?

What makes a web scraping API LLM-ready?

There are several features we’ll use here to define the term “LLM-ready”. When giving web access to AI agents, we often need a mix of browser support and structured output search capability. The features below will provide our main criteria.

• Browser automation: AI agents are meant to automate human tasks. For many jobs, humans need a browser to do their job. AI agents often need automated browsers too.
• Structured output: This is really important. In the past, providers were often judged by their variety of output formats. However, Generative AI supports custom output formats of almost any kind. An LLM that outputs JSON can also output Markdown, XML, CSV and many other formats.
• Search: Agents need to be able to search the web to compare sources and perform Deep Research. Depending on your project, this can be either a search engine results page (SERP) API or an AI native platform.
• MCP server availability: Model Context Protocol (MCP) is one of the most important features for teams building AI agents. MCP is language agnostic and lets you plug your tools into your AI agent with minimal boilerplate.

For companies who have it, we will also use the G2 and Trustpilot ratings to help determine their score.

Best LLM-ready web scraping APIs

Now, let’s take a look at the best LLM-ready web scraping APIs. Please note that many of these platforms are still emerging and have not yet been rated on G2 and Trustpilot. In these cases, we’ll grade the providers based solely on their features and offerings.

1. Bright Data

Bright Data is a leading provider of web data infrastructure. Originally known as Luminati Networks, the company grew into one of the world’s largest data providers. Bright Data connects teams to services ranging from proxies, unblocking and SERP APIs to ready-made datasets and on-demand web scrapers for fresh, on-demand data. This company is an excellent choice for teams who need enterprise data pipelines and scale.

• Web Unlocker API: Automated proxy management, site unblocking and JavaScript rendering for reliable access to web data.
• SERP API: Access up-to-date structured search results from a variety of engines such as Google, Bing, Yandex and DuckDuckGo.
• Browser API: Control real web browsers in the cloud with rotating proxies and JavaScript rendering.
• Web Scraping API: Run pre-built web scrapers on-demand to power AI agents with fresh data whenever you need.
• Scraper Studio: Use Bright Data’s AI-powered IDE to build custom scrapers with little to no code required.
• MCP server: Their MCP server gives access to SERP, Crawl, Access and Navigate features.

Bright Data is the only provider on our list to post a 4.5 or higher rating on both G2 and Trustpilot.

• G2 rating: 4.6
• Trustpilot rating: 4.5

2. Decodo

Decodo home page

Formerly known as Smartproxy, Decodo also offers a suite of products for LLM-ready web scraping. Site Unblocker gives teams stable web access. Web Scraping API turns websites into data pipelines with a variety of output formats. Decodo offers a solid alternative to platforms such as Bright Data and Oxylabs. However, the Web Scraping API is more of a one-size-fits-all tool. They do not offer individual SERP and cloud browser APIs. However, Web Scraping API does support some SERP functionality.

• Site Unblocker: Automated proxy management and reliable access to high-difficulty websites.
• Web Scraping API: Extract web pages and convert them into a variety of formats.
• AI Parser: Convert a website into structured data using natural language.
• MCP server: Access Decodo’s web scraping tools using AI agents.

Decodo has consistently good ratings on both Trustpilot and G2.

• G2 rating: 4.6
• Trustpilot rating: 4.2

3. Oxylabs

Oxylabs home page

Oxylabs is another leader in enterprise scale web data. They offer automated web access via Web Unblocker, Fast Search API and pre-built scrapers powered by the Web Scraper API. For teams needing enterprise level tooling, Oxylabs is worth a look.

• Web Unblocker: An automated proxy solution for reliable web access.
• Web Scraper API: Extract structured data from websites.
• Headless Browser: A cloud browser with proxy rotation and JavaScript rendering.
• Fast Search API: A lightweight, fast SERP API with access to Google and Bing.
• MCP server: Connect your AI agents to Web Scraper API and the Oxylabs Headless Browser.

Oxylabs boasts a 4.5 on G2 but comes in slightly lower at 3.7 on Trustpilot.

• G2 rating: 4.5
• Trustpilot rating: 3.7

4. Firecrawl

Firecrawl home page

When it debuted, Firecrawl received a ton of attention in the scraping community. Firecrawl is built around a simple workflow: Input URL -> Get data. Firecrawl is best known for their ease of use and simplicity for small to medium sized projects.

• Scrape: Input a URL and output HTML, Markdown, screenshots or structured data.
• Search: Perform web searches and receive structured results. This is similar to a SERP API.
• Browser: Operate a cloud-hosted browser for page interactions in real time. Up to 20 concurrent instances are supported.
• Crawl: Recursively crawl entire websites and produce accurate sitemaps.
• MCP server: Use the Firecrawl MCP to enhance your AI agents using the API features listed above.

Firecrawl is still growing. It has not been rated yet on G2 or Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

5. Tavily

Tavily home page

Tavily is an extremely unique solution for teams needing to add web access to AI platforms. Tavily’s search feature has been its flagship product — a search engine built specifically for AI agents. They also support extraction, research, crawling and mapping. Tavily is still a growing product. Their highest tier plan supports up to 4,000 basic searches or 2,000 advanced searches.

• Search: Search the web using an AI-native search engine. Results contain advanced metrics like score which assigns a relevance score to each search result.
• Extract: Target specific web pages and extract their data as either Markdown or text.
• Crawl: Crawl and extract raw data chunks from a list of pages concurrently.
• Map: Traverse websites and explore their structure to generate accurate sitemaps.
• MCP server: Integrate the Tavily API directly into your own AI agents so they can use the features listed above.

Tavily is not yet rated on G2 or Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

6. Exa

Exa home page

Exa offers a variety of APIs to fit your web scraping needs. These products overlap significantly with traditional web data infrastructure providers. They offer semantic search, content extraction and AI-generated answers. Their Websets API is a very unique data pipeline solution.

• Search: Search the web and get structured search results. However, users should note that Exa uses a proprietary search engine. This feature does not yield results from traditional engines like Google or Bing.
• Contents: Input a URL and get page text, summaries and page metadata.
• Answer: A simple question and answer API. This can reduce time and resources spent on simple questions.
• Websets: Perform a query and generate AI-enriched datasets on demand within minutes. Results can be delivered via API, CRM or CSV downloads.
• MCP server: The Exa MCP supports Web Search API. They also offer a separate MCP for their Websets API.

Exa has yet to be rated on either G2 or Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

7. Hyperbrowser

Hyperbrowser home page

Hyperbrowser offers browser automation built on Puppeteer and Playwright. Teams can deploy up to 1,000 browser instances simultaneously. They also offer data extraction and pre-built AI agents.

• Browser Sessions: Spin up cloud-hosted browsers compatible with all Chrome DevTools Protocol (CDP) supported browsers and automated proxy rotation.
• Scraping: Define a schema and turn websites into structured data.
• AI Agents: Hyperbrowser offers pre-built AI agents powered by Claude, OpenAI as well as some open source models.
• MCP server: The Hyperbrowser MCP lets you plug your own AI agents directly into Hyperbrowser.

Hyperbrowser has yet to be rated on G2 and Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

8. Steel

Steel home page

Steel is another browser automation framework. The browser is fully open source. Teams can run the Steel browser for free locally or use their paid cloud options. Their Sessions API allows teams to spin up cloud browsers with a single API call. For teams needing full browser capability, Steel is a solid choice.

• Sessions API: Steel’s cloud browser service. Browsers come equipped with proxy automation and site unblocking.
• MCP server: Using the MCP server, your AI agents get control over the Steel browser. They can search, scroll, click, type and navigate the web.

As an emerging provider, Steel also has yet to be rated on G2 and Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

9. Airtop

Airtop Web Scraping

Airtop is a browser automation framework for AI agents. Teams can build their own agents and even use pre-built templates for automated data extraction. Airtop approaches web scraping from a different perspective. Rather than using traditional scraping infrastructure, everything is powered using cloud browsers.

• Website to LLM-Ready Doc Agent: Input a URL and output structured data to a Google Doc.
• Custom Scraping Agents: Airtop provides a variety of templates for social media, change monitoring and job data scraping. Users can also create and publish their own.

As a newer framework, Airtop doesn’t have any reviews yet on either G2 or Trustpilot.

• G2 rating: N/A
• Trustpilot rating: N/A

10. ZenRows

ZenRows home page

ZenRows is another traditional web scraping provider. Their Universal Scraper API aims to unify SERP and individual site scraping into a single, central API. They also offer cloud browsing options via Scraping Browser. Strangely enough, the ZenRows MCP does not connect your AI agent to ZenRows tooling. Instead, it connects your agent to the ZenRows coding documentation.

• Universal Scraper API: Fetch SERP and web data using a single API. Users should note that the SERP feature is limited to Google and holds only three fields: title, link and snippet.
• Scraping Browser: A cloud browser offering. It supports minimal site unblocking. Teams need to use a third party CAPTCHA solver.
• MCP server: This MCP is a bit more limited than other providers. The ZenRows MCP connects you only to their documentation. It does not enable AI agents to use the services listed above.

ZenRows has a 5.0 rating on G2. Their Trustpilot rating is 3.1.

• G2 rating: 5.0
• Trustpilot rating: 3.1

11. You.com

You.com home page

You.com offers several APIs for web search, site fetching, deep research and content extraction. You.com doesn’t really fall neatly into a category. Their features and services overlap with some enterprise API services but still gravitate toward smaller projects.

They offer the following APIs.

• Web Search API: Search the web and gain access to their live crawl feature and News API.
• Research API: This one stands out. Rather than building a research agent yourself, You.com lets teams perform Deep Research using their API. Each result is backed by citations.
• Contents API: Retrieve page text, summaries and metadata from multiple URLs. This allows teams to streamline data aggregation.
• MCP server: Integrate the services listed above into your AI agents.

You.com boasts a 4.4 rating on G2. However, their Trustpilot rating is significantly lower — coming in at 2.3.

• G2 rating: 4.4
• Trustpilot rating: 2.3

12. ScraperAPI

ScraperAPI home page

ScraperAPI is a bit of a sleeper. It’s been around since 2018. While the product is built around a single API, it’s flexible and offers a surprising level of versatility. ScraperAPI supports both SERP results as well as traditional website scraping. JavaScript rendering is also available. However, real-time browser access is not supported. ScraperAPI is a solid choice for teams needing medium scale access without the full fledged tool suites that enterprise providers are known for.

• Scraping API: Scrape websites regardless of layout. SERP is supported but Google is the only search engine mentioned in their documentation.
• MCP server: Connect your AI agent to ScraperAPI.

ScraperAPI is not rated on G2. However, it does have a Trustpilot score of 4.5.

• G2 rating: N/A
• Trustpilot rating: 4.5

Key breakdown of providers

Conclusion

Choosing a provider for LLM-ready data can seem like a daunting task. However, when we look deeply at the available providers, it becomes much more clear to identify what you’re looking for in a provider. Choose based on your project requirements. Ask yourself the following questions.

• Do we need search features?
• If so, do we need traditional SERP or AI-native search?
• Do you need to scrape individual websites?
• What level of JavaScript rendering and browser support do you need?
• Does the provider offer MCP for streamlined AI agents?

Teams looking for browser automation will do well using tools like Hyperbrowser, Steel and Airtop. Companies like Tavily and Exa provide excellent AI-native search engines. Firecrawl is an excellent choice when your team needs a variety of features and simplicity at medium scale. If your team needs a full enterprise tool suite, Bright Data and Oxylabs can help you build to scale from the start.

Written by

Jake Nulty

Software Developer & Writer at Independent

Jacob is a software developer and technical writer with a focus on web data infrastructure, systems design and ethical computing.

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