LlamaIndexFramework

Why use Oxylabs MCP Server with LlamaIndex?

Bring Web Scraping
to LlamaIndex

Name: Oxylabs MCP Server
Availability: InStock
Rating: 5.0 (1 reviews)
Author: Vinkius

Create your Vinkius account to connect Oxylabs to LlamaIndex and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.

GDPR Free for Subscribers

Scrape Amazon ProductScrape Amazon SearchScrape Bing SerpScrape Custom PayloadScrape Google ImagesScrape Google NewsScrape Google SerpScrape Google ShoppingScrape UniversalScrape Yandex Serp

Ask AI about this MCP Server ChatGPT Claude Perplexity

Compatible with every major AI agent and IDE

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

+ other MCP clients

What is the Oxylabs MCP Server?

Give your AI agent the ability to extract structured data from any website with Oxylabs Web Scraping API. Scrape Google, Amazon, Bing, and Yandex with specialized parsers, or hit any arbitrary URL with the universal scraper — with optional headless browser rendering.

What you can do

Universal Scraper — Extract HTML from any website. Enable JS rendering for single-page apps that require client-side execution
Google Search — Parse Google SERPs with organic rankings, knowledge panels, ads, and featured snippets, localized by country TLD
Google Shopping — Extract product listings with merchants, prices, reviews, and availability from Google Shopping
Google Images — Pull image URLs, dimensions, and hosting origins from Google Image Search
Google News — Extract time-indexed news articles with publishers and publication dates
Amazon Search — Scrape Amazon product listings with ASINs, prices, Prime markers, and seller data across regional domains
Amazon Product — Deep-extract individual product pages with variations, stock states, bullet points, and vendor hierarchies
Bing Search — Parse Bing SERPs with organic web graph snippets
Yandex Search — Extract rankings from the Yandex search engine for CIS/RU market analysis
Custom Payload — Send fully customized Oxylabs schema payloads for advanced proxy and location configurations

How it works

Subscribe to this server
Enter your Oxylabs Username and Password
Start scraping from Claude, Cursor, or any MCP-compatible client

Who is this for?

SEO teams — track keyword rankings across Google, Bing, and Yandex without managing proxy infrastructure
E-commerce analysts — monitor competitor pricing and product availability on Amazon across regional markets
Data engineers — extract structured web data at scale for market research, lead generation, or content indexing

Built-in capabilities (10)

scrape_amazon_product

Extract deep E-Commerce retail arrays extracting arbitrary Amazon ASINs

scrape_amazon_search

Perform structured data extraction looping over Amazon query listings

scrape_bing_serp

Calculate and extract structured Bing Search Web mappings

scrape_custom_payload

oxylabs.io/v1/queries` customizing Proxy Types, Locations and deeply nested config params. Dispatch entirely arbitrary strict Oxylabs Payload JSON structures

scrape_google_images

Parse and Scrape specific Google Image Search layout blocks

scrape_google_news

Export time-indexed News articles via Google News blocks

scrape_google_serp

Extract Google Search Engine Results Page (SERP) blocks structurally

scrape_google_shopping

Extract E-Commerce structures hitting Google Shopping engines

scrape_universal

oxylabs.io/v1/queries` endpoint mapping `source=universal`. Dynamically extracts raw remote HTML safely avoiding proxy blocks. Use `js_render=true` explicitly if the target SPA strictly requires client rendering. Scrape any arbitrary HTML website using Oxylabs Universal Scraper API

scrape_yandex_serp

Execute structural analysis indexing Yandex Search instances

See what your AI agent can do with Oxylabs

Why LlamaIndex?

LlamaIndex agents combine Oxylabs tool responses with indexed documents for comprehensive, grounded answers. Connect 10 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.

—
Data-first architecture: LlamaIndex agents combine Oxylabs tool responses with indexed documents for comprehensive, grounded answers
—
Query pipeline framework lets you chain Oxylabs tool calls with transformations, filters, and re-rankers in a typed pipeline
—
Multi-source reasoning: agents can query Oxylabs, a vector store, and a SQL database in a single turn and synthesize results
—
Observability integrations show exactly what Oxylabs tools were called, what data was returned, and how it influenced the final answer

See it in action

Oxylabs in LlamaIndex

AI Agent→Vinkius

High Security·Kill Switch·Plug and Play

Enterprise Security

Why run Oxylabs with Vinkius?

The Oxylabs connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.

You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

View full Oxylabs details →

Fully ManagedNo server setup

Plug & PlayNo coding needed

SecurePrivacy protected

PrivateYour data is safe

Cost ControlBudget limits

Control1-click disconnect

Auto-UpdatesMaintenance free

High SpeedOptimized for AI

Reliable99.9% uptime

Your credentials and connection tokens are fully encrypted

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure

01 / Catalog

Over 4,000 integrations ready for AI agents

Explore a vast library of pre-built integrations, optimized and ready to deploy.

02 / Credentials

Connect securely in under 30 seconds

Generate tokens to authenticate and link external services in a single step.

03 / Guardian

Complete visibility into every agent action

Audit live requests, latency, success rates, and active security compliance policies.

04 / FinOps

Optimize spending and track token ROI

Analyze real-time token consumption and cost metrics detailed by connection.

Over 4,000 integrations ready for AI agents

Complete visibility into every agent action

Explore our live AI Agents Analytics dashboard to see it all working

This dashboard is included when you connect Oxylabs using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.

Explore Analytics

Why Vinkius

Oxylabs and 4,000+ other AI tools. No hosting, no code, ready to use.

Professionals who connect Oxylabs to LlamaIndex through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.

4,000+MCP Integrations

<40msResponse time

100%Fully managed

	Raw MCP	Vinkius
Ready-to-use MCPs	Find and configure each manually	4,000+ MCPs ready to use
Connection Setup	Manual coding & server setup	1-click instant connection
Server Hosting	You host it yourself (needs 24/7 uptime)	100% hosted & managed by Vinkius
Security & Privacy	Stored in plaintext config files	Bank-grade encrypted vault
Activity Visibility	Blind execution (no logs or tracking)	Live dashboard with real-time logs
Cost Control	Runaway AI token spend risk	Automatic budget limits
Revoking Access	Must delete files or code to stop	1-click disconnect button

View step-by-step setup guide for LlamaIndex →

The Vinkius Advantage

How Vinkius secures
Oxylabs for LlamaIndex

Every request between LlamaIndex and Oxylabs is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.

< 40msCold start

Ed25519Signed audit chain

60%Token savings

FAQ

Frequently asked questions

Can the scraper handle JavaScript-heavy websites like React or Vue apps?

Yes. Enable js_render=true on the universal scraper and Oxylabs runs a headless Chromium instance that executes all client-side JavaScript before extracting the HTML. This handles SPAs, lazy-loaded content, and dynamically rendered components.

How does it handle anti-bot protection?

Oxylabs manages a global residential and datacenter proxy network with automatic IP rotation, browser fingerprinting, and CAPTCHA solving. The API handles all proxy management transparently — you just send the URL and receive structured data back. No proxy configuration needed on your end.

Can I scrape Amazon in different countries — like amazon.de or amazon.co.jp?

Yes. Both Amazon search and product scrapers accept a domain parameter (com, de, co.jp, co.uk, fr, it, es, etc.). The parser adapts to the regional layout and returns localized pricing, availability, and seller data specific to that marketplace.

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Oxylabs tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.