Bring Serp Scraping
to LangChain
Create your Vinkius account to connect Oxylabs SERP to LangChain 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 SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Oxylabs SERP MCP Server?
Bring the Oxylabs SERP Scraper API directly into your AI workflows. Perform high-volume, structured data extraction across all major search engines without worrying about proxy rotation, CAPTCHAs, or HTML parsing.
What you can do
- Google Ecosystem — Extract parsed data from Google Search (organic, snippets), Google Images, Google News, Google Shopping, Google Scholar, and Google Travel/Hotels
- Bing Search — Extract organic search rankings and rich snippets from Microsoft Bing
- Yandex Search — Scrape the leading Russian search engine for regional SEO analysis
- Baidu Search — Extract search engine results pages from China's leading search provider
- YouTube Search — Parse video rankings, channel details, and views from YouTube search results
How it works
- Subscribe to this server
- Enter your Oxylabs Username and Password
- Start fetching structured SERP data from Claude, Cursor, or any MCP-compatible client
Who is this for?
- SEO professionals — track keyword rankings and analyze SERP features across multiple global search engines
- Market researchers — monitor Google Shopping prices, hotel rates on Google Travel, or academic papers on Scholar
- Content strategists — analyze YouTube video rankings and news syndication across global domains
Built-in capabilities (10)
Inspect deep internal arrays mitigating specific Plan Math
Dispatch an automated validation check routing explicit Gateway history
Perform structural extraction of properties driving active Account logic
Provision a highly-available JSON Payload generating hard Customer bindings
Irreversibly vaporize explicit validations extracting rich Churn flags
Identify bounded CRM records inside the Headless Oxylabs SERP Platform
Retrieve explicit Cloud logging tracing explicit Vault limits
Enumerate explicitly attached structured rules exporting active Billing
Identify precise active arrays spanning native Gateway auth
Identify precise active arrays spanning native Hold parsing
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Oxylabs SERP through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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The largest ecosystem of integrations, chains, and agents. combine Oxylabs SERP MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across Oxylabs SERP queries for multi-turn workflows
Oxylabs SERP in LangChain
Why run Oxylabs SERP with Vinkius?
The Oxylabs SERP 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.
* 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
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Oxylabs SERP using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Oxylabs SERP and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Oxylabs SERP to LangChain 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.
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 |
How Vinkius secures
Oxylabs SERP for LangChain
Every request between LangChain and Oxylabs SERP is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Are the exported results structured JSON or raw HTML?
The API returns highly structured, pre-parsed JSON. For example, a Google Search request directly returns organized arrays of organic results, related queries, ads, and knowledge panels — there's no need to write code to parse the HTML DOM.
Do I need to manage my own residential proxies?
No. Oxylabs handles all infrastructure on the backend, automatically rotating residential proxies, fingerprinting, and bypassing CAPTCHAs. You just provide the search query.
Can I search Google News for PR tracking?
Yes, the google_news_search tool natively queries the News tab, returning structured articles with publishers, titles, snippets, and exact publication timestamps, making it highly effective for PR and brand tracking.
How does LangChain connect to MCP servers?
Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
Which LangChain agent types work with MCP?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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