Bring Web Scraping
to LangChain
Create your Vinkius account to connect Diffbot 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.
Compatible with every major AI agent and IDE
What is the Diffbot MCP Server?
Connect your Diffbot account to any AI agent and take full control of your automated web data extraction through natural conversation.
What you can do
- Automated Page Classification — Use the Analyze API to automatically determine if a page is an article, product, or list and extract structured data natively
- Article Extraction — Extract news, blog, or article content into clean HTML and plain text, identifying authors, dates, and categorical classifications limitlessly
- E-commerce Intelligence — Capture structured product details including precise pricing, brand mappings, SKU, and specifications across any web boundary
- Media & Social Auditing — Extract primary images and embedded video metadata, or analyze forum threads and reviews with automated sentiment scoring
- List & Search Scraping — Identify bounded directories and search results on any page to extract arrays of item titles and links strictly
- Job Posting Analysis — Retrieve explicitly mapped job titles, employers, and salary vectors from recruitment pages to monitor market trends
- Custom Rule Execution — Execute user-defined custom extraction logic by bridging raw URLs to your trained Diffbot dashboard rulesets
How it works
- Subscribe to this server
- Enter your Diffbot Developer Token (found in your Diffbot Dashboard > Manage Token)
- Start transforming the web into data from Claude, Cursor, or any MCP-compatible client
Who is this for?
- Data Analysts — extract structured data from thousands of websites without writing complex scrapers or selectors
- Market Researchers — monitor competitor products and pricing across the web using natural language
- Content Marketers — summarize articles and monitor brand mentions in forum discussions in real-time
- Developers — test and debug web extraction pipelines and custom Diffbot rules through natural conversation
Built-in capabilities (10)
Diffbot uses ML to determine if the page is an article, product, image, video, event, list, or job, and returns the appropriate structured JSON. Excellent generalized entry point. Automatically classify and extract page data using Diffbot Analyze API
Pass optional discussion=false to skip extracting comments. Extract news, blog, or article content using Diffbot Article API
Diffbot will extract data according to your custom ruleset. Extract using a user-defined custom Diffbot API
Extract forum threads, reviews, or comments using Diffbot Discussion API
Extract event schedules and details using Diffbot Event API
Extract main images from a page using Diffbot Image API
Extract job postings using Diffbot Job API
Extract lists or search results using Diffbot List API
Extract e-commerce product details using Diffbot Product API
Extract video content and metadata using Diffbot Video API
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Diffbot 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.
- —
The largest ecosystem of integrations, chains, and agents. combine Diffbot 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 Diffbot queries for multi-turn workflows
Diffbot in LangChain
Why run Diffbot with Vinkius?
The Diffbot 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 Diffbot using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Diffbot and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Diffbot 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
Diffbot for LangChain
Every request between LangChain and Diffbot 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
Can my agent automatically identify what kind of page a URL points to?
Yes. Use the 'analyze_page' tool. Diffbot uses ML to classify the URL as an article, product, image, video, or list, and returns the appropriate structured JSON payload automatically.
How do I extract only the main text from a blog post without comments?
Use the 'extract_article' tool and set the 'discussion' parameter to 'false'. The agent will retrieve the clean text and HTML body while explicitly ignoring any forum threads or review blocks on the page.
Can I use custom extraction rules I've defined in my Diffbot dashboard?
Absolutely. Use the 'extract_custom_api' tool. Provide your trained 'api_name' and the target URL. Diffbot will extract the data according to your specific structural ruleset natively.
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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