Bring Web Extraction
to LangChain
Create your Vinkius account to connect Browse AI 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 Browse AI MCP Server?
Connect your Browse AI account to any AI agent and take full control of your no-code web scraping operations through natural conversation.
What you can do
- Robot Discovery — List all your trained extraction and monitoring robots along with their configuration details
- Execute Scrapes — Trigger specific robots to run tasks on target URLs without lifting a finger
- Data Retrieval — Instantly download the final extracted JSON data from any successfully completed task
- Bulk Operations — Initiate multi-URL concurrent extractions and download the unified bulk datasets
- Monitor Sync — Check the status of your active web change monitors
- Quota Management — Retrieve your current API credits usage and monthly plan limits
How it works
- Subscribe to this server
- Enter your Browse AI Secret API Key
- Start fetching live data via Claude, Cursor, or any MCP-compatible client
No more manual downloads or periodic checks. Your AI agent serves as your pipeline to live web intelligence.
Who is this for?
- Data analysts — pull massive datasets from recent bulk tasks straight into your agent for immediate processing
- Marketers & SEO — execute scraping robots on competitor URLs to generate instant market reports
- Researchers — extract complex targeted metrics without opening any third-party dashboards
- Developers — verify robot configurations, monitor credit usage, and inspect JSON payloads rapidly
Built-in capabilities (10)
Returns a JSON array where each element contains the capturedData from one task. Download all extracted results from a completed Browse AI bulk run
Get bulk task execution status from Browse AI
Get detailed configuration of a specific Browse AI robot
Check the status of a specific Browse AI extraction task
Only meaningful when the task status is "successful". Fields match the column names configured in the Browse AI robot builder hitting internal task references. Retrieve the final extracted JSON data from a successful Browse AI task
Check Browse AI quota limits and credit usage
Monitors run on scheduled intervals to detect changes on target web pages and trigger notifications or data captures automatically via `/monitors`. List all active Browse AI web monitoring robots
Each robot represents a no-code AI scraping workflow targeting a specific website or data pattern via `GET /robots`. List all Browse AI extraction and monitoring robots
Each set typically contains a different "originUrl". All extractions run concurrently on Browse AI infrastructure. Run a Browse AI robot in bulk mode across multiple URLs
Pass a JSON string of input parameters (typically including "originUrl" for the target page and any variable fields the robot expects). Returns a taskId. Trigger a Browse AI robot to extract data from a target URL
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Browse AI 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 Browse AI 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 Browse AI queries for multi-turn workflows
Browse AI in LangChain
Why run Browse AI with Vinkius?
The Browse AI 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 Browse AI using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Browse AI and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Browse AI 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
Browse AI for LangChain
Every request between LangChain and Browse AI 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 AI start a data extraction and let me know when it finishes?
Yes! You can ask your agent to run_robot on a certain URL. The agent receives the newly created task ID and can immediately invoke get_task sequentially to poll for completion. Once successful, it calls get_task_data to dump the JSON right into your conversation without breaking workflow.
How do bulk operations work natively through the agent?
When you have a trained robot, you can feed the run_bulk_task command an array of different URLs. Browse AI's backend splits them virtually into independent task instances. Your agent tracks the bulk run via get_bulk_task and eventually pulls the mega JSON merge using download_bulk_data.
Is there a risk of my agent suddenly spending all my API credits?
You have complete visibility—the agent can query list_credits at any moment to inform you precisely of your available balance and monthly limit. Also, since tools execute your natural directives, your AI agent only triggers extractions you specifically prompt for.
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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