Compatible with every major AI agent and IDE
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 and automated monitoring workflows through natural conversation.
What you can do
- Robot Orchestration — List and manage all web scraping robots in your account programmatically, retrieving detailed configuration and high-fidelity extraction history
- Automated Task Execution — Programmatically trigger new robot runs with custom parameters (e.g., origin URL) to coordinate high-fidelity data collection in real-time
- Website Monitoring Intelligence — Create and manage monitoring schedules to track changes on any website and maintain a perfectly coordinated data pipeline
- Event Architecture — Access and monitor robot webhooks for instant notifications and retrieve detailed log metadata directly through your agent
- Financial Visibility — Programmatically track your account subscription status and credit usage to coordinate your automated data quotas efficiently
How it works
- Subscribe to this server
- Retrieve your Secret API Key from your Browse AI dashboard (Account > API)
- Start collecting web data and monitoring sites from Claude, Cursor, or any MCP client
No more manual logging into the dashboard to check individual extraction tasks. Your AI acts as your dedicated data engineer and monitoring coordinator.
Who is this for?
- Market Researchers — instantly trigger price scraping and competitive monitoring using natural language commands
- Growth Marketers — automate lead generation from public directories and track site changes without leaving your workspace
- Developers — integrate high-speed no-code scraping data into custom workflows through simple AI queries
Built-in capabilities (12)
Add new schedule
Get robot info
Check task progress
Check credit balance
Get account info
List scheduled scrapers
List bulk task runs
List past runs
Get event configs
List scraping robots
Delete robot webhook
Start scraping task
Why Pydantic AI?
Pydantic AI validates every Browse AI tool response against typed schemas, catching data inconsistencies at build time. Connect 12 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.
- —
Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application
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Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your Browse AI integration code
- —
Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
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Dependency injection system cleanly separates your Browse AI connection logic from agent behavior for testable, maintainable code
Browse AI in Pydantic AI
Browse AI and 4,000+ other MCP servers. One platform. One governance layer.
Teams that connect Browse AI to Pydantic AI through Vinkius don't need to source, host, or maintain individual MCP servers. Every tool call runs inside a hardened runtime with credential isolation, DLP, and a signed audit chain.
Raw MCP | Vinkius | |
|---|---|---|
| Server catalog | Find and host yourself | 4,000+ managed |
| Infrastructure | Self-hosted | Sandboxed V8 isolates |
| Credential handling | Plaintext in config | Vault + runtime injection |
| Data loss prevention | None | Configurable DLP policies |
| Kill switch | None | Global instant shutdown |
| Financial circuit breakers | None | Per-server limits + alerts |
| Audit trail | None | Ed25519 signed logs |
| SIEM log streaming | None | Splunk, Datadog, Webhook |
| Honeytokens | None | Canary alerts on leak |
| Custom domains | Not applicable | DNS challenge verified |
| GDPR compliance | Manual effort | Automated purge + export |
Why teams choose Vinkius for Browse AI in Pydantic AI
The Browse AI MCP Server runs on Vinkius-managed infrastructure inside AWS — a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts. All 12 tools execute in hardened sandboxes optimized for native MCP execution.
Your AI agents in Pydantic AI only access the data you authorize, with DLP that blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade infrastructure, zero maintenance.

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
How Vinkius secures
Browse AI for Pydantic AI
Every tool call from Pydantic AI to the Browse AI MCP Server is protected by DLP redaction, cryptographic audit chains, V8 sandbox isolation, kill switch, and financial circuit breakers.
Frequently asked questions
How do I find my Browse AI Secret API Key?
Log in to your account, navigate to Account > API, and copy your Secret API Key.
Can I override the origin URL via AI?
Yes! The trigger_robot_run tool accepts a jsonInput parameter where you can provide an originUrl to override the robot's default settings.
How do I check my remaining credits?
Use the get_usage_quotas tool to retrieve information about your current subscription and remaining credits directly from the platform.
How does Pydantic AI discover MCP tools?
Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.
Does Pydantic AI validate MCP tool responses?
Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.
Can I switch LLM providers without changing MCP code?
Absolutely. Pydantic AI abstracts the model layer. your Browse AI MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.
MCPServerHTTP not found
Update: pip install --upgrade pydantic-ai
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