MCP Server for Finance Data Extraction

Use Bright Data’s enterprise-grade MCP Server to scrape only public financial data. Extract, analyze, and process public stock prices, company financials, market news, analyst ratings, historical trends, and economic indicators—quickly, reliably, and at scale.

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The Ultimate MCP Tool to Scrape Finance Data

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One MCP for the Web

Bright Data MCP for Finance lets you extract only public stock prices, market data, company financials, news, ratings, and sector insights—never private or login-required content.
Search
  • Extract up-to-date public stock prices, indices, financial news, and company profiles from leading finance sites
  • Target data by sector, market, or region for focused investment research and analysis
  • Collect structured URLs, company financials, analyst ratings, and news headlines for market intelligence
Crawl
  • Let agents crawl and aggregate complete sets of public stock data, earnings reports, and news feeds
  • Output finance data in agent-ready formats for integration into trading tools or analytics platforms
  • Effortlessly scale finance data collection to fit research projects or enterprise-level analytics
Access
  • Give agents reliable access to public finance content: quotes, market trends, financials, and news
  • Automatically handle geo-restrictions, CAPTCHAs, and dynamic content for smooth data aggregation
  • Render JavaScript-driven finance sites to capture the latest updates and public filings
Navigate
  • Automate agent actions to monitor market changes, earnings announcements, or sector news
  • Use remote browser sessions for seamless large-scale public finance data collection
  • Simulate real user interaction to bypass financial website anti-bot protections and ensure reliable data
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Finance MCP Server FAQs

The Finance MCP Server is a specialized integration that empowers your AI agents to access real-time public data from Finance. It acts as a bridge, allowing tools like Claude, Cursor, and custom LLMs to search, extract, and interact with Finance content dynamically.

Built on Bright Data's robust infrastructure, the Web MCP Server handles the complexities of web data extraction behind the scenes. It automatically manages proxy rotation, CAPTCHA solving, and unlocking technology to ensure your AI receives structured, reliable data from Finance without getting blocked.

The data is completely real-time. Unlike databases that can become outdated, the Finance MCP fetches live content directly from the source at the moment of request, ensuring your AI agents act on the most current pricing, posts, or profile information available.

Yes! We offer a generous free tier that includes 5,000 requests per month. This allows developers and businesses to test the Finance MCP Server, build prototypes, and perform light data extraction at no cost before scaling up.

Yes. Beyond retrieving static data, the server supports full browser automation. Your agents can be instructed to navigate Finance pages, click buttons, handle infinite scrolling, and even take screenshots, enabling complex workflows that simulate real user behavior.

You have the choice. You can use our fully managed Remote MCP for instant access with zero infrastructure setup, or you can deploy the Local MCP if you require on-premise control and custom environment configurations for your Finance projects.

Our Web MCP Server is designed for seamless integration with popular AI clients. It works natively with Claude Desktop, Cursor, Windsurf, and diverse agentic frameworks like LangChain, making it easy to add Finance data capabilities to your existing workflows.

Rapid mode is free and ideal for everyday tasks like SERP lookups and basic text extraction. Pro mode unlocks premium capabilities for Finance, including deep structured data extraction and advanced browser automation tools designed for large-scale production environments.

Absolutely. The Finance MCP Server is built with strict adherence to data protection regulations, including GDPR and CCPA. We only access publicly available web data, ensuring your AI operations remain compliant and ethically sound.

The server delivers data in clean, AI-ready formats. Depending on your specific needs, you can retrieve Finance data as structured JSON objects for precise analysis or as simplified Markdown text optimized for LLM context windows.