Legal Case Research Extractor, Data Miner with Bright Data MCP & Google Gemini

Notice Community nodes can only be installed on self-hosted instances of n8n.

Who this is for The Legal Case Research Extractor is a powerful automated workflow designed for legal tech teams, researchers, law firms, and data scientists focused on transforming unstructured legal case data into actionable, structured insights.

This workflow is tailored for:

Legal Researchers automating case law data mining

Litigation Support Teams handling large volumes of case records

LawTech Startups building AI-powered legal research assistants

Compliance Analysts extracting case-specific insights

AI Developers working on legal NLP, summarization, and search engines

What problem is this workflow solving? Legal case data is often locked in semi-structured or raw HTML formats, scattered across jurisdiction-specific websites. Manually extracting and processing this data is tedious and inefficient.

This workflow automates:

Extraction of legal case data via Bright Data's powerful MCP infrastructure

Parsing of HTML into clean, readable text using Google Gemini LLM

Structuring and delivering the output through webhook and file storage

What this workflow does

Input

Set the Legal Case Research URL node is responsible for setting the legal case URL for the data extraction.

Bright Data MCP Data Extractor

Bright Data MCP Client For Legal Case Research node is responsible for the legal case extraction via the Bright Data MCP tool - scrape_as_html

Case Extractor

Google Gemini based Case Extractor is responsible for producing a paginated list of cases

Loop through Legal Case URLs

Receives a collection of legal case links to process

Each URL represents a different case from a target legal website

Bright Data MCP Scraping

Utilizes Bright Data’s scrape_as_html MCP mode

Retrieves raw HTML content of each legal case

Google Gemini LLM Extraction

Transforms raw HTML into clean, structured text

Performs additional information extraction if required (e.g., case summary, court, jurisdiction etc.)

Webhook Notification

Sends extracted legal case content to a configurable webhook URL

Enables downstream processing or storage in legal databases

Binary Conversion & File Persistence

Converts the structured text to binary format

Saves the final response to disk for archival or further processing

Pre-conditions

Knowledge of Model Context Protocol (MCP) is highly essential. Please read this blog post - model-context-protocol You need to have the Bright Data account and do the necessary setup as mentioned in the Setup section below. You need to have the Google Gemini API Key. Visit Google AI Studio You need to install the Bright Data MCP Server @brightdata/mcp You need to install the n8n-nodes-mcp

Setup Please make sure to setup n8n locally with MCP Servers by navigating to n8n-nodes-mcp Please make sure to install the Bright Data MCP Server @brightdata/mcp on your local machine. Sign up at Bright Data. Create a Web Unlocker proxy zone called mcp_unlocker on Bright Data control panel. Navigate to Proxies & Scraping and create a new Web Unlocker zone by selecting Web Unlocker API under Scraping Solutions. In n8n, configure the Google Gemini(PaLM) Api account with the Google Gemini API key (or access through Vertex AI or proxy). In n8n, configure the credentials to connect with MCP Client (STDIO) account with the Bright Data MCP Server as shown below.

Make sure to copy the Bright Data API_TOKEN within the Environments textbox above as API_TOKEN=<your-token>

How to customize this workflow to your needs

Target New Legal Portals Modify the legal case input URLs to scrape from different state or federal case databases

Customize LLM Extraction Modify the prompt to extract specific fields: case number, plaintiff, case summary, outcome, legal precedents etc.

Add a summarization step if needed

Enhance Loop Handling Integrate with a Google Sheet or API to dynamically fetch case URLs

Add error handling logic to skip failed cases and log them

Improve Security & Compliance Redact sensitive information before sending via webhook

Store processed case data in encrypted cloud storage

Output Formats Save as PDF, JSON, or Markdown

Enable output to cloud storage (S3, Google Drive) or legal document management systems