LiteScrape extracts structured data from websites, turning web pages into usable information for research and automation. Retrieve page content, collect relevant fields, and convert online information into structured outputs for downstream analysis and workflows.
The fastmcp library is a Python client for MCP servers. Use it to call MewCP tools from your own scripts and services.
This guide connects LiteScrape MCP to Python through MewCP, so Python can use LiteScrape MCP's 6 tools, like google_search, bing_search and duckduckgo_search, without your LiteScrape MCP credentials ever reaching the app.
Your LiteScrape MCP API key is stored encrypted and injected only at call time. Your agent never holds it, so it can never leak it, log it or paste it into a prompt.
More apps
Crawl websites and extract clean structured data optimized for AI applications and automation. Collect content from the web at scale while maintaining high-quality outputs.
Extract structured data from websites and public web pages. Fetch content, parse information and transform online data into formats that can be consumed by applications, agents and workflows.
TinyFish MCP for running AI-driven browser automation tasks, deep web research, persistent browser login profiles, remote CDP browser sessions, and agentic wallet payments.
Scrape, extract, and understand the web, plus identify any company from a domain, email, name, or transaction string. This MCP server exposes Context.dev's API for web scraping in multiple formats (raw HTML, Markdown, screenshots, images, sitemaps, and web search), schema-driven structured data extraction, design-system extraction (styleguides and fonts), and brand intelligence lookups. It's built for AI agents that read, summarize, or monitor web content, for enriching CRM, KYC, or fintech pipelines with company and brand data, and for extracting a competitor's design system or structured product and pricing data at scale.
Other clients
LiteScrape MCP works the same way in every client below. Pick yours for its own guide.
Free to start.
Scope access to the exact LiteScrape MCP tools and accounts you allow, work and personal side by side. Anything outside that scope is refused at call time, even when the model asks for it.
Each call is logged: what ran, on which account, and whether it worked. Failures come back structured, so the agent knows whether to retry instead of guessing.
Every app sits behind one secure MCP URL, and there is no server for you to deploy or keep running. Add an integration in the dashboard and it is live on the next call, with no config to change and no new credentials to wire up. Tools load only when a task needs them, so your agent stays fast and focused however many apps you connect.
SDK clients sign in with an API key. Create one in your dashboard and replace API_KEY in the code below.
SDK clients run without a browser, so they sign in with your API key.
Get Google search results, including the AI Overview and People also ask.
Get Bing web search results.
Get DuckDuckGo web search results.
Search Google Maps places, or get one place by ID.
Find the Litescrape tools for a task beyond the ones listed here: AI answers, maps details and reviews, app stores, retailers, real estate, jobs, social media, web pages and more. Describe the task in q to get the best matches first, or pass names to fetch specific tools. Each tool comes with its description and whether it works without an API key; best matches and named tools also carry their input schema. Run one with call_tool.
Run a Litescrape tool found with find_tools. Pass its name and arguments matching its input schema; arguments may also take result_groups to keep only some top-level groups.
