A Coding Guide to Asynchronous Web Data Extraction Using Crawl4AI: An Open-Source Web Crawling and Scraping Toolkit Designed for LLM Workflows

A Coding Guide to Asynchronous Web Data Extraction Using Crawl4AI: An Open-Source Web Crawling and Scraping Toolkit Designed for LLM Workflows

In this tutorial, we demonstrate how to harness Crawl4AI, a modern, Python‑based web crawling toolkit, to extract structured data from web pages directly within Google Colab. Leveraging the power of asyncio for asynchronous I/O, httpx for HTTP requests, and Crawl4AI’s built‑in AsyncHTTPCrawlerStrategy, we bypass the overhead of headless browsers while still parsing complex HTML via…

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A Step-by-Step Coding Guide to Defining Custom Model Context Protocol (MCP) Server and Client Tools with FastMCP and Integrating Them into Google Gemini 2.0’s Function‑Calling Workflow

A Step-by-Step Coding Guide to Defining Custom Model Context Protocol (MCP) Server and Client Tools with FastMCP and Integrating Them into Google Gemini 2.0’s Function‑Calling Workflow

In this Colab‑ready tutorial, we demonstrate how to integrate Google’s Gemini 2.0 generative AI with an in‑process Model Context Protocol (MCP) server, using FastMCP. Starting with an interactive getpass prompt to capture your GEMINI_API_KEY securely, we install and configure all necessary dependencies: the google‑genai Python client for calling the Gemini API, fastmcp for defining and…

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An In-Depth Guide to Firecrawl Playground: Exploring Scrape, Crawl, Map, and Extract Features for Smarter Web Data Extraction

An In-Depth Guide to Firecrawl Playground: Exploring Scrape, Crawl, Map, and Extract Features for Smarter Web Data Extraction

Web scraping and data extraction are crucial for transforming unstructured web content into actionable insights. Firecrawl Playground streamlines this process with a user-friendly interface, enabling developers and data practitioners to explore and preview API responses through various extraction methods easily. In this tutorial, we walk through the four primary features of Firecrawl Playground: Single URL…

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Manual API Testing with Postman – A Beginner-Friendly Guide – Spritle software

Manual API Testing with Postman – A Beginner-Friendly Guide – Spritle software

Introduction APIs, or Application Programming Interfaces, are the invisible connectors that let different software systems talk to each other.They make it possible for apps to share data, perform actions, and deliver seamless user experiences.Whether you’re ordering food or checking maps, APIs are working behind the scenes.In this blog, we’ll explore what APIs are, how they…

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Helping Your Clients Achieve NIST Compliance: A Step by Step Guide for Service Providers

Helping Your Clients Achieve NIST Compliance: A Step by Step Guide for Service Providers

Apr 02, 2025The Hacker NewsCompliance / Data Protection Introduction As the cybersecurity landscape evolves, service providers play an increasingly vital role in safeguarding sensitive data and maintaining compliance with industry regulations. The National Institute of Standards and Technology (NIST) offers a comprehensive set of frameworks that provide a clear path to achieving robust cybersecurity practices….

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A Comprehensive Guide to LLM Routing: Tools and Frameworks

A Comprehensive Guide to LLM Routing: Tools and Frameworks

Deploying LLMs presents challenges, particularly in optimizing efficiency, managing computational costs, and ensuring high-quality performance. LLM routing has emerged as a strategic solution to these challenges, enabling intelligent task allocation to the most suitable models or tools. Let’s delve into the intricacies of LLM routing, explore various tools and frameworks designed for its implementation, and…

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