# Python Web Scraping Frameworks

> Search results for `web scraping framework for Python` on awesome-repositories.com. 115 total matches; showing the first 50.

Explore on the web: https://awesome-repositories.com/q/web-scraping-framework-for-python

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## Results

- [gocolly/colly](https://awesome-repositories.com/repository/gocolly-colly.md) (25,101 ⭐) — Colly is a high-performance web scraping framework designed for the automated extraction of structured data from websites. It provides a programmable toolkit that manages the complexities of large-scale data collection, including concurrent request orchestration, automatic cookie handling, and robots.txt compliance. By utilizing an asynchronous execution model, the engine maintains high throughput while preventing resource exhaustion during recursive or distributed crawling tasks.

The framework is distinguished by its modular, event-driven architecture, which allows developers to hook into sp
- [apify/crawlee](https://awesome-repositories.com/repository/apify-crawlee.md) (24,002 ⭐) — Crawlee is a web scraping framework designed for building scalable, reliable, and distributed data extraction pipelines. It provides a unified interface for managing headless browser automation and lightweight HTTP requests, allowing developers to handle complex web navigation, dynamic content rendering, and large-scale data collection within a single, modular architecture.

The project distinguishes itself through its resource-aware concurrency controller, which dynamically scales task execution based on real-time CPU and memory usage to prevent host machine exhaustion. It also features a rob
- [firecrawl/firecrawl](https://awesome-repositories.com/repository/firecrawl-firecrawl.md) (133,479 ⭐) — Firecrawl is a web data extraction platform designed to convert unstructured web content into clean, LLM-ready formats like markdown or JSON. It functions as an autonomous web crawler and scraper, capable of mapping entire domains, performing recursive navigation, and executing complex data gathering tasks. By leveraging headless browser orchestration, the system handles dynamic, JavaScript-heavy pages to ensure comprehensive data capture.

The platform distinguishes itself through its focus on agentic workflows, providing a programmatic interface that allows autonomous agents to perform live
- [hs-web/hsweb-framework](https://awesome-repositories.com/repository/hs-web-hsweb-framework.md) (8,404 ⭐) — This project is a Spring Boot administrative framework and enterprise backend boilerplate designed for building management systems. It provides a foundation for enterprise-level applications using a reactive programming model and non-blocking data access patterns.

The framework includes a reactive CRUD system for database operations and a role-based access control system to manage user accounts and administrative permissions. It further distinguishes itself with a centralized data dictionary for maintaining standardized labels and values across application modules.

The system's broader capab
- [kivy/python-for-android](https://awesome-repositories.com/repository/kivy-python-for-android.md) (8,888 ⭐) — python-for-android is a toolchain that compiles Python applications and their dependencies into installable Android APK or AAB packages. It bundles a Python interpreter and standard library into an Android package, enabling Python code to run natively on mobile devices. The project provides a recipe-based build engine that automates dependency resolution, version pinning, and custom compilation steps for Android targets.

The system cross-compiles Python and native C-extension libraries for multiple Android CPU architectures, producing separate native binaries for each target and packaging the
- [go-rod/rod](https://awesome-repositories.com/repository/go-rod-rod.md) (6,713 ⭐)
- [fingerprintjs/fingerprintjs](https://awesome-repositories.com/repository/fingerprintjs-fingerprintjs.md) (27,334 ⭐) — Fingerprint is a visitor identification and fraud detection platform that generates persistent, unique identifiers by analyzing browser and device attributes. By extracting technical signals from the client environment, it enables reliable user tracking across sessions without relying on traditional cookies.

The platform distinguishes itself through its focus on high-accuracy identification and security-first architecture. It employs edge-side proxying to bypass ad-blockers and privacy restrictions, ensuring consistent data collection. To maintain data integrity, it uses cryptographic payload
- [remitchell/python-scraping](https://awesome-repositories.com/repository/remitchell-python-scraping.md) (4,714 ⭐) — These code samples are for the book Web Scraping with Python 2nd Edition
- [lapwinglabs/x-ray](https://awesome-repositories.com/repository/lapwinglabs-x-ray.md) (5,904 ⭐) — X-Ray is a web scraping framework and asynchronous web crawler designed to extract structured data from websites. It functions as an HTML data extractor that transforms raw page content into a defined schema using CSS-style selectors.

The project implements a headless browser crawler capable of executing JavaScript to render dynamic content. It handles website content discovery through a breadth-first crawling strategy and automatic pagination discovery to traverse multi-page result sets.

The framework manages web data pipelines using a concurrency-limited request queue and request rate cont
- [lorien/web-scraping](https://awesome-repositories.com/repository/lorien-web-scraping.md) (7,931 ⭐) — This project is a comprehensive resource directory for web data extraction, providing a curated collection of tools and libraries for parsing data, automating browsers, and managing network operations. It serves as a guide for extracting structured information from HTML, XML, JSON, and PDF formats.

The toolkit focuses on advanced data collection strategies, including headless browser automation to interact with JavaScript and a suite of network utilities for DNS resolution and WebSocket connections. It specifically covers methods for bypassing bot protections through proxy pool management, us
- [asabeneh/30-days-of-python](https://awesome-repositories.com/repository/asabeneh-30-days-of-python.md) (65,111 ⭐) — This project is a structured educational curriculum designed to guide beginners through the fundamental concepts and syntax of the Python programming language. It functions as a self-paced technical training resource, providing a curated path for individuals to acquire core software development skills through a series of daily lessons and practical exercises.

The guide distinguishes itself by combining theoretical explanations with hands-on coding tasks that cover the language's dynamic type system, interpreted execution model, and whitespace-based block scoping. It emphasizes the practical a
- [omkarcloud/botasaurus](https://awesome-repositories.com/repository/omkarcloud-botasaurus.md) (3,970 ⭐) — Botasaurus is a Python web scraping framework and headless browser automation system used to build scalable data extraction tools. It functions as a web data extraction tool and OCR document parser, converting website content, images, and PDF files into structured formats such as JSON, CSV, and Excel.

The framework distinguishes itself by providing a scraper management interface that allows Python functions to be wrapped in a web-based UI or deployed as standalone desktop applications. This enables non-technical users to trigger extraction jobs and manage tasks via a graphical interface or RE
- [scramjetorg/framework-python](https://awesome-repositories.com/repository/scramjetorg-framework-python.md) (35 ⭐) — Python port of Scramjet framework
- [mendableai/firecrawl-mcp-server](https://awesome-repositories.com/repository/mendableai-firecrawl-mcp-server.md) (6,602 ⭐) — This project is a Model Context Protocol server that connects large language models to web scraping and crawling tools. It functions as a bridge, allowing LLM clients to utilize a web crawling engine and scraping utilities to extract and process web data.

The server integrates a markdown web converter that transforms dynamic web pages and PDF documents into clean markdown to optimize consumption by AI models. It also provides a browser automation interface for controlling headless sessions and bypassing access restrictions.

The system covers broad capabilities including large-scale website d
- [kalyanmurapaka45/article-web-scraping](https://awesome-repositories.com/repository/kalyanmurapaka45-article-web-scraping.md) (21 ⭐) — This Python script is designed to scrape articles from The Guardian's technology section using their API. It fetches article data, extracts the titles and content, and then saves each article's content to separate text files. The text files are organized in a folder named with the current date…
- [anglesharp/anglesharp](https://awesome-repositories.com/repository/anglesharp-anglesharp.md) (5,499 ⭐) — AngleSharp is an HTML5 DOM parser and web scraping framework designed to parse HTML5, SVG, and MathML documents into a W3C compliant document object model. It functions as a programmatic HTML generator and a CSS selector engine for querying and locating specific elements within a DOM.

The project provides tools for simulating browser environments to automate web interactions, navigate URLs, and submit forms. It includes a dedicated HTML and CSS minifier to reduce the file size of web assets by removing unnecessary characters.

The library supports HTML DOM manipulation and the extraction of s
- [yhat/scrape](https://awesome-repositories.com/repository/yhat-scrape.md) (1,515 ⭐) — A simple, higher level interface for Go web scraping.
- [any4ai/anycrawl](https://awesome-repositories.com/repository/any4ai-anycrawl.md) (2,742 ⭐) — AnyCrawl is an AI-powered data extractor, automated web crawler, and headless browser orchestrator. It serves as a web content extraction API and a gateway that connects crawling and scraping tools to language models using a standardized API protocol.

The project specializes in converting unstructured website content into structured JSON or markdown optimized for AI assistants. It utilizes language models and JSON schemas to pull specific information into validated formats and provides capabilities for AI page summarization and LLM-optimized content extraction.

The system manages comprehensi
- [ujjwalkarn/web-scraping](https://awesome-repositories.com/repository/ujjwalkarn-web-scraping.md) (0 ⭐)
- [psf/requests-html](https://awesome-repositories.com/repository/psf-requests-html.md) (13,826 ⭐) — requests-html is a Python HTML parsing library and web scraping framework. It functions as an asynchronous HTTP client and a JavaScript rendering engine designed to fetch and parse web pages for structured data extraction.

The project integrates a headless browser to execute JavaScript, allowing it to retrieve dynamically generated content that standard HTML parsers cannot see. It provides tools for automated data extraction using CSS selectors and XPath expressions to isolate specific text or attributes from HTML structures.

The framework covers network operations including asynchronous pag
- [avelino/awesome-go](https://awesome-repositories.com/repository/avelino-awesome-go.md) (175,576 ⭐) — This project serves as a comprehensive language ecosystem index, functioning as a centralized, community-curated directory for the Go programming language. It organizes a vast landscape of software components, libraries, and development tools into a structured, navigable hierarchy, enabling developers to efficiently discover resources tailored to specific functional domains.

The repository distinguishes itself through a decentralized contribution model, where community-driven updates ensure the index remains current with the rapidly evolving software landscape. Beyond simple resource listing,
- [yusuzech/r-web-scraping-cheat-sheet](https://awesome-repositories.com/repository/yusuzech-r-web-scraping-cheat-sheet.md) (397 ⭐) — Guide, reference and cheatsheet on web scraping using rvest, httr and Rselenium.
- [mherrmann/helium](https://awesome-repositories.com/repository/mherrmann-helium.md) (8,306 ⭐) — Helium is a Python library and high-level wrapper for Selenium designed for browser automation, functional UI testing, and web scraping. It provides a simplified interface for interacting with web applications across different browser engines.

The library distinguishes itself by allowing users to identify and interact with web elements using visible text labels rather than relying exclusively on technical identifiers like XPaths or CSS selectors. This approach enables the creation of automation scripts based on human-readable labels.

The toolkit covers a broad range of browser automation cap
- [honojs/hono](https://awesome-repositories.com/repository/honojs-hono.md) (30,994 ⭐) — Hono is a lightweight web framework built on Web Standard APIs that executes across JavaScript runtimes including Cloudflare Workers, Deno, Bun, and Node.js.
- [scrapy/scrapely](https://awesome-repositories.com/repository/scrapy-scrapely.md) (1,887 ⭐) — Scrapely
- [mouredev/python-web](https://awesome-repositories.com/repository/mouredev-python-web.md) (4,629 ⭐) — This project is a Python web application framework and development kit designed for building fullstack applications and professional APIs. It provides a methodology for constructing responsive user interfaces and backend logic using only the Python language, removing the need for separate frontend markup languages or technology stacks.

The toolkit includes a REST API development kit for creating data exchange interfaces and a guide for containerized web deployment to ensure consistent execution across various hosting services and pipelines.

The project covers the integration of relational da
- [nanmicoder/mediacrawler](https://awesome-repositories.com/repository/nanmicoder-mediacrawler.md) (51,294 ⭐) — MediaCrawler is an automated web scraping framework designed to extract public posts, comments, and creator metadata from various social media platforms. It functions as a headless browser automator, utilizing real browser instances to render dynamic content and execute the client-side scripts necessary for interacting with modern web interfaces.

The system distinguishes itself through a focus on session persistence and network flexibility. It supports remote debugging to reuse active browser sessions and cookies, which helps minimize the risk of triggering platform security challenges. To ma
- [getmaxun/maxun](https://awesome-repositories.com/repository/getmaxun-maxun.md) (15,049 ⭐) — Maxun is an open-source web scraping and automation platform designed to transform dynamic website content into structured data. By leveraging artificial intelligence to interpret natural language prompts, the system identifies page elements and extracts information without requiring manual selector configuration. It serves as a bridge between raw web content and intelligent workflows, providing structured outputs in formats optimized for large language model ingestion and agent-based applications.

The platform distinguishes itself through its ability to handle complex, authenticated, and dyn
- [isaced/crystal-web-framework-stars](https://awesome-repositories.com/repository/isaced-crystal-web-framework-stars.md) (74 ⭐) — ⭐️ Web frameworks for Crystal, most starred on Github
- [speedyapply/jobspy](https://awesome-repositories.com/repository/speedyapply-jobspy.md) (3,716 ⭐) — JobSpy is a job board scraper and listing aggregator designed to extract employment opportunities from multiple websites and compile them into a unified dataset. It functions as a job search automation tool that programmatically collects vacancies based on keywords, locations, and specific filters.

The project serves as a web scraping framework that utilizes proxy routing and user-agent rotation to bypass rate limits and avoid server-side blocking during data extraction. It includes infrastructure for concurrent request aggregation and schema-based data normalization to ensure consistent form
- [freshrss/freshrss](https://awesome-repositories.com/repository/freshrss-freshrss.md) (14,059 ⭐) — FreshRSS is an open-source, self-hosted web feed aggregator designed to collect, organize, and display content from multiple websites in a single, centralized interface. It functions as a comprehensive reader for standard syndication formats, allowing users to track updates from various sources while maintaining full control over their data and privacy. The platform supports multi-user environments, enabling individual account management and personalized reading experiences.

The application distinguishes itself through its robust synchronization and extensibility capabilities. It provides a s
- [lorien/awesome-web-scraping](https://awesome-repositories.com/repository/lorien-awesome-web-scraping.md) (7,779 ⭐)
- [a-h/templ](https://awesome-repositories.com/repository/a-h-templ.md) (10,358 ⭐) — Templ is a type-safe HTML templating engine and UI framework for Go. It provides a system for building reusable HTML components that compile into Go code for server-side rendering, ensuring type safety and compile-time validation of data and logic.

The project features a dedicated language server that provides autocomplete and syntax validation for template files within supported code editors. It employs compile-time code generation to transform a custom template language into Go source code, enabling the creation of modular HTML fragments and logic blocks.

The framework includes automated s
- [kr1s77/awesome-python-login-model](https://awesome-repositories.com/repository/kr1s77-awesome-python-login-model.md) (16,225 ⭐) — This project is a Python-based automation toolkit designed to manage programmatic authentication and session persistence across web services. It provides a framework for executing automated login sequences, including the handling of interactive security challenges such as QR code verification and captcha resolution.

The toolkit distinguishes itself by simulating native mobile application environments, allowing for the execution of scripts that require specific device-level headers and behaviors. It also incorporates hook-based interception to monitor workflow states and manage exceptions duri
- [mastra-ai/mastra](https://awesome-repositories.com/repository/mastra-ai-mastra.md) (21,221 ⭐) — Mastra is an orchestration framework designed for building, deploying, and managing autonomous AI agents and multi-agent systems. It provides a comprehensive suite of primitives for creating resilient AI applications, including durable workflow orchestration, event-driven agent loops, and semantic memory management. By integrating these core components, the platform enables developers to build complex, multi-step processes that can reason about goals and execute tasks without manual intervention.

The framework distinguishes itself through its focus on observability and secure, isolated execut
- [scrapy/scrapy](https://awesome-repositories.com/repository/scrapy-scrapy.md) (62,274 ⭐) — Scrapy is a comprehensive framework designed for automated web data extraction and large-scale crawling. It operates on an asynchronous, event-driven engine that manages non-blocking network requests and data processing tasks, allowing for the efficient retrieval of structured information from web documents using path-based selectors.

The system distinguishes itself through a highly modular architecture that supports complex data collection workflows. Users can implement custom middleware and signal handlers to intercept and modify request flows, while a priority-based scheduler manages concu
- [hshintelligence/agent-scrape](https://awesome-repositories.com/repository/hshintelligence-agent-scrape.md) (1 ⭐) — Pay-per-call web scraping for AI agents — no signup, no API keys, just USDC. x402-monetized MCP server on Base mainnet, deployed on Cloudflare Workers. 6 tools: scrape, extract (Groq + Llama 4), screenshot, metadata, workflow, session.
- [anorov/cloudflare-scrape](https://awesome-repositories.com/repository/anorov-cloudflare-scrape.md) (3,526 ⭐) — cloudflare-scrape
- [bjesus/pipet](https://awesome-repositories.com/repository/bjesus-pipet.md) (4,662 ⭐) — pipet is a command-line tool that turns web scraping into a piped data flow through Unix filters. It provides a set of specialized scrapers — for CSS selector extraction, headless browser JavaScript rendering, JSON API querying, and change monitoring — each outputting structured data that can be transformed by chaining additional commands.

The tool uses declarative selectors (CSS and JSON path expressions) to define what to extract, automatically follows pagination links to collect data across multiple pages, and serializes results into JSON, custom-delimited text, or rendered templates. It c
- [the-benchmarker/web-frameworks](https://awesome-repositories.com/repository/the-benchmarker-web-frameworks.md) (7,087 ⭐) — This project is a web framework performance benchmark suite and automated benchmarking orchestrator. It serves as a multi-language performance analysis tool designed to measure execution speed, throughput, and latency across various HTTP libraries and programming ecosystems.

The system functions as an HTTP framework comparison tool that evaluates relative efficiency using consistent hardware and request patterns. It automates the build, deployment, and execution cycles necessary to collect stable performance data and compute metrics such as error rates and latency percentiles.

The suite eval
- [flutter/flutter](https://awesome-repositories.com/repository/flutter-flutter.md) (177,056 ⭐) — This project is a multi-platform UI framework designed for building applications that target mobile, web, and desktop environments from a single codebase. It utilizes a declarative paradigm where the user interface is defined as a function of application state, supported by a layered architecture that includes a high-performance rendering engine and a multi-platform compilation model.

The framework provides a comprehensive suite of developer tools, including hot reloading for real-time code injection and diagnostic utilities for monitoring application state and performance. It features a modu
- [gildas-lormeau/singlefile](https://awesome-repositories.com/repository/gildas-lormeau-singlefile.md) (21,603 ⭐) — SingleFile is a browser-based utility designed to preserve the visual state and functional integrity of web pages by capturing them as self-contained HTML files. It functions by traversing the document object model to embed external assets, such as images, stylesheets, and scripts, directly into a single document for reliable offline viewing.

The tool distinguishes itself through its ability to handle complex, dynamic web content by executing custom scripts and managing cross-origin resource requests during the capture process. It utilizes isolated execution environments and shadow document f
- [tomnicholas/python-for-scientists](https://awesome-repositories.com/repository/tomnicholas-python-for-scientists.md) (359 ⭐) — A list of recommended Python libraries, and resources, intended for scientific Python users.
- [gto76/python-cheatsheet](https://awesome-repositories.com/repository/gto76-python-cheatsheet.md) (38,499 ⭐) — This project is a comprehensive technical reference and programming cheatsheet for the Python language. It serves as a curated catalog of language features, syntax patterns, and standard library functions designed to help developers identify and apply correct coding patterns.

The documentation covers a broad range of functional areas, including language fundamentals such as object-oriented structuring, functional logic, and list comprehensions. It also provides guidance on utilizing the standard library for data analysis, file management, networking, and concurrent execution.

The reference e
- [searxng/searxng-docker](https://awesome-repositories.com/repository/searxng-searxng-docker.md) (3,157 ⭐) — This project is a containerized search infrastructure designed to deploy a privacy-focused metasearch engine. It acts as a self-hosted search proxy that aggregates results from multiple external web, image, and academic search providers while anonymizing requests and stripping trackers to protect user identity.

The system utilizes Docker to orchestrate the search instance, integrating caching mechanisms and reverse proxy support to ensure a private and efficient search environment. It employs a modular adapter-based integration to standardize diverse external API responses and a processing pi
- [blatzar/scraping-tutorial](https://awesome-repositories.com/repository/blatzar-scraping-tutorial.md) (378 ⭐) — You want to start scraping? Well this guide will teach you, and not some baby selenium scraping. This guide only uses raw requests and has examples in both python and kotlin. Only basic programming knowlege in one of those languages is required to follow along in the guide.
- [atsushisakai/pythonrobotics](https://awesome-repositories.com/repository/atsushisakai-pythonrobotics.md) (29,772 ⭐) — PythonRobotics is a comprehensive collection of modular robotics algorithms and educational simulations designed for autonomous navigation, state estimation, and motion control. The project provides a library of standalone implementations for path planning, localization, mapping, and kinematics, serving as a resource for researchers and students to experiment with foundational and advanced robotic theories.

The project distinguishes itself through an algorithm-centric design where each module functions as an isolated script, allowing for independent testing and clear pedagogical demonstration
- [venera-app/venera](https://awesome-repositories.com/repository/venera-app-venera.md) (7,619 ⭐) — Venera is a multi-source content reader and aggregator that allows users to browse and download media from various remote websites and local files through a unified interface. It functions as a local-remote media manager, synchronizing online content with local storage to enable offline viewing.

The project utilizes a JavaScript-based content parser and aggregator to scrape and parse data from external web sources. This system allows for the definition of custom data extraction rules using JavaScript to fetch and display content from external websites.

The platform covers remote media manage
- [krausest/js-framework-benchmark](https://awesome-repositories.com/repository/krausest-js-framework-benchmark.md) (7,434 ⭐) — This project is a suite of analytical tools for quantifying web performance, specifically designed for benchmarking the rendering speed and memory usage of various JavaScript frameworks. It provides a standardized set of DOM manipulation tests and a comparison tool that uses weighted geometric means to measure efficiency across different web implementations.

The benchmark harness distinguishes itself by providing deep analysis of DOM reconciliation strategies, comparing the performance and correctness of keyed versus non-keyed rendering. It also includes a memory profiler for tracking allocat
- [wistbean/learn_python3_spider](https://awesome-repositories.com/repository/wistbean-learn-python3-spider.md) (21,802 ⭐) — This project is a comprehensive educational guide and framework for building web scrapers using Python. It provides a course-based approach to data extraction, combining a Python crawler framework with tutorials on web reverse engineering and network traffic analysis.

The project distinguishes itself by covering advanced extraction challenges, including the decryption of obfuscated JavaScript and the bypass of anti-scraping measures. It specifically addresses mobile application scraping through the simulation of user interactions and the interception of network traffic.

The capability surfac