sarperavci/UAForge
Generate statistically accurate User Agents and Client Hints (Sec-CH-UA). Deterministic, data-driven browser identities based on real-world market share distributions.
This tool helps web automation practitioners generate realistic browser identities for their automated requests. It takes current global browser market share data and outputs a complete, statistically accurate set of HTTP headers, including both the traditional User-Agent string and modern Client Hints. Anyone running web scrapers, automation bots, or testing suites that interact with websites sensitive to bot detection would use this.
Use this if you need your automated web requests to appear as legitimate, common web browsers to avoid detection or blocking by sophisticated fingerprinting systems.
Not ideal if you simply need a random, non-specific User-Agent string without concern for statistical accuracy, modern Client Hints, or avoiding advanced bot detection.
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/perception/sarperavci/UAForge"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
scrapy/scrapy
Scrapy, a fast high-level web crawling & scraping framework for Python.
Altimis/Scweet
A simple and unlimited twitter scraper : scrape tweets, likes, retweets, following, followers,...
lexiforest/curl_cffi
Python binding for curl-impersonate fork via cffi. A http client that can impersonate browser...
plabayo/rama
modular service framework to move and transform network packets
scrapinghub/spidermon
Scrapy Extension for monitoring spiders execution.