Spain mandated that every driver must carry a "V16" emergency beacon by 2026. They're geolocated.
There's a public map showing every active one in real time.
And the API "encrypts" its response by XOR-ing it with the literal string "utf-8". That's the whole scheme π§΅
Lesson:
The hard part of scraping AI chat tools was never the prompt. It was staying logged in, looking human, and surviving the next anti-bot update.
When that's abstracted into one POST request, "you can't scrape ChatGPT" stops being true.
Docs: https://t.co/SuYcFOzB0e
Everyone says you "can't scrape ChatGPT." It's behind Cloudflare, a proof-of-work challenge....
So I ran it through one API call instead. No browser. No proxies to manage. Just a prompt in, structured data out. π§΅
What people actually use this for:
- Tracking how ChatGPT answers questions about their brand vs competitors
- Monitoring which products/sources it recommends (shopping + web search)
- Geo-testing answers per country with the "country" param
- Feeding fresh AI responses into research, dashboards and content pipelines
- QA-ing their own GPT/app outputs at scale
Lesson:
Surface-level stealth is an arms race you lose on every Chrome update. The detectable thing isn't your fingerprint β it's the patch you used to fake it.
Move the patch into the binary and there's nothing left to detect.
https://t.co/oSSiwFDsXy
Every stealth browser library you've used patches Chromium with JavaScript injections. Antibot systems detect the patches themselves.
CloakBrowser modifies the fingerprints in the C++ source and compiles them into the binary.
Detection sees a real browser β because it is one π§΅
Zero config to start:
pip install cloakbrowser
Binary auto-downloads (~200MB), auto-generates a random fingerprint seed each launch. Or pin a seed for a consistent "returning visitor" identity.
Free, open source, no usage limits