fingerprinting
Skill5 starsChanged 6 months agoMITView on GitHub
Understand how websites identify browsers through fingerprinting, and how to manage fingerprint isolation for multi-account scenarios. Websites collect dozens of browser attributes to create a unique "fingerprint" that identifies your browser across sessions — even without cookies. Key attributes include: Other fingerprint checking sites: - https://www.browserscan.net/ - https://browserleaks.com/ - https://amiunique.org/ - https://coveryourtracks.eff.org/ Canvas fingerprinting draws invisible shapes on an HTML5 canvas and hashes the pixel data. Different GPUs and rendering engines produce different results. To spoof: Antidetect browsers like AdsPower…
3 other projects use a version of this.
Adopted by
Most recently taken up by
- SubhiSec/claude-ai-cyber-security-skillstheir own version, first seen Oct 25, 2026
- AI-ModCon/genesis-skillstheir own version, first seen Sep 24, 2026
- 0xGhostCAT/claude-ai-cyber-security-skillstheir own version, first seen Jun 2, 2026
Other versions3 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 3
- SubhiSec/claude-ai-cyber-security-skills★ 45same name
- 0xGhostCAT/claude-ai-cyber-security-skills★ 41same name
- AI-ModCon/genesis-skills★ 30same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository6 other files it gives its agents.
- adspowerSkill
- chrome-devtools-mcp-adspowerSkill
- playwrightSkill
- puppeteerSkill
- seleniumSkill
- web-scrapingSkill
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 3 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 91
When managing multiple accounts, each account needs a unique, consistent fingerprint.
“Common” is measured: kept by at least 6 in 10 of the 3 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Browser Fingerprinting Skill
Understand how websites identify browsers through fingerprinting, and how to manage fingerprint isolation for multi-account scenarios.
What is browser fingerprinting?
Websites collect dozens of browser attributes to create a unique "fingerprint" that identifies your browser across sessions — even without cookies. Key attributes include:
| Attribute | What it reveals | Uniqueness |
| User-Agent | OS, browser, version | Low |
| Screen resolution | Display size, pixel ratio | Medium |
| Canvas | GPU rendering differences | High |
| WebGL | Graphics card info, rendering | High |
| AudioContext | Audio processing fingerprint | High |
| Fonts | Installed system fonts | High |
| Timezone | Geographic region | Low |
| Language | Browser/OS language settings | Low |
| WebRTC | Real IP address (even behind VPN) | Critical |
| Hardware concurrency | CPU core count | Medium |
| Device memory | RAM amount | Medium |
| Platform | OS architecture | Low |
Check your fingerprint
# Open BrowserScan to see your fingerprint profile
# Works with Selenium or Playwright
driver.get("https://www.browserscan.net/")
# or
page.goto("https://www.browserscan.net/")Other fingerprint checking sites:
- https://www.browserscan.net/
- https://browserleaks.com/
- https://amiunique.org/
- https://coveryourtracks.eff.org/
Canvas fingerprinting
Canvas fingerprinting draws invisible shapes on an HTML5 canvas and hashes the pixel data. Different GPUs and rendering engines produce different results.
// How sites detect canvas fingerprint (conceptual)
const canvas = document.createElement('canvas');
const ctx = canvas.getContext('2d');
ctx.textBaseline = 'top';
ctx.font = '14px Arial';
ctx.fillText('fingerprint test', 2, 2);
const hash = canvas.toDataURL().hashCode();To spoof: Antidetect browsers like AdsPower inject noise into canvas rendering so each profile produces a different hash.
WebGL fingerprinting
WebGL exposes GPU vendor, renderer, and shader precision — very hard to spoof manually.
const gl = document.createElement('canvas').getContext('webgl');
const debugInfo = gl.getExtension('WEBGL_debug_renderer_info');
const vendor = gl.getParameter(debugInfo.UNMASKED_VENDOR_WEBGL);
const renderer = gl.getParameter(debugInfo.UNMASKED_RENDERER_WEBGL);WebRTC IP leak
WebRTC can reveal your real IP address even when using a proxy or VPN.
// WebRTC leak test
const pc = new RTCPeerConnection({ iceServers: [] });
pc.createDataChannel('');
pc.createOffer().then(offer => pc.setLocalDescription(offer));
pc.onicecandidate = event => {
if (event.candidate) {
console.log('IP:', event.candidate.candidate);
}
};To prevent: Disable WebRTC or use an antidetect browser that masks the real IP in WebRTC.
Fingerprint isolation for multi-account
When managing multiple accounts, each account needs a unique, consistent fingerprint. Using the same fingerprint across accounts is a common reason for account linking and bans.
Required isolation per account:
- Unique canvas noise seed
- Unique WebGL parameters
- Unique User-Agent
- Separate proxy IP
- Isolated cookies and localStorage
- Different timezone matching the proxy location
- Different language settings
- Disabled or masked WebRTC
Tools for fingerprint management:
- AdsPower — antidetect browser with per-profile fingerprint management and Local API for automation
- Browser profiles in Playwright/Selenium only isolate cookies, NOT fingerprints
Fingerprint consistency
A fingerprint must be internally consistent. Common mistakes:
| Mistake | Detection signal |
| US proxy + China timezone | Timezone doesn't match IP geolocation |
| Windows User-Agent + Mac fonts | OS fonts don't match claimed OS |
| High-end GPU in WebGL + mobile User-Agent | Hardware doesn't match device type |
| Same canvas hash across 50 accounts | All accounts have identical fingerprint |
Important notes
- Cookie clearing does NOT reset your fingerprint
- Incognito mode does NOT change your fingerprint
- VPN changes your IP but NOT your fingerprint
- Each browser profile needs a unique fingerprint AND a unique proxy for proper isolation
- Antidetect browsers automate fingerprint randomization; doing it manually in Selenium/Playwright is fragile and incomplete
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

