// per-tool intelligence
automation + anti-detect tools
16 tracked tools, each scored against the seven detection layers. pick a tool to see its engine, what it addresses, and where it is unaddressed. see them all on one grid in the capability matrix, or two at a time in the head-to-head comparisons.
Camoufox (anti-detect Firefox)
3of 7 layers
firefox · active · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
CloakBrowser (stealth Chromium)
3of 7 layers
chromium · active · declares native js fingerprint (3/3), strong tls / network fingerprint (2/3), partial behavioral (1/3) capability.
curl_cffi (transport baseline)
1of 7 layers
http · active · declares native tls / network fingerprint (3/3) capability.
nodriver (minimal raw CDP)
3of 7 layers
chromium · active · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
Patchright (patched Playwright)
3of 7 layers
chromium · active · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
WebDriver BiDi (reserved)
2of 7 layers
firefox · experimental · declares partial tls / network fingerprint (1/3), partial js fingerprint (1/3) capability.
Playwright connectOverCDP
2of 7 layers
chromium · active · declares partial tls / network fingerprint (1/3), partial js fingerprint (1/3) capability.
Playwright (CDP launch), control baseline
2of 7 layers
chromium · active · declares partial tls / network fingerprint (1/3), partial js fingerprint (1/3) capability.
playwright-extra + stealth
3of 7 layers
chromium · maintained · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
Puppeteer (vanilla, no stealth)
2of 7 layers
chromium · active · declares partial tls / network fingerprint (1/3), partial js fingerprint (1/3) capability.
puppeteer-extra + stealth
3of 7 layers
chromium · maintained · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
Attach to real user Chrome (CDP)
3of 7 layers
chromium · active · declares native tls / network fingerprint (3/3), partial js fingerprint (1/3), partial behavioral (1/3) capability.
rebrowser-patches (Playwright)
3of 7 layers
chromium · active · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
selenium-driverless
3of 7 layers
chromium · maintained · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
undetected-chromedriver
3of 7 layers
chromium · maintained · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.
zendriver (nodriver fork)
3of 7 layers
chromium · active · declares strong tls / network fingerprint (2/3), strong js fingerprint (2/3), partial behavioral (1/3) capability.