Field notes from the walls.
Security, SEO & AEO guides for developers who ship with AI — and want to ship safe.
Troja vs. checkvibe: the closest scanner comparison (2026)
checkvibe and Troja both combine security, SEO and AEO with AI-assisted remediation and connected analysis. Compare evidence, integrations and the fix loop.
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Troja vs. Fixnx: which AI website scanner should you use?
Fixnx publishes 120+ bounded security, SEO and performance checks with evidence and retesting. Troja adds AEO and a connected fix workflow. Compared.
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Troja vs. CyScan.io: recon tool vs. fix-it scanner
CyScan.io is a free attack-surface recon scanner — endpoints, subdomains, fuzzing, screenshots. Troja is a fix-and-ship scanner with AI fixes, AEO and deep-stack scans.
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Troja vs. Dr URLs: website health vs. AI-native scanner
Dr URLs runs 200+ SEO, security, performance and accessibility checks with monitoring. Troja adds AEO, AI fix prompts and connected deep-stack scans. The comparison.
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Troja vs. OffURL: which website security scanner wins?
OffURL runs 150+ no-signup security checks with CVE lookup and threat intel. Troja adds AEO, connected deep-stack scans and AI fixes. Here's the honest comparison.
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Troja vs. SiteShield: developer scanner vs. agency platform
SiteShield is an agency-grade audit with AEO, GEO, accessibility and ESG. Troja is a developer-first scanner with AI fix prompts and connected deep-stack scans. Compared.
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Troja vs. checkvibe, OffURL, Fixnx, SiteShield, CyScan, Dr URLs
A source-dated comparison of Troja, checkvibe, OffURL, Fixnx, SiteShield, CyScan.io and Dr Urls across scan scope, evidence, AEO and remediation.
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Best Website Security Scanners in 2026: Troja vs OWASP ZAP vs Snyk vs Burp Suite
A practical comparison of four very different tools — Troja, OWASP ZAP, Snyk, and Burp Suite — what each is actually for, and how to pick the right one for your stack.
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