boltStack-specific audits

Audit your AI-built app — one click, stack-specific fixes

Pantra detects the stack you built with — Lovable, Cursor, Bolt, v0 or Replit — and returns copy-paste fix prompts tuned to that exact tool. Pick your stack below to see what we catch and why it matters.

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Pick your stack

Each page ships with the recurring findings for that stack plus the exact prompts you paste into the AI editor.

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Lovable

SEO, Security & GEO audit for Lovable apps

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Cursor

SEO, Security & GEO audit for Cursor-built apps

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Bolt

SEO, Security & GEO audit for Bolt.new apps

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v0

SEO, Security & GEO audit for v0 apps

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Replit

SEO, Security & GEO audit for Replit Agent apps

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Why stack-specific matters

Generic SEO tools tell you "add a sitemap" and leave. That is useless when you are coding inside Lovable chat, Cursor Compose or a Bolt WebContainer — the fix has to fit the tool. Pantra detects your stack from the live HTTP response and rewrites every prompt in the tool's native grammar.

A Next.js fix lives in app/sitemap.ts. A Vite fix lives in /public/sitemap.xml. A Replit Flask fix lives in an after_request decorator. Same finding, three completely different files. Stack-aware prompts skip the translation step so you can paste and ship.

Same logic for Supabase RLS on Lovable, x-powered-by headers on Cursor's next.config.ts, llms.txt on a deployed Bolt build, og-image.tsx on v0, and secrets leaking from Replit Agent. Different stacks, different failure modes, different fixes.

Frequently asked questions

How does Pantra know which stack I built with?expand_more
Three signal groups: HTTP headers (x-powered-by, server, x-vercel-*), HTML markers (meta generator, bundle filenames, shadcn/ui or Supabase client footprints) and hosting-domain heuristics (lovable.app, stackblitz, v0.dev references). Two matches pick the flavor; a sensible Next.js fallback covers the rest.
What if my stack is not listed here?expand_more
Pantra still runs the full SEO, Security and GEO audit. Unknown stacks get framework-level prompts (Next.js, Vite, plain HTML) instead of tool-native wording. Coverage grows every few weeks — the five listed here are the most common vibe-coder stacks we see in the audit logs.
Does the audit modify my code or my project?expand_more
No. Pantra only reads your publicly deployed URL. The output is a read-only list of findings plus copy-paste prompts. You apply the changes yourself — in Lovable, Cursor, Bolt, v0 or Replit.
Can I run an audit on a preview URL?expand_more
Yes, as long as it is publicly reachable without authentication. Lovable preview URLs (*.lovable.app) and Vercel/Netlify preview domains work. Bolt WebContainer previews do not — deploy first, then audit.
How long does an audit take?expand_more
Typically 8–12 seconds. Pantra fetches the HTML once, detects the stack, then runs SEO, Security and GEO checks in parallel plus one Google PageSpeed call for Core Web Vitals.

Run your first stack-aware audit

Paste a URL. Pantra detects the stack and returns findings plus copy-paste prompts in under 10 seconds.

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