// docs / ai fix prompts
AI myatyrõ ñe'ẽmondo
Every jejuhu has a Mbohasaha fix prompt button beneath pe remediation. Click it, paste into Claude / Cursor / Copilot, ha pe agent gets pe canonical fix recipe guarã that vuln in ne codebase's framework — nahániri Claude API call gui us.
How it works
Two pieces of dato combine on click:
- The finding — the issue summary, affected surface, remediation guidance, and safe evidence needed to help your coding agent fix it.
- Your app context — FixVibe uses scan context when available to choose a framework-aware remediation shape, and falls back to a generic recipe when it cannot infer enough context.
Fix prompts are rendered server-side from FixVibe remediation guidance. They are designed for copy-paste use in Cursor, Claude Desktop, Copilot, or another coding agent without exposing the internal prompt registry in the browser.
What pe prompt looks like
Fix the "Reflected XSS in /search?q=" vulnerability at /search.
Issue: Query parameter q is rendered into the response body without
escaping; an attacker can inject <script> via crafted URLs.
Codebase context: Next.js.
Recommended fix:
In Next.js, render user-supplied values through JSX ({value}) so React's
automatic escaping kicks in. For server components rendering rich HTML,
sanitize with DOMPurify (server-side via JSDOM) before output.
Constraints:
- Don't break existing tests; run the test suite after the change.
- Match the codebase's existing style and lint config.
- Add a brief comment explaining the security reasoning only where the
fix would otherwise look arbitrary.
- If the fix needs a new dependency, install it via the project's
package manager (npm / pnpm / pip / bundle / composer).
Reference: CWE-79 — see https://cwe.mitre.org/data/definitions/79.htmlSupported frameworks
We surface framework-specific snippets guarã:
- Next.js, React, Vue, Nuxt, Svelte (frontend)
- Express, Fastify (Node.js backend)
- Django, Flask (Python)
- Ruby on Rails
- Laravel (PHP)
- ASP.NET Core fallback guidance
Framework context is best-effort. If FixVibe cannot infer enough safely from the scan, the prompt asks your coding agent to inspect the repository before applying the fix.
Use it gui ne AI agent
If nde've wired up pe MCP servidor, pe same prompt ha'e exposed as a slash command. From Claude Desktop:
/fixvibe-fix finding_id=550e8400-e29b-41d4-a716-446655440000
The server looks up the finding, applies available scan context, renders the remediation prompt, and injects it into your conversation as the user message. No third-party LLM API call is made by FixVibe for this templated prompt.
Why ore don't hit Claude per click
On launch ore considered calling pe Anthropic API guarã each click pe refine pe prompt ndive codebase context. We didn't, because:
- The agent pe user pastes into already has codebase context — they're using Cursor / Claude Desktop ndive their repo open.
- Server-side templating covers the common remediation paths without any per-click model call.
- A “Refine ndive AI guarã my codebase” opt-in could fire pe API later if puruhára want it. Today, nahániri.
