Skip to content
| Marketplace
Sign in
Visual Studio Code>Programming Languages>VFault — AI Hallucination DetectorNew to Visual Studio Code? Get it now.
VFault — AI Hallucination Detector

VFault — AI Hallucination Detector

Exceed Web Services

| (0) | Free
Deterministic verification gateway that catches hallucinated function names, deprecated APIs, and outdated parameters in AI-generated code.
Installation
Launch VS Code Quick Open (Ctrl+P), paste the following command, and press enter.
Copied to clipboard
More Info

VFault — AI Hallucination Detector for VS Code

Verification at the fault lines.

VFault catches hallucinated function names, deprecated APIs, and outdated parameters in AI-generated code. It checks against parsed source code — no AI in the verification layer.

Works with VS Code and Cursor.


What it does

When you save a PHP, Python, JavaScript, or Laravel file, VFault sends the function names to the VFault API and marks them inline:

  • 🔴 Red underline — Function not found in any known API. Likely hallucinated by your AI assistant. Hover for suggestions.
  • 🟡 Yellow underline — Function exists but is deprecated. Hover for the replacement.
  • 🟢 Green dotted underline — Function verified. Hover for version info.

Quick-fix code actions let you replace hallucinated names with the correct function in one click.

Features

  • Verify on save — automatic, debounced, no keystroke noise
  • Command palette — VFault: Verify Current File for manual trigger
  • Verify selection — check just the code you've highlighted
  • Look up function — query a single function name from the palette
  • Status bar — live summary: "VFault: 12 verified, 2 issues"
  • Quick fixes — one-click replacements for hallucinated function names
  • Autocomplete — VFault suggests verified function names as you type
  • Hover details — full verification info on hover
  • Per-language toggle — enable/disable for PHP, Python, JS, Laravel independently
  • Custom API URL — point at your own VFault instance or the public API

Supported shards

Shard Status
WordPress ✅ Free, live now
Python 🔒 Paid tier (coming soon)
JavaScript 🔒 Paid tier (coming soon)
Laravel 🔒 Paid tier (coming soon)

Getting started

  1. Install the extension from the VS Code Marketplace
  2. Open any PHP file containing WordPress function calls
  3. Save the file — VFault highlights issues automatically
  4. Hover over underlined functions for details
  5. Use the lightbulb (quick fix) to replace hallucinated names

No API key required for the WordPress shard.

Settings

Setting Default Description
vfault.apiUrl https://exceedweb.pythonanywhere.com VFault API base URL
vfault.verifyOnSave true Verify automatically on file save
vfault.enabledLanguages All enabled Enable/disable per language
vfault.showVerifiedHints true Show green indicators on verified functions
vfault.debounceMs 500 Delay before API call after save

Commands

Command Description
VFault: Verify Current File Manually verify the active file
VFault: Verify Selection Verify only the selected code
VFault: Look Up Function Look up a single function by name
VFault: Clear Diagnostics Remove all VFault underlines

How it works

VFault is a deterministic verification gateway. It parses your code to find function calls, then checks each one against curated API shards built from real source code. No LLM in the loop — the verification layer is pure lookup against parsed, versioned function signatures.

This means:

  • Zero false confidence — if VFault says it's verified, the function exists in the source
  • Deprecation warnings include the exact version it was deprecated and the replacement
  • Suggestions for hallucinated names come from fuzzy matching against real functions

Links

  • VFault website
  • GitHub
  • API documentation
  • Exceed Web Services

Built by Ian Fraser / Exceed Web Services

  • Contact us
  • Jobs
  • Privacy
  • Manage cookies
  • Terms of use
  • Trademarks
© 2026 Microsoft