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hallucination-detector

Validate technical suggestions against a project's documented tech stack and codebase.

Updated Jan 5, 2026
Search Tags:#development workflow#hallucination detection#architectural compliance#tech stack validation#technical decision validation
One-click install
npx skills add https://github.com/Marcus-Mok-GH/Claude-code-conductor --skill hallucination-detector-marcus-mok-gh
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: hallucination-detector
Source: https://github.com/Marcus-Mok-GH/Claude-code-conductor/tree/main/.claude/skills/hallucination-detector
Command: npx skills add https://github.com/Marcus-Mok-GH/Claude-code-conductor --skill hallucination-detector-marcus-mok-gh

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill detects and prevents technical decisions that don't align with the project's architecture, reducing the risk of implementation errors and architectural drift.

Core Features & Use Cases

  • Tech Decision Validation: Validates technology choices against the project's documented tech stack.
  • Real-time Hallucination Detection: Auto-triggers when suggesting technologies, frameworks, APIs, etc., and blocks incorrect suggestions.
  • Use Case: It prevents suggesting the wrong tech stack, duplicate entities, fake APIs, or incompatible versions by enforcing a disciplined development workflow.

Quick Start

Implement a feature with Claude Code by starting the implementation phase using /conductor:implement.

Frequently Asked Questions about hallucination-detector

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I validate tech stack choices against my project architecture?▼

To validate tech stack choices against project architecture, this Skill cross-references suggested technologies with your documented codebase to ensure compliance. It auto-triggers when suggesting frameworks or APIs, requiring evidence and citations to prevent architectural drift.

How does real-time hallucination detection work for technical decisions?▼

Real-time hallucination detection works by automatically scanning technical suggestions against your existing codebase and documented tech stack. It blocks incorrect suggestions, such as fake APIs or incompatible versions, enforcing a disciplined development workflow.

Why does my development workflow suggest incompatible framework versions?▼

Your development workflow suggests incompatible framework versions due to unvalidated technical decisions drifting from project architecture. This Skill prevents this by enforcing strict architectural compliance and requiring citations for all technology choices before implementation.

What is the best way to prevent architectural drift when implementing new features?▼

The best way to prevent architectural drift when implementing features is to validate technical decisions against the documented tech stack. This Skill blocks incorrect suggestions, duplicate entities, and fake APIs by requiring evidence for every technical choice.

Can I enforce codebase citations for API suggestions during implementation?▼

Yes, you can enforce codebase citations for API suggestions during implementation. This Skill requires evidence and citations for all technical choices, automatically blocking fake APIs and validating suggestions against existing project architecture.

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