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OpenAnalystInc
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Quality Judge

Evaluate marketing deliverables against predefined criteria with confidence scores and feedback.

6|5|Updated Mar 9, 2026
Search Tags:#content review#risk assessment#quality evaluation#marketing analysis#deliverable assessment
One-click install
npx skills add https://github.com/OpenAnalystInc/Vibe-Marketer --skill quality-judge
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Quality Judge
Source: https://github.com/OpenAnalystInc/Vibe-Marketer/tree/main/.agents/skills/quality-judge
Command: npx skills add https://github.com/OpenAnalystInc/Vibe-Marketer --skill quality-judge

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires database_access, data_processing, text_analysis, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill provides a comprehensive quality evaluation of deliverables, ensuring they meet the highest standards before reaching the end-user.

Core Features & Use Cases

  • Automated Quality Assessment: Scores outputs on accuracy, completeness, actionability, and relevance.
  • Revision Loop: Delivers feedback for improvement and initiates revision loops for outputs below threshold.
  • Domain-Specific Evaluation: Evaluates against criteria like SEO quality, copy effectiveness, and strategy soundness.
  • Financial Risk Assessment: Classifies budget/spend recommendations by risk tier.
  • Hallucination Detection: Checks for inaccuracies and unverifiable claims in outputs.

Quick Start

Run the Quality Judge on your deliverable to receive a detailed evaluation report.

Frequently Asked Questions about Quality Judge

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

FAQPage Schema
How do I evaluate marketing content quality before delivery?▼

Evaluating marketing content quality requires scoring deliverables against predefined criteria like accuracy, completeness, and actionability. The system provides confidence scores and actionable feedback to ensure outputs meet standards.

Can I automate risk assessment for marketing budget recommendations?▼

Automated risk assessment for marketing budgets classifies spend recommendations by risk tier. This identifies financial exposure and strategy soundness before finalizing your campaign deliverables.

How does hallucination detection work for marketing deliverables?▼

Hallucination detection checks marketing deliverables for inaccuracies and unverifiable claims during text analysis. It flags content that cannot be verified against your connected marketing database.

Do I need database access to run a deliverable assessment?▼

Deliverable assessment requires database access and data processing tools to retrieve context. You must connect these data sources for the evaluator to check relevance and accuracy.

What is the best way to handle marketing outputs that fail quality evaluation?▼

When marketing outputs fail quality evaluation, the system delivers feedback for improvement and initiates a revision loop. This automated cycle repeats until the deliverable meets the predefined threshold.

Does content review evaluate SEO quality and copy effectiveness?▼

Content review evaluates domain-specific criteria including SEO quality and copy effectiveness. This ensures your marketing strategy meets technical search requirements and audience engagement standards.

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