Assignment Rubric Compliance Auditor Skill

Academic assignments often fail not due to poor content, but due to missed rubric criteria and formatting oversights. This skill functions as a rigorous compliance reviewer, mapping student drafts directly against official briefs and marking schemes to find gaps before submission.

What it does

• Extract requirements by building a register of mandatory rules versus optional suggestions from the brief.
• Audit evidence by locating specific sections in the draft that address each rubric criterion.
• Assign status labels using transparent categories like Met, Partially Met, or Not Evident.
• Generate compliance matrices that tabulate requirements, evidence found, and specific risks.
• Verify submission rules including word counts, citation styles, file naming conventions, and required appendices.

How it works

1. Input collection where you provide the assignment brief, marking rubric, and draft text.
2. Criterion mapping where the agent identifies every weighted requirement and expected evidence.
3. Gap analysis where the agent generates a matrix identifying missing or weakly supported elements.
4. Action planning where tasks are sorted into high-priority fixes, medium-priority improvements, and final polish.

Frameworks & tools

This skill is framework-agnostic and works with any text-based academic brief, rubric, or draft content. It follows standard academic auditing principles and supports various citation styles like APA, MLA, and Harvard.

Why this beats prompting it yourself

Generic prompts often hallucinate criteria or provide vague feedback like "make it better." This skill enforces a strict evidence-based audit, ensuring every claim is backed by the provided text while explicitly flagging what it cannot verify instead of guessing.

Use cases

• Audit a final thesis draft against a complex university marking rubric.
• Check a business case study for compliance with specific formatting and word count constraints.
• Identify missing mandatory sections in a technical project report.
• Prioritize revision tasks for a student working against a tight submission deadline.

Known limitations

Cannot verify file integrity or opening success for external attachments. Requires the user to provide the full rubric text to avoid inventing criteria. Proofreading is secondary to compliance auditing.