Prompt Reviewer

Purpose

Review prompts against quality, safety, and reliability criteria; produce findings with severity and fix recommendations.

Input: Prompt specification or raw prompt text, use case context, risk level
Output: Prompt Review Report with scored dimensions, findings, and revised sections Examples: See examples.md for worked input/output.

Workflow

Step 1: Establish review context

Confirm:

• Prompt purpose and use case
• Risk level (internal / customer-facing / regulated)
• Model target (if known)
• Expected output format

Step 2: Score review dimensions

Step 3: Run safety checklist

• Input delimiter boundaries defined
• Instruction/data separation clear
• Out-of-scope refusal behavior
• No secrets or credentials in template
• PII handling rules if applicable
• Jailbreak resistance for customer-facing

Step 4: Document findings

Severity: Critical | High | Medium | Low

Step 5: Provide revised sections

For Critical/High findings, rewrite affected prompt sections.

Step 6: Validate

Run Validation checklist.

Decision Rules

Validation

• All 7 dimensions scored with notes
• Safety checklist completed
• ≥3 findings documented (or explicit "no issues" with evidence)
• Critical/High findings have fix recommendations
• Revised sections provided for Critical/High
• Overall deploy recommendation: Approve / Approve with fixes / Block
• No Role Play introduced in revisions

Anti-patterns

• Rubber stamp approval — all 5s without analysis.
• Style-only feedback — word choice vs structural issues.
• Missing safety on external prompts — ignoring injection risks.
• Vague fixes — "make it clearer" without rewrite.
• Ignoring examples — examples that teach wrong behavior.

Best Practices

• Test mentally with adversarial inputs.
• Check instruction-example consistency.
• Verify output format is parseable.
• Align safety level with use case risk.
• Reference OWASP LLM Top 1 (prompt injection) for external prompts.

Output Structure

# Prompt Review: [Prompt Name]
**Date:** YYYY-MM-DD
**Risk level:** [level]
**Recommendation:** Approve | Approve with fixes | Block

## Dimension Scores
| Dimension | Score | Notes |
|-----------|-------|-------|

## Safety Checklist
- [x] or [ ] [item]

## Findings
| ID | Severity | Finding | Fix |
|----|----------|---------|-----|

## Revised Sections
### [Section name]
[Rewritten content]

## Required Actions Before Deploy
1. [Action]

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