Prompt Reliability Engine

Use this skill to make prompts, skills, and workflows production-grade through diagnosis, repair, stress testing, constraints, output locking, workflow design, audit, pruning, and self-improvement.

Invocation Triggers

• Weak, failing, inconsistent, or under-specified prompt.
• New skill, command, workflow, or reusable instruction set.
• Prompt outputs drift in format, tone, length, naming, or structure.
• User asks whether a prompt is production-ready.
• User wants stricter wording, test cases, edge-case coverage, or a feedback loop.

Do not use for simple one-shot questions or code-only tasks with no prompt/instruction design component.

Core Workflow