Prompt Engineer Pro

Professional prompt engineering, audit, and evaluation system for production-grade AI agents and workflows.

Install
cmdop skills install agensi-prompt-engineer-pro

Prompt Engineer Pro is a skill for teams that ship AI workflows into business-critical environments. It treats prompts as software assets requiring governance, audit trails, and regression testing. The skill helps build, audit, and harden prompt stacks for complex tasks involving multiple models, tool-use agents, and structured data extraction. It provides a structured framework for provider migrations, such as moving between GPT-4 and Claude 3.5, and for hardening JSON or XML output contracts so prompts reliably feed downstream APIs and automation. It designs tool-call policies that establish clear decision rules and safety boundaries to reduce agent hallucinations. The evaluation harness sets up regression gates and release conditions for launch readiness. The prompt audit capability identifies root-cause failures in existing prompt stacks and returns prioritized fixes. Structured-output hardening ensures generated formats meet downstream consumption requirements without breaking changes. Provider migration management prevents silent regressions when switching model families. Tool-call policy design creates enforceable boundaries for agentic actions. Evaluation and triage configure release criteria and regression gates. Rather than delivering rewritten prompts alone, the skill produces a professional audit memo, a prioritized failure taxonomy, and a verified test plan intended for engineering teams.

Use cases

  • Audit an existing prompt stack to identify root-cause failures and obtain prioritized fixes
  • Harden structured output contracts so generated JSON or XML reliably feeds downstream APIs
  • Plan and execute a migration between model families without introducing silent regressions
  • Design tool-call policies with clear decision rules and safety boundaries for agentic actions
  • Set up regression gates and release conditions to verify prompt readiness before launch

When to use it

  • You need governance, audit trails, and regression testing for production prompts
  • Your workflow involves multiple models or tool-use agents with structured data extraction
  • You are migrating between providers and need to prevent silent regressions in prompt behavior
  • You require hardened output contracts that reliably downstream APIs and automation

When not to use it

  • You are looking for a lightweight prompting assistant without governance or audit requirements
  • You need a packaged library or CLI tool instead of a skill-based guidance system
  • You require automated runtime enforcement of tool-call policies rather than design guidance