# Console Prompt Iteration Playbook

> A lightweight playbook for iterating on prompts in the Anthropic Console using prompt improvement, structured examples, and evaluations.

- Skill: `uygnoey/console-prompt-iteration-playbook` (Agent Skill)
- Install (CLI): `npx skillmds@latest add uygnoey/console-prompt-iteration-playbook`
- Raw SKILL.md: https://api.skillmd.com/api/skills/uygnoey/console-prompt-iteration-playbook/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: uygnoey (https://skillmd.com/u/uygnoey)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/uygnoey/console-prompt-iteration-playbook

---


## Instructions
Use this skill to guide prompt iteration when working in the Anthropic Console.

1. Start with a baseline prompt and define the desired output format.
2. Use the Console prompt improver to refine structure and clarity.
3. Add or edit multi-shot examples as input/output pairs to steer behavior.
4. Evaluate the prompt across scenarios and compare outputs to an ideal output when available.
5. Provide feedback on what isn’t working and repeat.

## Examples
- Improve a draft prompt for clarity and a stricter output format.
- Add a small set of examples, then evaluate the prompt against an ideal output and iterate.