Console Prompt Iteration Playbook
A lightweight playbook for iterating on prompts in the Anthropic Console using prompt improvement, structured examples, and evaluations.
Install
$ agentstack add skill-uygnoey-skills-from-claude-blog-console-prompt-iteration-playbook ✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
About
Instructions
Use this skill to guide prompt iteration when working in the Anthropic Console.
- Start with a baseline prompt and define the desired output format.
- Use the Console prompt improver to refine structure and clarity.
- Add or edit multi-shot examples as input/output pairs to steer behavior.
- Evaluate the prompt across scenarios and compare outputs to an ideal output when available.
- 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.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: uygnoey
- Source: uygnoey/skills-from-claude-blog
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.