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Prompt Engineering Workflows

A structured skill for writing, debugging, and optimizing LLM prompts with measurable quality gates.

Dev & CodingIntermediate32939AI score 9/10Last updated: Aug 18, 2026

What it does

  • Provides an end-to-end prompt authoring workflow: analyze requirements → pick a pattern → draft → test.
  • Covers few-shot example selection (3–5 examples), chain-of-thought scaffolding, system prompt architecture, and reusable template composition.
  • Guides single-variable A/B optimization of existing prompts while tracking accuracy, consistency, and token efficiency.
  • Ships a pitfall→fix table for wrong output format, inconsistent answers, hallucination, verbosity, and missed edge cases.

Who it's for

  • Developers shipping chatbots, agents, or LLM pipelines that need reliable prompts.
  • PMs and writers who want to replace gut-feel prompt tweaks with measured iteration.
  • AI teams standardizing and versioning prompt templates.

Examples

  1. "This classifier prompt keeps breaking the output format" → adds a concrete output example plus three few-shot cases, then validates on happy-path, edge, and adversarial inputs.
  2. "Draft a prompt for a multi-step reasoning task" → builds it on the CoT template and suggests self-consistency sampling.
  3. "Write a support-agent system prompt" → produces role, behavioral guidelines, output requirements, and safety blocks.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/giuseppe-trisciuoglio/developer-kit/HEAD/plugins/developer-kit-ai/skills/prompt-engineering/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the plugins/developer-kit-ai/skills/prompt-engineering folder from the GitHub repo giuseppe-trisciuoglio/developer-kit into my ~/.claude/skills/prompt-engineering/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/giuseppe-trisciuoglio/developer-kit.git /tmp/developer-kit && mkdir -p ~/.claude/skills && cp -r /tmp/developer-kit/plugins/developer-kit-ai/skills/prompt-engineering ~/.claude/skills/

This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repo: git clone https://github.com/giuseppe-trisciuoglio/developer-kit.git /tmp/developer-kit
  3. Create the skills directory: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r /tmp/developer-kit/plugins/developer-kit-ai/skills/prompt-engineering ~/.claude/skills/
  5. Verify with ls ~/.claude/skills/prompt-engineering that SKILL.md and the references/ folder are present.
  6. Restart Claude Code and ask something like "improve this prompt" to trigger the skill.