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5.1 Prompt Engineering for Plugin Creation

Prompt Engineering for Plugin Creation

Your words become the plugin

Creating effective plugins starts with how you describe them to Claude. Prompt engineering for plugins is not about clever tricks. It is about structured, specific communication that gives the AI everything it needs to build exactly what you want.

The Four Pillars of Plugin Prompts

Context

Explain the business domain, the tools involved, and the environment. Claude needs to understand where the plugin operates.

Goal

State the specific outcome you want. Not what to build, but what problem to solve and what success looks like.

Workflow

Describe the step-by-step process. What happens first, what depends on what, and what the user sees at each stage.

Format

Specify the output structure: file names, directory layout, response format. Remove ambiguity about deliverables.

Template for Every Request

Plugin prompt template
Context: I run an e-commerce store on Odoo 18.
         I need a plugin for Claude Code CLI.

Goal:    Automate weekly sales report generation
         and email it to the team every Monday.

Workflow: 1. Query Odoo sales data via XML-RPC
          2. Calculate KPIs (revenue, orders, AOV)
          3. Generate HTML report with charts
          4. Send via Odoo email API

Format:  SKILL.md with full instructions
         references/ folder with API examples

Common Mistakes

Too Vague

Build me a CRM plugin. This gives Claude no constraints. Be specific about which CRM, which operations, and which data.

Too Technical

Jumping to implementation details before explaining the problem. Let Claude choose the best approach after understanding the goal.

No Examples

Not providing sample data or expected outputs. Claude produces much better results when it can see what success looks like.

Specificity Equals Quality

The more specific your description, the better the plugin. A 200-word prompt produces dramatically better results than a 20-word one.

Key Takeaway

Quality of description equals quality of plugin. Use the four pillars: Context, Goal, Workflow, and Format. Every request to Claude should follow this structure for consistent, high-quality plugin output.

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