prompt-optimizer

To optimize Salesforce development prompts, you analyze user intent, project context, and tech stack signals like Apex, LWC, and SOQL. The optimizer evaluates scope and maps requirements to SCC agents, returning a critique and a ready-to-paste prompt without executing code.

SCC prompt mapping aligns Salesforce development instructions with invocable skills, agents, and model choices. It identifies missing context, asks up to three clarifying questions, and ensures Claude Code follows correct workflows for architecture, Flow, or Apex tasks without ambiguity.

Yes, you can use the prompt optimizer with an existing Salesforce project. It performs project detection by reading files like sfdx-project.json, package.json, and CLAUDE.md to incorporate tech stack signals directly into the rewritten prompt.

To rewrite a vague bug fix prompt, you provide your draft instruction and the optimizer classifies intent, estimates scope, and checks for missing context. It returns both a full and compact optimized SCC prompt tailored for your Flow or SOQL task.

The prompt optimizer strictly provides advisory output and does not generate Apex code or modify your project. It produces a structured response containing a diagnosis, recommended SCC components, and optimized prompts for you to execute separately.