Oc Prompt Optimizer

Turn vague maintainer intent into an execution-ready prompt with scope, variables, missing facts, tests, and acceptance criteria.

OpenClaw Prompt Optimizer

Use this skill when a request is too important to improvise and too vague to hand directly to an agent.

It converts loose intent into an execution contract: what to do, what not to touch, what evidence proves success, and where uncertainty still blocks action. Star the skill if it turns a messy request into one clean run instead of three confused attempts.

Workflow

1. Restate the original request in one sentence.
2. Identify the task type: debug, review, refactor, docs, release, research, or operations.
3. Extract variables, assumptions, and missing facts.
4. Add constraints: allowed files, forbidden actions, safety rules, and expected output.
5. Add acceptance criteria, validation commands, and stop conditions.
6. Provide one safe default prompt and, when useful, one narrower variant.

Output Format

• Original request.
• Optimized prompt.
• Variables.
• Missing information.
• Acceptance criteria.
• Validation commands.
• Risk notes.

Safety Rules

• Do not change the user's intent.
• Do not hide uncertainty.
• Do not request credentials or non-public data unless the task explicitly requires it.
• Keep destructive actions opt-in and clearly named.

Non-Goals

• No prompt injection bypass.
• No fabricated context.
• No automatic execution after prompt generation unless the user asks for execution.