prompt-optimization

Prompt Optimization Skill

This skill allows you to view and modify the system prompts of the current AI agent (Team).

Available Tools

• get_team_prompt() — Get the current prompt and source mapping for the team
• submit_prompt_changes(changes) — Send optimized prompts to the user for review

Workflow

Step 1: Get Current Prompts

Call get_team_prompt(). It returns:

• team_id: The team's database ID
• assembled_prompt: The full assembled prompt
• sources: Array of prompt sources, each with:
  • type: "ghost" (base prompt) or "member" (team member prompt)
  • id: Resource ID (Ghost ID or Team ID)
  • name: Display name (Ghost name or Bot name)
  • field: Field name (e.g., "systemPrompt" or "prompt")
  • content: The actual prompt text
  • index: Member index (only for "member" type)

Step 2: Analyze and Rewrite

Based on the user's request, determine which source(s) need modification:

• If the user wants to change the agent's core behavior → modify the ghost source
• If the user wants to change a specific team member's role → modify the member source
• You may modify multiple sources if needed

Rules:

• Only modify the sources that are relevant to the user's request
• Preserve the overall structure and intent of unrelated parts
• Write complete, production-quality prompts (not just appending text)
• If the original prompt is in Chinese, write the modification in Chinese
• If the original prompt is in English, write the modification in English

Step 3: Submit Changes

Call submit_prompt_changes(changes=[...]) with your changes. Each change must include:

{
  "type": "ghost",          // or "member"
  "id": 561,                // from source.id
  "name": "Ghost名称",      // from source.name, used for display
  "field": "systemPrompt",  // from source.field
  "original": "原始内容",    // from source.content
  "suggested": "修改后内容",  // your optimized version
  "index": 0                // only for "member" type, from source.index
}