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Agentic Prompt Translation

Agent skill
1 skill

Translate vague project instructions into precise prompts for specific downstream tools. Use this skill whenever the user mentions prompt translation, instruction rewriting, parameter mapping, tool prompt, natural language to command, intent extraction, vague request, or is working with Claude, Midjourney, MCP, even if they never say \"agentic prompt translation\" explicitly. Operates entirely on context the agent already has. Do not use it for unrelated application feature work or general coding questions.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryContent & writingStars0

About this skill

Translate vague project instructions into precise prompts for specific downstream tools. Use this skill whenever the user mentions prompt translation, instruction rewriting, parameter mapping, tool prompt, natural language to command, intent extraction, vague request, or is working with Claude, Midjourney, MCP, even if they never say \"agentic prompt translation\" explicitly. Operates entirely on context the agent already has. Do not use it for unrelated application feature work or general coding questions.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: d3f8a2a0e7c87c126c9e50d7f99ea9990a78b269667482598984b14412068e29

About scan coverage and limitations

About this listing

Category
Content & writing
Reported license
Not specified
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.