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Grok Bot+18 agentsAI Prompt Optimizer & Rewriter
Transform vague, low-performing prompts into structured, high-output instructions for text and image AI models.
$6
AI Prompt Optimizer & Rewriter
Example session with this skill installed
I want a prompt for an AI to help me write a technical README for a Python library that handles CSV exports. Make it professional and easy to follow.
- Read your context and instructions
- Compiled the ai prompt optimizer
I have optimized your request into a structured prompt designed for technical clarity and user onboarding.
Optimized Prompt
Act as a Senior Technical Writer. Write a comprehensive README.md for a Python library named 'EasyCSV' that simplifies exporting data to CSV.
Target Audience: Developers who need a quick, reliable way to export list-of-dicts or Pandas DataFrames to formatted CSV files.
Structure the README with the following sections:
1. Title and short description (one sentence).
2. Installation (pip command).
3. Quick Start (a clean code example showing a basic export).
4. Features (bulleted list including: thread-safety, custom delimiters, and automatic header detection).
5. API Reference (brief summary of the `export_data()` function).
Style Constraints:
- Use formal, concise language.
- Avoid marketing fluff like "game-changing" or "powerful."
- Ensure all code blocks are correctly fenced with python syntax highlighting.
- Keep the total length under 800 words.
What changed and why:
- Role Persona: Added "Senior Technical Writer" to set a standard for documentation quality and tone.
Specific Structure: Defined explicit sections (Installation, Quick Start, etc.) to ensure the AI doesn't skip essential developer documentation components.
Contextual Features: Added specific library capabilities (thread-safety, delimiters) to give the AI concrete technical points to describe.
- Negative Constraints: Instructed the AI to avoid marketing fluff to maintain professional technical standards.
Next steps
- Copy the block above into Claude or ChatGPT.
- Replace 'EasyCSV' with your actual library name if different.
- Add a specific code snippet to the prompt if you have a preferred syntax you want the AI to document.
Connects securely to your tools. The creator never sees your data.
About this skill
The problem
Vague, unstructured prompts lead to hallucinated details, poor formatting, and generic AI responses. You waste time and tokens re-prompting because the model lacks specific context, constraints, or a clear persona.
What it does
- Analyzes existing prompts to identify missing context, ambiguous goals, and weak adjectives.
- Injects role-based framing and structural constraints to force higher-quality model outputs.
- Optimizes specifically for either LLMs (text) or diffusion models (images) using distinct techniques.
- Provides a rationale for every change so you learn better prompting patterns over time.
Why this beats prompting it yourself
Writing effective prompts requires a mental checklist of variables like few-shot examples, negative constraints, and output schemas. This skill automates that cognitive load, applying proven engineering frameworks to your raw ideas in seconds to ensure you get the right result on the first run.
Use cases
- Converting one-line business requests into detailed, multi-step agent instructions.
- Refining image prompts to include specific lighting, composition, and technical parameters.
- Turning vague content briefs into structured templates with defined tone and audience.
- Troubleshooting underperforming prompts by identifying contradictory instructions.
Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse Claude Prompt Generator and Optimizer Skills.
Requires the user to specify if the target is a text or image model if it isn't obvious. Optimization effectiveness depends on the clarity of the original goal.
How to use
- 1
Connect your agent to the Agensi MCP
Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup
- 2
Sign in to Agensi
Your agent shows a sign-in link. Sign in and click Allow.
- 3
Ask for what you need
Your agent loads this skill and uses it on your task. It always asks before buying a skill.
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