How do I install Improve This Prompt?

Install Improve This Prompt with a single command: npx mdskills install mdskills/improve-this-prompt-meta. This downloads the skill files into your project and your AI agent picks them up automatically.

What platforms support Improve This Prompt?

Improve This Prompt works with Claude Code, Openai, Gemini. Skills use the open SKILL.md format which is compatible with any AI coding agent that reads markdown instructions.

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Improve This Prompt

Name: Improve This Prompt: AI Agent Skill
Brand: mdskills
Availability: InStock
Rating: 3.6 (1 reviews)
Author: mdskills

OfficialVerified

Meta-prompt: takes an existing prompt and returns a tightened version. Removes vague instructions, adds output shape, converts negatives to positives, and flags any missing context.

7.8advisor390popularityby mdskills

npx mdskills install mdskills/improve-this-prompt-meta

Generate Prompt from Example

Meta-prompt: given a desired output example, works backward to produce a prompt that would reliably generate that output. Useful for reverse-engineering prompts from products you like.

Senior Code Reviewer

Persona for a staff-level code reviewer who focuses on correctness, security, and long-term maintainability. Refuses to bikeshed style unless the style choice hides a real bug.

Summarize Meeting Notes

Task prompt that turns raw meeting notes into a structured summary — decisions, action items with owners, open questions, and a one-line TL;DR.

Natural Language to SQL (few-shot)

Four-example few-shot prompt for turning natural-language questions into SQL against a provided schema. Uses PostgreSQL syntax; includes an aggregation, a join, and a filter example.

Prompt details

Scope: Meta
Prompt that generates or refines other prompts
Recommended model: Claude Opus
Variables: {prompt}

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Skill Advisor7.8

Well-structured prompt improvement skill with clear output format and actionable editing rules

+Provides explicit output structure with three distinct deliverables
+Lists five concrete, actionable editing principles for prompt refinement
+Uses clear role definition and transformation examples
-Lacks examples of before/after prompts to demonstrate expected quality
-No guidance on handling edge cases like already-optimized prompts

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Generate Prompt from Example

Prompt

Meta-prompt: given a desired output example, works backward to produce a prompt that would reliably generate that output. Useful for reverse-engineering prompts from products you like.

7.3365by mdskills

Senior Code Reviewer

Prompt

Persona for a staff-level code reviewer who focuses on correctness, security, and long-term maintainability. Refuses to bikeshed style unless the style choice hides a real bug.

7.8390by mdskills

Summarize Meeting Notes

Prompt

Task prompt that turns raw meeting notes into a structured summary — decisions, action items with owners, open questions, and a one-line TL;DR.

7.2360by mdskills

Natural Language to SQL (few-shot)

Prompt

Four-example few-shot prompt for turning natural-language questions into SQL against a provided schema. Uses PostgreSQL syntax; includes an aggregation, a join, and a filter example.

6.8340by mdskills

Sentiment Analysis (few-shot)

Prompt

Three-example few-shot prompt for sentiment classification. Handles positive / negative / neutral with reasoning. Template you can extend for domain-specific classes.

6.2310by mdskills