promptify
Optimize prompts for clarity and effectiveness. Use when user says "improve this prompt", "optimize my prompt", "make this clearer", or provides vague/unstructured prompts. Intelligently routes to sub-agents for codebase research, clarifying questions, or web search as needed.
Install
mkdir -p .claude/skills/promptify && curl -L -o skill.zip "https://mcp.directory/api/skills/download/1843" && unzip -o skill.zip -d .claude/skills/promptify && rm skill.zipInstalls to .claude/skills/promptify
About this skill
Prompt Optimizer
Transform prompts into clear, effective ones. Model-agnostic.
Modifiers (parse from ARGUMENTS)
- +ask → Force clarifying questions
- +deep → Force codebase exploration
- +web → Force web search
No modifiers? Auto-detect what's needed.
Auto-Detection Triggers
| Trigger | Signals |
|---|---|
| codebase-researcher | "this project", "our API", specific files/functions, "integrate", "extend", "refactor" |
| clarifier | Ambiguous ("make it better"), multiple interpretations, missing constraints, vague pronouns |
| web-researcher | "best practices", "latest", external APIs/libraries, framework patterns, year references |
Agent Dispatch
When agents needed:
- Announce which and why
- Run in parallel via Task tool (agents/ directory)
- Synthesize findings
- Optimize with gathered context
Core Contract (every prompt needs all four)
| Element | If Missing |
|---|---|
| Role | Add persona with expertise |
| Task | Make action specific |
| Constraints | Infer from context |
| Output | Specify format/structure |
Process
- If image: Analyze, incorporate context
- Detect type: coding/writing/analysis/creative/data
- Convert output→process: "Write X" → "Analyze → Plan → Implement → Validate"
- Strip fluff: "please", "I want you to", filler, apologies
- Apply contract: Verify all 4 elements
- Add structure: XML tags for complex prompts
Type Focus
- Coding: Specs, edge cases, framework
- Writing: Tone, audience, length
- Analysis: Criteria, depth
- Creative: Constraints, novelty
- Data: I/O format, edge cases
Output
- Optimized prompt in code block
echo 'PROMPT' | pbcopy- 2-3 sentence explanation
More by openclaw
View all skills by openclaw →You might also like
flutter-development
aj-geddes
Build beautiful cross-platform mobile apps with Flutter and Dart. Covers widgets, state management with Provider/BLoC, navigation, API integration, and material design.
ui-ux-pro-max
nextlevelbuilder
"UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient."
drawio-diagrams-enhanced
jgtolentino
Create professional draw.io (diagrams.net) diagrams in XML format (.drawio files) with integrated PMP/PMBOK methodologies, extensive visual asset libraries, and industry-standard professional templates. Use this skill when users ask to create flowcharts, swimlane diagrams, cross-functional flowcharts, org charts, network diagrams, UML diagrams, BPMN, project management diagrams (WBS, Gantt, PERT, RACI), risk matrices, stakeholder maps, or any other visual diagram in draw.io format. This skill includes access to custom shape libraries for icons, clipart, and professional symbols.
godot
bfollington
This skill should be used when working on Godot Engine projects. It provides specialized knowledge of Godot's file formats (.gd, .tscn, .tres), architecture patterns (component-based, signal-driven, resource-based), common pitfalls, validation tools, code templates, and CLI workflows. The `godot` command is available for running the game, validating scripts, importing resources, and exporting builds. Use this skill for tasks involving Godot game development, debugging scene/resource files, implementing game systems, or creating new Godot components.
nano-banana-pro
garg-aayush
Generate and edit images using Google's Nano Banana Pro (Gemini 3 Pro Image) API. Use when the user asks to generate, create, edit, modify, change, alter, or update images. Also use when user references an existing image file and asks to modify it in any way (e.g., "modify this image", "change the background", "replace X with Y"). Supports both text-to-image generation and image-to-image editing with configurable resolution (1K default, 2K, or 4K for high resolution). DO NOT read the image file first - use this skill directly with the --input-image parameter.
pdf-to-markdown
aliceisjustplaying
Convert entire PDF documents to clean, structured Markdown for full context loading. Use this skill when the user wants to extract ALL text from a PDF into context (not grep/search), when discussing or analyzing PDF content in full, when the user mentions "load the whole PDF", "bring the PDF into context", "read the entire PDF", or when partial extraction/grepping would miss important context. This is the preferred method for PDF text extraction over page-by-page or grep approaches.
Related MCP Servers
Browse all servers
FirecrawlUnlock AI-ready web data with Firecrawl: scrape any website, handle dynamic content, and automate web scraping for resea
Context7Boost your AI code assistant with Context7: inject real-time API documentation from OpenAPI specification sources into y
Playwright Browser AutomationEnhance software testing with Playwright MCP: Fast, reliable browser automation, an innovative alternative to Selenium s
RepomixOptimize your codebase for AI with Repomix—transform, compress, and secure repos for easier analysis with modern AI tool
Oh My PoshValidate Oh My Posh theme configurations quickly and reliably against the official schema to ensure error-free prompts a
BlenderConnect Blender to Claude AI for seamless 3D modeling. Use AI 3D model generator tools for faster, intuitive, interactiv
Stay ahead of the MCP ecosystem
Get weekly updates on new skills and servers.