promptifyOptimize 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 via ClawdBot CLI:
clawdbot install tolibear/promptifyTransform prompts into clear, effective ones. Model-agnostic.
No modifiers? Auto-detect what's needed.
| 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 |
When agents needed:
| Element | If Missing |
|---------|------------|
| Role | Add persona with expertise |
| Task | Make action specific |
| Constraints | Infer from context |
| Output | Specify format/structure |
echo 'PROMPT' | pbcopyGenerated Mar 1, 2026
A team of AI developers uses the skill to refine vague prompts for model training or API integration tasks. It automatically detects when codebase research is needed for project-specific functions or when clarifications are required for ambiguous instructions, ensuring prompts are clear and actionable.
Content creators employ the skill to optimize prompts for generating marketing copy, blog posts, or creative content. It strips filler words, applies role and tone constraints, and uses web search for best practices, resulting in more effective and audience-tailored outputs.
Educators use the skill to improve prompts for assignments or AI-assisted learning tools. It clarifies vague tasks, adds specific constraints for analysis or creative projects, and ensures output formats are structured, enhancing student engagement and learning outcomes.
Data scientists leverage the skill to structure prompts for data analysis or model queries. It auto-detects data type focus, specifies input/output formats, and adds edge cases, making prompts precise and reducing errors in complex analytical workflows.
Offer the skill as part of a subscription-based AI tool platform for businesses. Provide tiered plans based on usage limits, advanced features like priority agent dispatch, and integrations with popular development environments.
Provide free basic prompt optimization with limited modifiers, then charge for API calls that include deep codebase exploration, web search, or high-volume usage. Attract developers and small teams with easy integration.
Offer consulting services to customize the skill for specific industries, such as integrating with proprietary codebases or training on domain-specific data. Provide ongoing support and optimization for large organizations.
💬 Integration Tip
Integrate the skill into existing AI workflows by using its auto-detection triggers to route tasks efficiently; ensure agents are set up in parallel via the Task tool for faster synthesis.
Summarize URLs or files with the summarize CLI (web, PDFs, images, audio, YouTube).
AI-optimized web search via Tavily API. Returns concise, relevant results for AI agents.
This skill should be used when users need to search the web for information, find current content, look up news articles, search for images, or find videos. It uses DuckDuckGo's search API to return results in clean, formatted output (text, markdown, or JSON). Use for research, fact-checking, finding recent information, or gathering web resources.
Web search and content extraction via Brave Search API. Use for searching documentation, facts, or any web content. Lightweight, no browser required.
Search indexed Discord community discussions via Answer Overflow. Find solutions to coding problems, library issues, and community Q&A that only exist in Discord conversations.
Multi search engine integration with 17 engines (8 CN + 9 Global). Supports advanced search operators, time filters, site search, privacy engines, and WolframAlpha knowledge queries. No API keys required.