Prompt-Master: Claude Skill for Generating Accurate AI Tool Prompts

What Prompt-Master Does
Prompt-Master is a free, open-source Claude skill designed to generate accurate prompts for AI tools. It specifically targets tools like Cursor, Claude Code, GPT, Midjourney, Kling, Eleven Labs, Claude, ChatGPT, Gemini, Stable Diffusion, and others across various contexts including day-to-day use, vibe coding, corporate, and school applications.
Core Features
- Tool Detection and Routing: Detects which tool you're targeting and silently routes to the exact right approach for that model
- Nine-Dimensional Analysis: Pulls nine dimensions from your rough idea including context, constraints, output format, audience, memory from prior messages, and success criteria to ensure nothing important gets missed
- Pattern Detection: Identifies 35 credit-killing patterns with before-and-after fixes, such as missing file paths when using Cursor, attempting to build entire apps in one prompt, or adding chain-of-thought to o1 (which actually makes it worse)
- Template System: Includes 12 prompt templates that auto-select based on your task, recognizing that writing an email needs a completely different structure than prompting Claude Code to build a feature
- Efficient Loading: Templates and patterns live in separate reference files that only load when your specific task needs them, with nothing loaded upfront
- Memory Integration: Built-in memory for long project sessions
Current Status and Development
The tool has achieved 600+ stars on GitHub with 4000+ traffic. Version 1.4 was recently released with top-requested features, and version 1.5 is already being planned with a focus on agents. The development is community-driven, with every version being a direct response to user suggestions.
Setup takes approximately 2 minutes according to the source. The tool is positioned to help users avoid wasted credits and eliminate the need for re-prompts.
📖 Read the full source: r/ClaudeAI
👀 See Also

Agent Browser Shield: Free OpenClaw Extension Blocks Prompt Injection & Dark Patterns
PixieBrix releases Agent Browser Shield, a free source-available browser extension for OpenClaw that blocks prompt injection, dark patterns, and context pollution while cutting token usage.

Orloj: Declarative Orchestration Runtime for Multi-Agent AI Systems
Orloj v0.1.0 is an open-source orchestration runtime that lets you define AI agents, tools, policies, and workflows in YAML manifests with GitOps. It handles scheduling, execution, governance, and reliability for production multi-agent systems.

Automate GitHub PR review with Claude Code agents
A developer built an agent that processes GitHub mentions, spawns Claude Code workers to review or fix PRs, and only escalates ambiguous cases to humans.

AI Team OS: Self-Driving Organization Layer for Claude Code
AI Team OS is an operating system layer for Claude Code that creates autonomous workflows where the system continues working without waiting for user prompts. It includes 22 specialized agent templates, 40+ MCP tools, and runs entirely within Claude Code subscription without external API costs.