Home / AI Trending / nidhinjs/prompt-master

prompt-master — What is it?

The 'prompt-master' project is an AI prompt generation tool designed to create accurate prompts for various AI tools, optimizing the use of tokens and credits by ensuring every prompt is precise and efficient.

⭐ 7,791 Stars 🍴 858 Forks — — Author: nidhinjs
Source: per README View on GitHub →

Why it matters

This project is gaining attention due to its ability to reduce wasted API calls by generating precise prompts, addressing the common issue of inefficient prompts in AI interactions. Its unique approach to prompt generation and compatibility with a wide range of AI tools sets it apart.

Source: Synthesis of README and project traits

Core Features

Targeted Prompt Generation

Prompt Master detects the target AI tool, extracts key intent dimensions, asks clarifying questions, routes to the correct framework, applies safe techniques, and conducts a token efficiency audit to deliver precise prompts.

Source: per README
Compatibility with Multiple AI Tools

The project supports over 20 AI tools and includes specific profiles for each. For tools not on the list, it uses a universal fingerprint to generate prompts.

Source: per README
Structured Pipeline

A structured pipeline is used for each request, involving detection, extraction, clarification, routing, application of techniques, audit, and delivery of the prompt.

Source: per README

Architecture

The architecture is inferred to be modular, with distinct components for detection, intent extraction, clarification, routing, and prompt delivery. It likely employs design patterns such as the Strategy pattern for prompt generation and the Factory pattern for tool-specific implementations.

Source: Code tree + dependency files

Project Knowledge Graph

Knowledge graph: project (center) + core features (inner hexagons) + key dependencies (outer chips) Not enough information.Not enough inf… Targeted Prompt GenerationTargeted Prompt Gen… Compatibility with Multiple AI ToolsCompatibility with… Structured Pipeline prompt-master Project Core feature Key dependency

Center: project; inner ring: core feature modules; outer ring: key dependencies. Auto-generated from core_features and tech_stack.key_deps.

Tech Stack

LanguageNot enough information.FrameworkNot enough information.
Key dependencies
Not enough information.
Infrastructure / Deployment
Not enough information.
Source: Dependency files + code tree

Quick Start

Download this repo as a ZIP, go to claude.ai → Sidebar → Customize → Skills → Upload a Skill, or clone directly into Claude Code skills directory.
Source: README Installation/Quick Start

Use Cases

The project is suitable for developers and AI users who want to optimize their interactions with AI tools, particularly those using Claude, ChatGPT, Gemini, and other listed AI systems. It is useful for generating prompts for coding, image generation, and other AI tasks.

Source: README

Strengths & Limitations

Strengths

  • Strength 1: Efficient prompt generation reduces wasted tokens and credits.
  • Strength 2: Wide compatibility with various AI tools.
  • Strength 3: Structured pipeline ensures accurate and contextually relevant prompts.

Limitations

  • Limitation 1: Lack of information on the primary programming language and tech stack.
  • Limitation 2: Dependency on specific AI tools and platforms for full functionality.
Source: Synthesis of README, code structure and dependencies

Latest Release

Not enough information.

Source: GitHub Releases

Verdict

The 'prompt-master' project is a valuable tool for developers and AI users seeking to optimize their interactions with AI systems. Its precise prompt generation and wide compatibility make it a strong candidate for teams or individuals focused on AI-assisted development and content creation.

Transparency Notice
This page is auto-generated by AI (a large language model) from the following public materials: GitHub README, code tree, dependency files and release notes. Analyzed at: 2026-05-24 11:52. Quality score: 85/100.

Data sources: README, GitHub API, dependency files