A Claude skill that applies a structured pipeline to produce copyable prompts for any AI tool, aiming to reduce repeat prompting and wasted API credits. It runs as a browser-based integration with Claude.ai and requires no coding to install.
Project overview
It addresses a concrete cost problem for API users—repeated re-prompting due to vague initial prompts—by running a multi-stage pipeline that audits tokens and detects documented credit-killing patterns.
Project type
Prompt Engineering
Deployment
Refer to project documentation
License
MIT
Best for
General users operating in a browser-based Claude.ai environment who want to refine prompts without writing code.
Key capabilities
Executes a structured pipeline that detects the target tool, extracts intent, asks clarifying questions, applies frameworks, runs a token efficiency audit, and delivers the prompt in one clean copyable block.
Maintains specific profiles for 20 or more tools and uses a Universal Fingerprint of 4 questions to generate prompts for AI systems it has not encountered before.
Identifies 35 credit-killing prompt patterns, including 7 specific task patterns, and provides before and after examples.
Extracts prior decisions and prepends a Memory Block so the target AI maintains consistency with earlier work.
Limitations and risks
The project is documented as not self-hosted and not locally runnable, operating as a Claude.ai browser skill.
GPU requirements, data boundaries, telemetry, and overall cost dependencies are not documented.
The skill explicitly excludes hallucination-prone techniques such as Tree of Thought and Graph of Thought.
Getting started
Download the repository as a ZIP file and upload it directly via the Claude.ai interface by navigating to Sidebar, Customize, Skills, and then Upload a Skill.
Evidence and sources
GitHub project description: A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention
README: A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention.
README: 1. Download this repo as a ZIP 2. Go to **claude.ai → Sidebar → Customize → Skills → Upload a Skill**
README: Write vague prompt → get wrong output → re-prompt → get closer → re-prompt again → finally get what you wanted on attempt 4 That's 3 wasted API calls. Multiply by 50 prompts a day…