Simple Prompt Optimizer FAQs

Question 1

What is Simple Prompt Optimizer?

Accepted Answer

Simple Prompt Optimizer is a lightweight, robust Model Context Protocol (MCP) server designed to instantly optimize prompts for Large Language Models (LLMs) using advanced frameworks like CO-STAR and Chain-of-Thought critique.

Question 2

What is the difference between `instant_improve` and `deep_optimize`?

Accepted Answer

`instant_improve` provides rapid, structured enhancements for daily tasks and quick fixes. `deep_optimize` offers a sophisticated, multi-step 'Critique & Refine' loop ideal for complex architectures, critical implementations, and thorough debugging.

Question 3

What advanced frameworks does it utilize?

Accepted Answer

It implements the CO-STAR method (Context, Objective, Style, Tone, Audience, Response) and Chain-of-Thought critique to ensure comprehensive, high-quality prompt analysis and improvement.

Question 4

Is an OpenRouter API key required to use this tool?

Accepted Answer

Yes, an OpenRouter API key is essential to power the optimization process. This allows Simple Prompt Optimizer to access state-of-the-art LLM models for the best possible prompt enhancements.

Question 5

How does it optimize LLM prompts?

Accepted Answer

It leverages OpenRouter to access top-tier LLMs, applies proven frameworks like CO-STAR, and includes a 'Critique & Refine' loop to identify and fix prompt weaknesses before rewriting for superior results. It offers both rapid and deep optimization modes.

Simple Prompt Optimizer

Simple Prompt Optimizer

About

Key Features

Use Cases

About

Key Features

Use Cases