# Prompt Optimizer

> Use this tool when you need to refine and improve AI prompts for better outcomes, as it solves problems of inefficient or unclear prompts by analyzing and optimizing them across multiple dimensions. The Prompt Optimizer takes in AI prompts and outputs optimized versions, utilizing a combination of rule-based and optional large language model (LLM) enhancements. It is ideal for use cases where precise and effective AI input is crucial, such as in chatbot development or virtual assistant training.

Canonical page: https://skillsregistry.net/skills/yusufkucukates-prompt-optimizer  
JSON: https://api.skillsregistry.net/v1/skills/yusufkucukates-prompt-optimizer

## Description

Optimize AI prompts through a two-layer system combining a deterministic rule engine with optional LLM enhancement. The server provides eight tools for prompt scoring, analysis across five dimensions, iterative optimization, and task decomposition, supporting Anthropic Claude and OpenAI as optional LLM backends.

## Trust

- **Trust score (0–1):** 0.64
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-01

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/yusufkucukates-prompt-optimizer)
- **Repository:** <https://github.com/yusufkucukates/mcp-prompt-optimizer>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "yusufkucukates-prompt-optimizer"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/yusufkucukates-prompt-optimizer` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/yusufkucukates-prompt-optimizer/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt