# Prompt Optimizer MCP Server

> Use this tool when you need to refine and improve the quality of your prompts for AI interactions, enhancing clarity, specificity, and structure to achieve better outcomes. The Prompt Optimizer MCP Server takes in raw prompts as input and outputs optimized versions, solving problems related to ambiguous or poorly defined queries. Ideal for use cases where clear and effective communication with AI systems is crucial, such as chatbots, virtual assistants, or language models.

Canonical page: https://skillsregistry.net/skills/zxw94fe-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/zxw94fe-mcp-server

## Description

An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/tgmdlo4tqt)
- **Repository:** <https://github.com/zxw94FE/mcp-server>

## 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": "zxw94fe-mcp-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/zxw94fe-mcp-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/zxw94fe-mcp-server/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