# MCP Prompt Optimizer

> Use this tool when you need to refine and perfect AI prompts for better interaction quality. The MCP Prompt Optimizer analyzes and optimizes prompts by calculating clarity scores, detecting risks, and adding domain-specific requirements, solving issues related to ambiguous or misleading inputs. It takes in AI prompts as input and outputs optimized prompts with improved clarity and specificity.

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

## Description

Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

## Trust

- **Trust score (0–1):** 0.92
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/i64nm4mj21)
- **Repository:** <https://github.com/grandinh/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": "grandinh-mcp-prompt-optimizer"
    }
  }
}
```

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