# Prompt Ops MCP

> Use this tool when you need to refine and optimize text prompts for improved quality and effectiveness. It solves problems related to unclear or ineffective prompts by providing optimization guidelines and refining the prompt through a two-turn approach. The tool takes in initial prompts as input and outputs refined prompts, making it ideal for use cases where clear and effective communication is crucial.

Canonical page: https://skillsregistry.net/skills/heyjustinai-prompt-ops-mcp  
JSON: https://api.skillsregistry.net/v1/skills/heyjustinai-prompt-ops-mcp

## Description

Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.

## Trust

- **Trust score (0–1):** 0.60
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-05-04

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/e6rh85f0zv)
- **Repository:** <https://github.com/heyjustinai/prompt-ops-mcp>

## 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": "heyjustinai-prompt-ops-mcp"
    }
  }
}
```

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

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