# Prompt Refinery MCP Server

> Use this tool when you need to refine and polish prompts for better performance, as it solves issues with unclear or ambiguous prompts by repairing and optimizing them through a single large language model (LLM) call, accepting raw prompts as input and outputting refined prompts for integration with MCP-compatible hosts. It streamlines the prompt engineering process, saving time and improving results. Ideal for applications requiring precise and effective language understanding.

Canonical page: https://skillsregistry.net/skills/farukalpay-prompt-refinery  
JSON: https://api.skillsregistry.net/v1/skills/farukalpay-prompt-refinery

## Description

Retrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration with MCP-compatible hosts.

## Trust

- **Trust score (0–1):** 0.84
- **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/a78r2bzito)
- **Repository:** <https://github.com/farukalpay/prompt-refinery>

## 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": "farukalpay-prompt-refinery"
    }
  }
}
```

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