# prompt-decorators

> prompt-decorators — synaptiai-prompt-decorators. Use this tool when you need to enhance and customize the prompt processing capabilities of Large Language Models (LLMs) with composable decorators. It solves problems related to fine-grained control over LLM responses and integrates with MCP servers, accepting prompt inputs and generating decorated prompt outputs. Ideal for use cases requiring standardized and flexible prompt processing in natural language processing applications.

Canonical page: https://skillsregistry.net/skills/synaptiai-prompt-decorators  
JSON: https://api.skillsregistry.net/v1/skills/synaptiai-prompt-decorators

## Description

A standardized framework for enhancing how LLMs process and respond to prompts through composable decorators, featuring an official open standard specification and Python reference implementation. Claude Code plugin and MCP server integration.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** ai-ml
- **Updated:** 2026-09-22

## Source

- **Source listing:** [GitHub](https://github.com/synaptiai/prompt-decorators)

## 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": "synaptiai-prompt-decorators"
    }
  }
}
```

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

---
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