# PromptLab MCP Server

> Use this tool when you need to optimize user queries for AI systems, transforming basic inputs into effective prompts. The PromptLab MCP Server solves the problem of suboptimal user queries by providing standardized prompt templates through a protocol-based interface, accepting basic user queries as input and outputting optimized prompts. Ideal for use cases where AI model performance relies on well-crafted prompts, such as chatbots, virtual assistants, or language translation systems.

Canonical page: https://skillsregistry.net/skills/irahulpandey-promptlab  
JSON: https://api.skillsregistry.net/v1/skills/irahulpandey-promptlab

## Description

Serves prompt templates through a standardized protocol for transforming basic user queries into optimized prompts for AI systems.

## Trust

- **Trust score (0–1):** 0.83
- **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/i3tad94sjm)
- **Repository:** <https://github.com/iRahulPandey/PromptLab>

## 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": "irahulpandey-promptlab"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/irahulpandey-promptlab` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/irahulpandey-promptlab/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