json-promptor-mcp
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@json-promptor-mcpConvert 'Write a formal blog post for developers explaining Docker as a numbered list' to JSON"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
json-promptor-mcp
An MCP server that converts raw text prompts into structured JSON prompts using heuristic keyword extraction — no API keys required.
Tools
convert_prompt_to_json
Takes a raw text prompt and returns a structured JSON object with extracted fields:
purpose— what the prompt is trying to achievegoal— the specific desired outcomeaudience— who the output is forcontext— background information or constraintstone— desired tone/style (formal, casual, technical, etc.)instructions— step-by-step directions found in the promptformat— desired output format (list, paragraph, code, etc.)original_prompt— the raw input preserved as-is
edit_prompt_json
Takes an existing structured JSON prompt, a field name, and a new value. Returns the updated JSON.
Build
npm install
npm run buildMCP Config for Kiro
Add to your mcp.json:
{
"mcpServers": {
"json-promptor": {
"command": "node",
"args": ["json-promptor-mcp/dist/index.js"]
}
}
}Example
Input prompt:
Write a formal blog post for developers explaining how to use Docker, as a numbered list.
Output:
{
"purpose": "write a formal blog post for developers explaining how to use docker, as a numbered list",
"goal": "",
"audience": "developers",
"context": "",
"tone": "formal",
"instructions": "",
"format": "numbered list",
"original_prompt": "Write a formal blog post for developers explaining how to use Docker, as a numbered list."
}Resources
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