Custom Context MCP Server

What is Custom Context MCP Server?

This Model Context Protocol (MCP) server provides tools for structuring and extracting data from text according to JSON templates, enabling transformation of AI-generated text into structured JSON for downstream applications.

How to use Custom Context MCP Server?

Install dependencies with npm install, then run the server with npm start. The server exposes two tools: group-text-by-json (generates a prompt for an AI to group text by a JSON template’s placeholder keys) and text-to-json (converts the grouped text back into a structured JSON object matching the original template). Templates use angle‑bracket placeholders (e.g., <name>) anywhere in a valid JSON structure.

Key features of Custom Context MCP Server

• Group and structure text based on JSON templates with placeholders.
• Extract information from AI-generated text into structured JSON.
• Support for any arbitrary JSON structure with nested placeholders.
• Intelligent extraction of key‑value pairs from text.
• Process AI outputs into structured data for downstream applications.
• Two‑step workflow: prompt generation then structured conversion.

Use cases of Custom Context MCP Server

• Convert free‑form AI responses into a predictable JSON format.
• Extract structured data (e.g., product details) from AI‑generated descriptions.
• Build a pipeline that accepts human text and outputs clean JSON for databases or APIs.
• Transform multi‑field AI output into nested JSON objects with minimal manual parsing.