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How to Convert a GraphQL API to an MCP Server

Step-by-step guide to converting GraphQL APIs into MCP servers for Claude, ChatGPT, and Copilot. Make any GraphQL endpoint AI-accessible with AnythingMCP.

HCBy HelpCode teamUpdated 1 min read Open-source on GitHub

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  • Open-source on GitHub
    Open source · AGPL-3.0
  • Works with ChatGPT, Claude, Gemini
    Any MCP-compatible client

Summary

Step-by-step guide to converting GraphQL APIs into MCP servers for Claude, ChatGPT, and Copilot. Make any GraphQL endpoint AI-accessible with AnythingMCP.

Convert GraphQL APIs to AI-Ready MCP Servers

GraphQL APIs are powerful but complex. By converting them to MCP servers with AnythingMCP, AI agents can execute queries and mutations through natural language.

What You Need

  • A GraphQL API endpoint
  • Docker installed
  • An MCP-compatible AI client

Step-by-Step Guide

Step 1: Deploy AnythingMCP

curl -fsSL https://raw.githubusercontent.com/HelpCode-ai/anythingmcp/main/docker-compose.quickstart.yml -o docker-compose.yml
printf 'JWT_SECRET=%s\nENCRYPTION_KEY=%s\n' "$(openssl rand -hex 32)" "$(openssl rand -hex 32)" > .env
docker compose up -d

Step 2: Create a GraphQL Connector

In the dashboard, create a new GraphQL connector. Provide the GraphQL endpoint URL. AnythingMCP introspects the schema to discover available queries and mutations.

Step 3: Define Tools from Queries

Select which GraphQL queries and mutations to expose as MCP tools. AnythingMCP converts the GraphQL schema types into MCP tool parameters automatically.

Step 4: Configure Authentication

Set up Bearer token, API key, or OAuth 2.0 as required by your GraphQL API.

Step 5: Connect Your AI Client

{
  "mcpServers": {
    "my-graphql-api": {
      "url": "http://localhost:4000/mcp"
    }
  }
}
  • Sorare — Fantasy sports and card marketplace
  • GitHub GraphQL API — Repository and project management
  • Shopify Storefront API — E-commerce data
  • Contentful — Content management
  • Hasura — Instant GraphQL on your database

Next Steps

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