Building MCP with LLMs
Speed up your MCP development using LLMs such as Claude!
This guide will help you use LLMs to help you build custom Model Context Protocol (MCP) servers and clients. We’ll be focusing on Claude for this tutorial, but you can do this with any frontier LLM.
Preparing the documentation
Before starting, gather the necessary documentation to help Claude understand MCP:
- Visit https://modelcontextprotocol.io/llms-full.txt and copy the full documentation text
- Navigate to either the MCP TypeScript SDK or Python SDK repository
- Copy the README files and other relevant documentation
- Paste these documents into your conversation with Claude
Describing your server
Once you’ve provided the documentation, clearly describe to Claude what kind of server you want to build. Be specific about:
- What resources your server will expose
- What tools it will provide
- Any prompts it should offer
- What external systems it needs to interact with
For example:
Working with Claude
When working with Claude on MCP servers:
- Start with the core functionality first, then iterate to add more features
- Ask Claude to explain any parts of the code you don’t understand
- Request modifications or improvements as needed
- Have Claude help you test the server and handle edge cases
Claude can help implement all the key MCP features:
- Resource management and exposure
- Tool definitions and implementations
- Prompt templates and handlers
- Error handling and logging
- Connection and transport setup
Best practices
When building MCP servers with Claude:
- Break down complex servers into smaller pieces
- Test each component thoroughly before moving on
- Keep security in mind - validate inputs and limit access appropriately
- Document your code well for future maintenance
- Follow MCP protocol specifications carefully
Next steps
After Claude helps you build your server:
- Review the generated code carefully
- Test the server with the MCP Inspector tool
- Connect it to Claude.app or other MCP clients
- Iterate based on real usage and feedback
Remember that Claude can help you modify and improve your server as requirements change over time.
Need more guidance? Just ask Claude specific questions about implementing MCP features or troubleshooting issues that arise.
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