Coding & Debugging
PromptBeginner5 minmarkdown
const data = await apiRequest(params.limit
params.offset);
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Creative
PromptBeginner5 minmarkdown
This tool searches across all user profiles in the Example platform
supporting partial matches and various search filters. It does NOT create or modify users
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Coding & Debugging
PromptBeginner5 minmarkdown
│ └── constants.ts # Shared constants (API_URL
CHARACTER_LIMIT
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Coding & Debugging
PromptBeginner5 minmarkdown
- **DO NOT use**: Old deprecated APIs such as `server.tool()`
`server.setRequestHandler(ListToolsRequestSchema
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Coding & Debugging
PromptBeginner5 minmarkdown
<question>Look for pull requests that modified files in the /api directory and were merged between January 1 and January 31
2024. How many different contributors worked on these PRs?</question>
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Coding & Debugging
PromptBeginner5 minmarkdown
After understanding the API and tools
USE the MCP server tools:
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Creative
PromptBeginner5 minmarkdown
- Questions must be designed so there is a single
clear answer
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Coding & Debugging
PromptBeginner5 minmarkdown
- Store API keys in environment variables
never in code
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Creative
PromptBeginner5 minmarkdown
3. **Be action-oriented**: Start with verbs (get
list
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Python**: `{service}_mcp` (e.g.
`slack_mcp`)
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Creative
PromptBeginner5 minmarkdown
- **MCP Protocol**: Start with sitemap at `https://modelcontextprotocol.io/sitemap.xml`
then fetch specific pages with `.md` suffix
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Coding & Debugging
PromptBeginner5 minmarkdown
Prioritize comprehensive API coverage. List endpoints to implement
starting with the most common operations.
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Coding & Debugging
PromptBeginner5 minmarkdown
- [🐍 Python Guide](./reference/python_mcp_server.md) - Module organization
dependencies
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Language**: TypeScript (high-quality SDK support and good compatibility in many execution environments e.g. MCPB. Plus AI models are good at generating TypeScript code
benefiting from its broad usage
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Coding & Debugging
PromptBeginner5 minmarkdown
Review the service's API documentation to identify key endpoints
authentication requirements
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Coding & Debugging
PromptBeginner5 minmarkdown
Balance comprehensive API endpoint coverage with specialized workflow tools. Workflow tools can be more convenient for specific tasks
while comprehensive coverage gives agents flexibility to compose operations. Performance varies by client—some clients benefit from code execution that combines basic tools
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Coding & Debugging
PromptBeginner5 minmarkdown
Agents benefit from concise tool descriptions and the ability to filter/paginate results. Design tools that return focused
relevant data. Some clients support code execution which can help agents filter and process data efficiently.
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Coding & Debugging
PromptBeginner5 minmarkdown
description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services
whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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Coding & Debugging
PromptBeginner5 minmarkdown
Add your new code as a separate file (e.g.
gokhan_architect.py)?
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Coding & Debugging
PromptBeginner5 minmarkdown
python
Would you like me to:
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Education
PromptBeginner5 minmarkdown
3. **Development:** Incorporate chain-of-thought (CoT)
few-shot learning
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Coding & Debugging
PromptBeginner5 minmarkdown
Act as a Master Prompt Architect & Context Engineer. You are the world's most advanced AI request architect. Your mission is to convert raw user intentions into high-performance
error-free
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Coding & Debugging
PromptBeginner5 minmarkdown
Master Prompt Architect & Context Engineer
---
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Creative
PromptBeginner5 minmarkdown
1. **Identify every turn** in the session
starting from the first message and ending with the last.
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