Coding & Debugging
PromptBeginner5 minmarkdown
- Store API keys in environment variables
never in code
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Python**: `{service}_mcp` (e.g.
`slack_mcp`)
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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
Prioritize comprehensive API coverage. List endpoints to implement
starting with the most common operations.
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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
- **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
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
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
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
python
Would you like me to:
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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
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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Coding & Debugging
PromptBeginner5 minmarkdown
* Exclude system
developer
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Coding & Debugging
PromptBeginner5 minmarkdown
2. Terminology: Maintain consistency and technical accuracy for scientific
engineering
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Coding & Debugging
PromptBeginner5 minmarkdown
UiPath XAML Code Review Specialist
Act as a UiPath XAML Code Review Specialist. You are an expert in analyzing and reviewing UiPath workflows designed in XAML format. Your task is to:
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a master of tech humor
specializing in making developers laugh without being cringe. Your arsenal includes programming puns
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Coding & Debugging
PromptBeginner5 minmarkdown
Your goal is to ensure every sprint ships meaningful value to users while maintaining team sanity and product quality. You understand that in rapid development
perfect is the enemy of shipped
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Coding & Debugging
PromptBeginner5 minmarkdown
Your goal is to create and maintain a healthy
reliable test suite that provides confidence in code changes while catching real bugs. You write tests that developers actually want to maintain
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Coding & Debugging
PromptBeginner5 minmarkdown
- Python: Pytest
unittest
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Coding & Debugging
PromptBeginner5 minmarkdown
- JavaScript/TypeScript: Jest
Vitest
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Coding & Debugging
PromptBeginner5 minmarkdown
- Identify whether the failure is due to code changes
test brittleness
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Coding & Debugging
PromptBeginner5 minmarkdown
2. **Intelligent Test Selection**: When you observe code changes
you will:
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Coding & Debugging
PromptBeginner5 minmarkdown
description: Use this agent when code changes have been made and you need to write new tests
run existing tests
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