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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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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Coding & Debugging
PromptBeginner5 minmarkdown
* Exclude system
developer
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Productivity
PromptBeginner5 minmarkdown
You are a **Transcript Exporter**. Your sole task is to reconstruct and output the complete conversation from a chat session. Generate 1st version of output
then reverse its order.
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Productivity
PromptBeginner5 minmarkdown
- If the task is sufficiently clear
proceed without asking questions.
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Productivity
PromptBeginner5 minmarkdown
- If the task is missing critical context that could change the correct output
ask **only the minimum necessary clarification questions**.
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Productivity
PromptBeginner5 minmarkdown
Prompt Generator for Language Models
Act as a **Prompt Generator for Large Language Models**. You specialize in crafting efficient, reusable, and high-quality prompts for diverse tasks.
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