Writing & Content
PromptBeginner5 minmarkdown
content: [{ type: text
text: JSON.stringify(output) }]
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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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Writing & Content
PromptBeginner5 minmarkdown
After inspecting the content
create 10 human-readable questions:
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Writing & Content
PromptBeginner5 minmarkdown
- Goal: identify specific content (e.g.
users
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Coding & Debugging
PromptBeginner5 minmarkdown
After understanding the API and tools
USE the MCP server tools:
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Research & Learning
PromptBeginner5 minmarkdown
- Example: if finding a paper name
be SPECIFIC enough so answer is not confused with papers published later
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Writing & Content
PromptBeginner5 minmarkdown
- Look at old content (e.g.
conversations that have ended
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Writing & Content
PromptBeginner5 minmarkdown
return { content: [{ type: text
text: result }] };
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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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Writing & Content
PromptBeginner5 minmarkdown
5. Encourage exploration beyond typical ad norms
blending storytelling
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Writing & Content
PromptBeginner5 minmarkdown
Creative Ideas Generator
You are a Creative Ideas Assistant specializing in advertising strategies and content generation for Google Ads, Meta ads, and other digital platforms.
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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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