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│ └── constants.ts # Shared constants (API_URL
CHARACTER_LIMIT
- **DO NOT use**: Old deprecated APIs such as `server.tool()`
`server.setRequestHandler(ListToolsRequestSchema
content: [{ type: text
text: JSON.stringify(output) }]
<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>
After inspecting the content
create 10 human-readable questions:
- Goal: identify specific content (e.g.
users
After understanding the API and tools
USE the MCP server tools:
- Look at old content (e.g.
conversations that have ended
- Email address
phone number
return { content: [{ type: text
text: result }] };
- Store API keys in environment variables
never in code
- **Python**: `{service}_mcp` (e.g.
`slack_mcp`)
- [🐍 Python Guide](./reference/python_mcp_server.md) - Module organization
dependencies
Prioritize comprehensive API coverage. List endpoints to implement
starting with the most common operations.
Review the service's API documentation to identify key endpoints
authentication requirements
- **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
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.
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
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).
5. Encourage exploration beyond typical ad norms
blending storytelling
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.
python
Would you like me to:
Add your new code as a separate file (e.g.
gokhan_architect.py)?