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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) }]
Look for pull requests that modified files in the /api directory and were merged between January 1 a...
2024. How many different contributors worked on these PRs?
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
- Return pagination metadata: Include has_more
nextoffset/nextcursor
- Python: {service}_mcp (e.g.
slack_mcp)
Prioritize comprehensive API coverage. List endpoints to implement
starting with the most common operations.
- 🐍 Python Guide - Module organization
dependencies
Review the service's API documentation to identify key endpoints
authentication requirements
- Language: TypeScript (high-quality SDK support and good compatibility in many execution environmen...
benefiting from its broad usage
Agents benefit from concise tool descriptions and the ability to filter/paginate results. Design too...
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 m...
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 t...
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: