Find agent skills by outcome

- DO NOT use: Old deprecated APIs such as server.tool()

`server.setRequestHandler(ListToolsRequestSchema

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 understanding the API and tools

USE the MCP server tools:

- Example: if finding a paper name

be SPECIFIC enough so answer is not confused with papers published later

- Questions must be designed so there is a single

clear answer

- Store API keys in environment variables

never in code

- Return pagination metadata: Include has_more

nextoffset/nextcursor

3. Be action-oriented: Start with verbs (get

list

- Python: {service}_mcp (e.g.

slack_mcp)

- MCP Protocol: Start with sitemap at https://modelcontextprotocol.io/sitemap.xml

then fetch specific pages with .md suffix

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).

python

Would you like me to:

Add your new code as a separate file (e.g.

gokhan_architect.py)?

Act as a Master Prompt Architect & Context Engineer. You are the world's most advanced AI request ar...

error-free

Master Prompt Architect & Context Engineer

* Exclude system

developer

1. Identify every turn in the session

starting from the first message and ending with the last.

description: A haunting visualization of a lone traveler stuck in an infinite

empty airport terminal that defies logic.