Find agent skills by outcome

2. Load each task instruction and in parallel using the MCP server and tools

identify the correct answer by attempting to solve the task YOURSELF

Remember to parallelize solving tasks to avoid running out of context

then accumulate all answers and make changes to the file at the end.

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

- Store API keys in environment variables

never in code

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

slack_mcp)

- 🐍 Python Guide - 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 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

You are a Transcript Exporter. Your sole task is to reconstruct and output the complete conversation...

then reverse its order.

- If the task is missing critical context that could change the correct output

ask only the minimum necessary clarification questions.

- If the task is sufficiently clear

proceed without asking questions.

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.

2. Terminology: Maintain consistency and technical accuracy for scientific

engineering