Find agent skills by outcome

- Examples: assets/logo.png for brand assets

assets/slides.pptx for PowerPoint templates

- Use cases: Database schemas

API documentation

Medium freedom (pseudocode or scripts with parameters): Use when a preferred pattern exists

some variation is acceptable

Before finalizing your Python MCP server implementation

ensure:

- [ ] Tools enable complete workflows

not just API endpoint wrappers

return await apicall(resourceid

api_key)

- `ctx.log_info(message

data) / ctx.logerror() / ctx.logdebug()` - Logging

async def makeapi_request(endpoint: str

method: str = GET

This server provides tools to interact with Example API

including user search

Marketing

team: str # Team name (e.g.

Marketing) - optional

async def makeapi_request(endpoint: str

method: str = GET

data = await api_request(limit=params.limit

offset=params.offset)

The official MCP Python SDK provides FastMCP

a high-level framework for building MCP servers. It provides:

PromptBeginner5 minmarkdownQuality: 30

This document provides Python-specific best practices and examples for implementing MCP servers usin...

tool registration patterns

- [ ] Tools enable complete workflows

not just API endpoint wrappers

* This server provides tools to interact with Example API

including user search

const data = await apiRequest(params.limit

params.offset);

│ └── constants.ts # Shared constants (API_URL

CHARACTER_LIMIT

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

`server.setRequestHandler(ListToolsRequestSchema

PromptBeginner5 minmarkdownQuality: 31

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:

- Store API keys in environment variables

never in code

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

slack_mcp)

Prioritize comprehensive API coverage. List endpoints to implement

starting with the most common operations.