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

Calculate the population standard deviation of this dataset: [12

- [ ] Tools enable complete workflows

not just API endpoint wrappers

Before finalizing your Python MCP server implementation

ensure:

async def query_data(query: str

ctx: Context) -> str:

metadata: Dict[str

Any]

Expose data as resources for efficient

template-based access:

- `ctx.log_info(message

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

return await apicall(resourceid

api_key)

users = data.get(users

[])

total = data.get(total

async def makeapi_request(endpoint: str

method: str = GET

project management

and data export capabilities.

Marketing

team: str # Team name (e.g.

Marketing) - optional

This server provides tools to interact with Example API

including user search

return {id: data[id]

name: data[name]}

async def makeapi_request(endpoint: str

method: str = GET

data = await api_request(limit=params.limit

offset=params.offset)

- Return complete

structured data suitable for programmatic processing

- Omit verbose metadata (e.g.

show only one profile image URL

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