Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
Domain Focus: Primarily software development
system architecture
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Use cases: Database schemas
API documentation
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
Medium freedom (pseudocode or scripts with parameters): Use when a preferred pattern exists
some variation is acceptable
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Business
PromptBeginner5 minmarkdownQuality: 22
clothing_style: A mix of modern casual wear
business suits
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Data
PromptBeginner5 minmarkdownQuality: 22
Calculate the population standard deviation of this dataset: [12
15
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
Before finalizing your Python MCP server implementation
ensure:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- [ ] Tools enable complete workflows
not just API endpoint wrappers
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Data
PromptBeginner5 minmarkdownQuality: 22
async def query_data(query: str
ctx: Context) -> str:
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Data
PromptBeginner5 minmarkdownQuality: 22
metadata: Dict[str
Any]
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Data
PromptBeginner5 minmarkdownQuality: 22
Expose data as resources for efficient
template-based access:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
return await apicall(resourceid
api_key)
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- `ctx.log_info(message
data) / ctx.logerror() / ctx.logdebug()` - Logging
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Data
PromptBeginner5 minmarkdownQuality: 22
users = data.get(users
[])
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Data
PromptBeginner5 minmarkdownQuality: 22
total = data.get(total
0)
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
async def makeapi_request(endpoint: str
method: str = GET
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Data
PromptBeginner5 minmarkdownQuality: 22
project management
and data export capabilities.
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
This server provides tools to interact with Example API
including user search
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Data
PromptBeginner5 minmarkdownQuality: 22
return {id: data[id]
name: data[name]}
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
async def makeapi_request(endpoint: str
method: str = GET
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
data = await api_request(limit=params.limit
offset=params.offset)
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Data
PromptBeginner5 minmarkdownQuality: 22
- Return complete
structured data suitable for programmatic processing
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Data
PromptBeginner5 minmarkdownQuality: 22
- Omit verbose metadata (e.g.
show only one profile image URL
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
The official MCP Python SDK provides FastMCP
a high-level framework for building MCP servers. It provides:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 30
This document provides Python-specific best practices and examples for implementing MCP servers usin...
tool registration patterns
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