Writing & Content
PromptBeginner5 minmarkdown
use_case: Artistic stock photography
editorial fashion
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Writing & Content
PromptBeginner5 minmarkdown
environmental_storytelling: The ethereal
swirling floral background suggests a dreamscape or a memory
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Creative
PromptBeginner5 minmarkdown
Dreamy Artistic Photograph of a Young Woman in a Meadow
{
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Data
PromptBeginner5 minmarkdown
<question>Calculate the population standard deviation of this dataset: [12
15
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Writing & Content
PromptBeginner5 minmarkdown
feedback = extract_xml_content(response
feedback)
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Writing & Content
PromptBeginner5 minmarkdown
response_value = extract_xml_content(response
response)
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Writing & Content
PromptBeginner5 minmarkdown
summary = extract_xml_content(response
summary)
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Writing & Content
PromptBeginner5 minmarkdown
messages.append({role: assistant
content: response.content})
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Writing & Content
PromptBeginner5 minmarkdown
(block.text for block in response.content if hasattr(block
text))
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Writing & Content
PromptBeginner5 minmarkdown
messages = [{role: user
content: question}]
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Writing & Content
PromptBeginner5 minmarkdown
messages.append({role: assistant
content: response.content})
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Writing & Content
PromptBeginner5 minmarkdown
def extract_xml_content(text: str
tag: str) -> str | None:
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Writing & Content
PromptBeginner5 minmarkdown
read
write
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Writing & Content
PromptBeginner5 minmarkdown
session_ctx = ClientSession(read
write)
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Writing & Content
PromptBeginner5 minmarkdown
read
write = result
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Coding & Debugging
PromptBeginner5 minmarkdown
Before finalizing your Python MCP server implementation
ensure:
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Tools enable complete workflows
not just API endpoint wrappers
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Creative
PromptBeginner5 minmarkdown
4. **Proper Imports**: Group imports (standard library
third-party
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Data
PromptBeginner5 minmarkdown
async def query_data(query: str
ctx: Context) -> str:
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Data
PromptBeginner5 minmarkdown
metadata: Dict[str
Any]
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Data
PromptBeginner5 minmarkdown
Expose data as resources for efficient
template-based access:
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Coding & Debugging
PromptBeginner5 minmarkdown
return await api_call(resource_id
api_key)
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Coding & Debugging
PromptBeginner5 minmarkdown
- `ctx.log_info(message
data)` / `ctx.log_error()` / `ctx.log_debug()` - Logging
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Creative
PromptBeginner5 minmarkdown
await ctx.report_progress(0.25
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