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Showing 24 of 5,987Categories: Coding & Debugging, Creative
Coding & Debugging
PromptBeginner5 minmarkdown

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

some variation is acceptable

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Creative
PromptBeginner5 minmarkdown

use_case: Concept art for a science-fiction or fantasy film

book cover illustration

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Creative
PromptBeginner5 minmarkdown

description_short: A surreal digital artwork depicting a giant young woman holding a complex

multi-level cross-section of a vibrant

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Creative
PromptBeginner5 minmarkdown

prompt: A dreamy

artistic photograph of a young woman with brown

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Creative
PromptBeginner5 minmarkdown

Dreamy Artistic Photograph of a Young Woman in a Meadow

{

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Coding & Debugging
PromptBeginner5 minmarkdown

- [ ] Tools enable complete workflows

not just API endpoint wrappers

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Coding & Debugging
PromptBeginner5 minmarkdown

Before finalizing your Python MCP server implementation

ensure:

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Creative
PromptBeginner5 minmarkdown

4. **Proper Imports**: Group imports (standard library

third-party

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Coding & Debugging
PromptBeginner5 minmarkdown

- `ctx.log_info(message

data)` / `ctx.log_error()` / `ctx.log_debug()` - Logging

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Coding & Debugging
PromptBeginner5 minmarkdown

return await api_call(resource_id

api_key)

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Creative
PromptBeginner5 minmarkdown

await ctx.report_progress(0.25

Starting search...)

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Coding & Debugging
PromptBeginner5 minmarkdown

async def _make_api_request(endpoint: str

method: str = GET

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Coding & Debugging
PromptBeginner5 minmarkdown

This server provides tools to interact with Example API

including user search

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Coding & Debugging
PromptBeginner5 minmarkdown

async def _make_api_request(endpoint: str

method: str = GET

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Coding & Debugging
PromptBeginner5 minmarkdown

data = await api_request(limit=params.limit

offset=params.offset)

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Coding & Debugging
PromptBeginner5 minmarkdown

The official MCP Python SDK provides FastMCP

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

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Coding & Debugging
PromptBeginner5 minmarkdown

This document provides Python-specific best practices and examples for implementing MCP servers using the MCP Python SDK. It covers server setup

tool registration patterns

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Coding & Debugging
PromptBeginner5 minmarkdown

- [ ] Tools enable complete workflows

not just API endpoint wrappers

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Coding & Debugging
PromptBeginner5 minmarkdown

* This server provides tools to interact with Example API

including user search

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Coding & Debugging
PromptBeginner5 minmarkdown

const data = await apiRequest(params.limit

params.offset);

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Creative
PromptBeginner5 minmarkdown

This tool searches across all user profiles in the Example platform

supporting partial matches and various search filters. It does NOT create or modify users

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Coding & Debugging
PromptBeginner5 minmarkdown

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

CHARACTER_LIMIT

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Coding & Debugging
PromptBeginner5 minmarkdown

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

`server.setRequestHandler(ListToolsRequestSchema

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Coding & Debugging
PromptBeginner5 minmarkdown

<question>Look for pull requests that modified files in the /api directory and were merged between January 1 and January 31

2024. How many different contributors worked on these PRs?</question>

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