Productivity
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Explicitly probe for human and organizational factors
including:
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Coding & Debugging
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# Professionals
engineers
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Productivity
PromptBeginner5 minmarkdown
(unchanged – tasks
research
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Coding & Debugging
PromptBeginner5 minmarkdown
**Domain Focus:** Primarily software development
system architecture
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Productivity
PromptBeginner5 minmarkdown
For complex tasks
break operations into clear
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Productivity
PromptBeginner5 minmarkdown
For tasks with branching logic
guide Claude through decision points:
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Use cases**: Database schemas
API documentation
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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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Productivity
PromptBeginner5 minmarkdown
specialized knowledge
workflows
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Productivity
PromptBeginner5 minmarkdown
description: Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge
workflows
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Productivity
PromptBeginner5 minmarkdown
result = await evaluate_single_task(client
model
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Productivity
PromptBeginner5 minmarkdown
When given a task
you MUST:
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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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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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Productivity
PromptBeginner5 minmarkdown
FastMCP can automatically inject a `Context` parameter into tools for advanced capabilities like logging
progress reporting
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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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