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slamer59

MCP Python Refactoring

by slamer59

analyze_python_file

Analyzes Python files to identify refactoring opportunities and provides precise guidance for improving code structure and readability.

Instructions

Analyze Python file for refactoring opportunities with precise guidance

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
contentYesPython file content to analyze
file_pathNoPath to Python file to analyze
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries the full burden of behavioral disclosure. It states it gives 'precise guidance' but doesn't clarify whether it modifies files, requires authentication, or has side effects. It implies a read operation but is not explicit.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence with no unnecessary words. It is front-loaded with the core purpose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool has 2 parameters and no output schema, the description is minimal. It does not explain how to choose between 'content' and 'file_path', nor what the output looks like. More context would improve usability.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The description does not add meaning beyond the schema's parameter descriptions, which are already clear. No additional constraints or usage hints are provided.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool analyzes Python files for refactoring opportunities, using a specific verb and resource. This distinguishes it from siblings like analyze_python_package or find_long_functions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus alternatives like analyze_security_and_patterns or tdd_refactoring_guidance. The description lacks context on prerequisites or exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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