Skip to main content
Glama
slamer59

MCP Python Refactoring

by slamer59

analyze_python_package

Analyze a Python package or folder to identify refactoring opportunities. Provides a comprehensive analysis to guide code improvements.

Instructions

Comprehensive package/folder analysis for refactoring opportunities

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
package_nameNoName of the package (optional, will be inferred from path)
package_pathYesPath to Python package/folder to analyze
Behavior2/5

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

No annotations exist, so the description carries full burden. It does not disclose whether the tool modifies anything, requires dependencies, or what its output is. The word 'analysis' suggests a read-only operation, but this 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.

Conciseness4/5

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

The description is a single, efficient sentence that conveys the core purpose. It is well front-loaded, though slightly generic and not structured with bullet points or examples.

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?

For a tool performing 'comprehensive analysis', the description lacks essential details: what the tool returns, any prerequisites, or limitations. Without an output schema, the agent has no idea what to expect.

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% and the description does not add any additional meaning beyond what the schema already provides. Baseline 3 is appropriate.

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

Purpose4/5

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

The description clearly states it performs 'comprehensive package/folder analysis for refactoring opportunities', specifying the verb and resource. However, it does not distinguish itself from sibling tools like 'find_package_issues' or 'analyze_security_and_patterns'.

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 is provided on when to use this tool versus alternatives, nor are there any exclusions or prerequisites mentioned.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/slamer59/mcp-python-refactoring'

If you have feedback or need assistance with the MCP directory API, please join our Discord server