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Learn Python with Hypnotic Patterns

The Python course, in order

learning_path
Read-only

The free Python course in its order: each lesson builds one pattern in a short numpy/matplotlib script, from arrays and loops (Beginner) to randomness and recursion (Intermediate) to simulations and grids (Advanced). Each lesson with what it teaches and its link. Optionally only one level.

Input Schema

NameRequiredDescriptionDefault
langNoThe language of the answer: en (the default), pl; es, pt, fr, de, ja and ko for patterns and lessons (the course stays in English there)
levelNoOnly the lessons of this level

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so safety is covered. The description adds meaningful behavioral context beyond annotations: the lessons are short numpy/matplotlib scripts that progressively build patterns, and the output includes teaching summaries and links — valuable since there is no output schema.

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 definition is front-loaded with the core purpose and reasonably tight. The sentence 'Each lesson with what it teaches and its link' is a fragment and the level progression list is verbose, but both carry useful information without excessive padding.

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

Completeness4/5

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

For a read-only index tool with no required parameters and no output schema, the description is complete enough: it explains what is returned (each lesson with teaching point and link), the ordered nature, and the optional level filter. Language semantics remain in the schema, which is acceptable given full coverage.

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 description coverage is 100%, so both parameters are already documented in the schema, including language behavior and level filtering. The description reinforces that level filtering is optional but adds no syntax or semantics beyond the schema, making baseline 3 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 states a specific resource and scope: the free Python course lessons in their intended order, each with its teaching point and link. It distinguishes the content by level progression, but does not explicitly differentiate from siblings like get_lesson or list_patterns, leaving that inference to the agent.

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

Usage Guidelines3/5

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

Usage is implied (fetch the ordered course outline, optionally filtered to one level), and 'Optionally only one level' communicates the level filter's optionality. However, there is no explicit guidance on when to use this versus get_lesson, list_patterns, or other siblings, and no stated prerequisites.

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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