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Study Concept

study_concept

Create an interactive study course on a topic or from the user's sources (notes, URLs, PDFs, YouTube, images, audio). Use when the user wants to study a topic, prepare for a test, exam or interview, understand a concept, or make a study guide. The course includes structured units with quizzes and flashcards. Pass course_id to open an existing course instead.

Input Schema

NameRequiredDescriptionDefault
tagsNoOptional key-value pairs for course categorization
levelNoDifficulty level: beginner, intermediate, or advanced
notesNoText notes to include in course content
topicNoCourse topic or name (required if course_id not provided)
course_idNoOptional course ID to retrieve an existing course. If provided, retrieves the course instead of generating a new one.
is_publicNoWhether course should be publicly accessible
audio_urlsNoAudio URLs (MP3, WAV)
image_urlsNoImage URLs (JPEG, PNG, WEBP, GIF)
ai_researchNoAI-generated research content based on the topic (will be merged into Notes)
webpage_urlNoSingle webpage URL to extract content from
youtube_urlsNoYouTube video URLs to transcribe
document_urlsNoDocument URLs (PDF, DOCX, TXT, MD, CSV, HTML, RTF)
ai_chat_contextNoShort summary of the points from this chat the user wants covered, not a transcript (merged into Notes)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations give the safety profile (readOnlyHint=false, openWorldHint=true, destructiveHint=false), so the description's main added value is disclosing the dual create/retrieve behavior via course_id, which the annotations cannot express. It does not say what generation does with the supplied sources (processing, latency, whether it overwrites anything), which would have completed the picture.

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?

Three short sentences that are front-loaded with the core action, then the when-to-use triggers, then the alternate retrieve mode. No filler and nothing redundant.

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

Completeness3/5

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

With 13 parameters, no required fields, nested tags, and no output schema, the description omits what the call returns (e.g., whether a course_id is produced for later use) and what happens if topic and course_id are both supplied. Adequate for choosing the tool, but not for predicting the result.

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 the schema already documents every parameter including course_id semantics. The description only restates the accepted source types and the course_id behavior at a summary level, adding little beyond the structured fields.

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?

States a specific verb and resource ('Create an interactive study course') plus the two input modes: from a topic or from supplied sources. The sentence about structured units with quizzes and flashcards positions it as the container tool, which distinguishes it from sibling builders like create_quiz or create_flashcards, though that differentiation is implied rather than stated.

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

Usage Guidelines4/5

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

Gives clear trigger conditions ('study a topic, prepare for a test, exam or interview, understand a concept, or make a study guide') and a second mode ('Pass course_id to open an existing course'). There is no explicit exclusion or named-alternative routing, so it stops short of a 5.

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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