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notebook_analyze

Analyze a notebook to get structured cell information and dependency edges, revealing cell types, content, and execution dependencies.

Instructions

Analyze a notebook and return structured cell info and dependency edges.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pathYes
strip_outputsNo
include_markdownNo
Behavior2/5

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

With no annotations, the description should disclose behavioral traits. It only states the output but not whether the tool is read-only, safe, or has side effects. The name implies analysis, but explicit safety info is missing.

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 one concise sentence, front-loading the purpose. Though brief, it avoids fluff. Could benefit from more structure but remains efficient.

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?

The description is insufficient for a tool with 3 parameters and no output schema or annotations. It does not explain input expectations, output format, or edge cases, leaving significant gaps.

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

Parameters1/5

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

Schema description coverage is 0%. The description does not mention any parameters or explain how they affect behavior. For instance, 'strip_outputs' and 'include_markdown' are not described, leaving the agent to guess.

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 a notebook and returns structured cell info and dependency edges. This is a specific verb+resource and distinguishes it from sibling tools like notebook_state or notebook_rerun_plan.

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?

The description provides no guidance on when to use this tool versus the many sibling tools. It does not mention prerequisites, alternatives, or when not to use it.

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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