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mstampfer

Claude Code Notebook MCP

by mstampfer

notebook_bulk_add_cells

Add multiple cells (code, markdown, or raw) to a Jupyter notebook at a specified index in a single operation.

Instructions

Adds multiple cells to a notebook in a single operation

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pathYesPath to the notebook
cellsYesArray of cells to add
indexYesIndex after which to insert the cells
Behavior1/5

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

With no annotations, the description carries full burden for behavioral disclosure. It states only that cells are added 'in a single operation' but does not reveal critical traits such as validation behavior, error handling, index insertion semantics (insert vs. replace), or whether existing cells with the same indices are affected. This is a significant gap for a mutation tool.

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

Conciseness2/5

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

The description is only one sentence (10 words) and is structured as a single clause. While it has no fluff, it is under-specified for the tool's complexity. Valuable information about usage and behavior is omitted, making it not truly concise but rather lacking substance.

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

Completeness1/5

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

Given the tool has 3 required parameters, no output schema, and 28 sibling tools (including the singular notebook_add_cell), the description is woefully incomplete. It fails to explain how bulk addition differs, what happens on partial failure, or how the index parameter works. Many behavioral details that an agent needs are missing.

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?

Input schema coverage is 100%, so the schema already documents all three parameters (path, cells, index) with descriptions. The description adds no extra semantic meaning beyond what the schema provides. Baseline 3 is appropriate since the schema does the heavy lifting.

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 verb 'Adds', the resource 'multiple cells to a notebook', and the nuance 'in a single operation'. This clearly distinguishes it from sibling tools like notebook_add_cell (singular) and others that perform different operations. Purpose is unambiguous and specific.

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 bulk operation vs. the singular notebook_add_cell, or any alternatives. There is no mention of prerequisites, performance benefits, or scenarios where this tool should be avoided. The description leaves the agent to infer usage context entirely.

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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