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SebastianGilPinzon

colab-mcp (enhanced fork)

add_code_cell

Add a new code cell to a Google Colab notebook, specifying code, language, and position. Requires an active Colab browser connection.

Instructions

Add a new code cell to the Colab notebook. Requires an active browser connection via open_colab_browser_connection.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
codeNo
cellIndexNo
languageNopython

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

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 only states the action and prerequisite, but does not disclose that the tool modifies the notebook state, nor does it mention any potential side effects or safety concerns.

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, which is concise but under-specified. It omits critical details that would be valuable for correct invocation, such as parameter roles or positional insertion behavior.

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?

Given the tool has 3 parameters with no descriptions and no annotation coverage, the description is far from complete. The existence of an output schema does not compensate for missing semantic guidance on inputs and usage context.

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% for the 3 parameters, and the description adds no information about what 'code', 'cellIndex', or 'language' mean, how they are used, or expected formats. The description provides no parameter-level guidance.

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 the action of adding a code cell, distinguishing it from adding a text cell by specifying 'code cell.' However, it does not mention the ability to insert at a specific index, which is implied by the cellIndex parameter.

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 mentions a necessary prerequisite (active browser connection via open_colab_browser_connection) but provides no guidance on when to use this tool versus siblings like add_text_cell, change_runtime, or delete_cell.

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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