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MOT1209

Google Colab MCP Server

by MOT1209

colab_list_packages

List all installed packages and their versions in a Colab or Jupyter runtime to verify dependencies and troubleshoot environment issues.

Instructions

List all installed packages and their versions in the runtime.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
session_idNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

B3.2/5.0
Behavior3/5

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

With no annotations, the description carries the behavioral burden. The verb 'List' indicates a read-only action and 'all installed packages and their versions' conveys the scope of the result. However, it does not disclose anything about session selection, potential errors, or output format.

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?

The description is one focused sentence with the verb front-loaded and no filler. It is appropriately concise for a simple list operation.

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?

The tool is low complexity and the description captures the essential purpose and result scope. However, the undocumented session_id parameter, lack of alternative guidance, and absence of any return-format note leave meaningful gaps for an agent trying to invoke it correctly.

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?

The only parameter, session_id, is entirely undocumented in both the schema and the description. Schema description coverage is 0%, and the description does not compensate by explaining what session_id does, whether it is required, or what happens when it is omitted.

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 'List', the resource 'installed packages', and the objective 'their versions in the runtime'. This distinguishes it from siblings like colab_list_files (files) and colab_get_package_version (a single package version).

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?

There is no guidance about when to use this tool versus alternatives such as colab_get_package_version or colab_install_package. The description implies a read/list scenario but gives no exclusions or selection criteria.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.