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colab_ls

Lists files in a Google Colab VM directory (default /content) to inspect available files before running or downloading code and datasets.

Instructions

List files in a VM directory (default /content).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pathNo/content
sessionNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

C2.8/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full behavioral burden, yet it only states the listing scope and default path. It says nothing about whether an active session is required, whether the operation is read-only, how failures surface, or what the output looks like beyond what the output schema covers.

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?

A single, front-loaded sentence with no filler. The default path is placed inline for immediate reference, though it is arguably too terse for a tool with an undocumented session parameter.

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?

For a simple directory-listing tool with an output schema present, the description need not explain return values. However, the undocumented 'session' parameter and complete absence of annotations or usage context leave meaningful gaps for correct invocation.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. It conveys the 'path' parameter indirectly via 'VM directory (default /content)', but the 'session' parameter is never mentioned, leaving one of two parameters entirely undocumented.

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 (List) and resource (files in a VM directory) plus the default path, so the agent knows exactly what the tool returns. It does not, however, differentiate itself from siblings such as colab_notebook_list or colab_local_footprint, leaving the 'VM directory' scope to be inferred.

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 explicit when-to-use or when-not-to-use guidance and no mention of alternatives. Usage is only implied by the verb 'List' and the '/content' default; nothing tells the agent how this differs from other listing tools.

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