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clssck

Dataiku MCP Server

by clssck

managed_folder

Perform file operations on Dataiku managed folders: list contents, download, upload, and delete files.

Instructions

Managed folder ops: list/get/contents/download/upload/delete_file.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

With no annotations, the description carries the full burden of behavioral disclosure. It mentions delete_file and download/upload, implying state changes and data transfer, but does not disclose side effects, permission requirements, or reversibility. It is merely a list of actions with no behavioral context.

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 extremely concise, using a single line to list operations. It is not verbose and every element adds some information, but it lacks structure and reads more like a summary than a clear specification.

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 absence of annotations, an output schema, and any parameter details, the description is far from complete. It does not explain return values, error handling, or the context in which each operation is valid. A multi-operation tool like this needs more explanation to be usable.

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?

The input schema has zero parameters, so schema coverage is trivially 100%. However, the description does not explain how the tool determines which operation to perform or which folder to act on. This is a significant gap, as the agent cannot infer invocation semantics from the text.

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 lists specific operations (list/get/contents/download/upload/delete_file) that clearly indicate this tool manages managed folders. It distinguishes from sibling tools (project, dataset, etc.) by focusing on managed_folder operations. However, it uses the vague term 'ops' and doesn't clarify whether it's a single combined action or separate modes.

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 tool versus alternatives. It does not mention prerequisites, typical use cases, or when to avoid it. The description simply lists operations without any contextual advice.

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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