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1sarthakbhardwaj

Labellerr MCP Server

dataset_upload_folder

Upload all files from a folder to a dataset at once by specifying the folder path and data type, eliminating the need for individual file uploads.

Instructions

Upload all files from a folder to a dataset

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
data_typeYesType of data being uploaded
folder_pathYesPath to the folder containing files
Behavior2/5

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

With no annotations, the description carries full responsibility for behavioral disclosure. It only states the basic action without details on error handling, overwriting behavior, recursion, authentication, or side effects, which are important for an upload 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.

Conciseness5/5

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

The description is a single, front-loaded sentence that uses only essential words. It is concise without sacrificing clarity.

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?

The tool is a mutation operation with no output schema and no annotations. The description does not explain return values, error behavior, prerequisites (e.g., dataset must exist), or how it differs from the sibling upload tool, leaving significant gaps.

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?

Schema coverage is 100%, with both parameters having descriptions in the schema. The tool description adds no additional meaning beyond the schema, so the baseline score of 3 applies.

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 tool's purpose: uploading all files from a folder to a dataset. The verb 'upload' and resource 'folder to a dataset' are specific, and the scope 'all files' distinguishes it from the sibling tool dataset_upload_files.

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 such as dataset_upload_files. It does not mention prerequisites, use cases, or exclusions, leaving the agent without direction for tool selection.

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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