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map_reduce_mr_pick

Keep only the specified fields from each dictionary item using a map-reduce pattern. Streamlines data by removing unneeded keys.

Instructions

[map_reduce] Keep only specified fields in each dict item.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYes
fieldsYes

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 should explain behavior beyond the basic action. It does not disclose whether the operation is in-place or returns new data, how missing fields are handled, or what the output format is.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

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

The description is a single sentence, which is concise but lacks structure. It front-loads the category but provides no additional sections or details.

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 existence of many related map_reduce tools, the description is incomplete. It does not explain input/output format, edge cases, or how it differs from other field selection tools like transform_pick.

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% and the description does not explain the parameters. It mentions 'specified fields' but doesn't clarify that fields is an array or describe the data parameter's expected format.

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 action: 'Keep only specified fields in each dict item.' It uses the category prefix [map_reduce] and is distinct from siblings like mr_filter or mr_map, which perform different operations.

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 on when to use this tool over alternatives like mr_filter or transform_pick. No mention of prerequisites or typical use cases.

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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