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np_linspace

Generate evenly spaced numbers over a specified interval. Provide start, stop, and optionally number of samples and data type.

Instructions

Create an array with evenly spaced numbers over a specified interval.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
startYesStart of interval.
stopYesEnd of interval.
numNoNumber of samples to generate (default: 50).
dtypeNoThe data type of the array (default: "float64").float64

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

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

No annotations are provided, so the description carries full burden. It fails to disclose that the array includes both start and stop endpoints, nor any constraints on num (e.g., must be non-negative). No mention of side effects or read-only nature.

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?

Single sentence, immediately front-loaded with purpose. No wasteful words; every part is necessary.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple array creation tool with 4 parameters fully described in schema, the description is nearly complete. Missing explicit mention of endpoint inclusion, but overall adequate for standard usage.

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%, so baseline is 3. The description does not add extra meaning beyond the schema parameter descriptions; it simply repeats the concept. No additional context on parameter relationships.

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 'Create' and resource 'array with evenly spaced numbers over a specified interval'. It distinguishes itself from sibling np_arange by the concept of even spacing over an interval.

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 versus alternatives like np_arange. The description lacks when/why to choose linspace over arange, which is important given the sibling set includes both.

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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