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HEP-KE

FastMCP Science Demo

by HEP-KE

generate_random_points

Generate random point data and save as a CSV for downstream analysis or visualization, with deterministic output using a seed.

Instructions

Generate random point data and save it as a CSV in output_dir.

Use this tool when a workflow needs a small deterministic dataset for
downstream analysis or visualization.

Args:
    output_dir: Directory where the CSV should be written.
    count: Number of point rows to generate. Must be at least 1.
    seed: Seed for deterministic random data.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
seedNo
countNo
output_dirYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
filesYes
statusYes
messageYes
metadataYes
Behavior3/5

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

With no annotations provided, the description must disclose behavioral traits. It mentions output is a CSV with deterministic random data via a seed. However, it lacks details on file overwriting, directory creation, or any constraints on 'small' dataset size. Some gaps remain.

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 concise, with a clear opening sentence and a brief usage note. The Args section is structured. Every sentence adds value, though some detail (like exactly what 'point data' means) is missing.

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?

Output schema exists, so the description does not need to detail return values. However, it doesn't describe the CSV columns or the nature of the point data (e.g., 2D coordinates). This omission means the agent may not fully understand what the tool produces.

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

Parameters4/5

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

Schema coverage is 0%, so the description bears the burden. It explains each parameter: output_dir (directory for CSV), count (number of rows, min 1), seed (deterministic). This adds constraints and purpose beyond the schema's types and defaults.

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 clearly states the tool generates random point data and saves as CSV. It uses specific verbs and resources (generate, save as CSV), and while it doesn't explicitly differentiate from its sibling 'plot_sine_wave', the purposes are clearly distinct.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description says 'use this tool when a workflow needs a small deterministic dataset for downstream analysis or visualization', providing some context. However, it does not specify when not to use it or mention the sibling tool as an alternative, leaving ambiguity.

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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