Skip to main content
Glama
LGDiMaggio

Predictive Maintenance MCP Server

by LGDiMaggio

get_signal_info

Retrieve metadata for a stored signal to understand its characteristics without loading the full array, enabling efficient data inspection.

Instructions

Get metadata for a stored signal without loading the full array.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
signal_idYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
signal_idYesUnique identifier for the stored signal
filepathYesOriginal file path
load_timestampYesISO 8601 timestamp when signal was loaded
shapeYesShape of the signal array
num_samplesYesNumber of samples
sampling_rateNoSampling rate in Hz
duration_sNoDuration in seconds
size_bytesYesApproximate memory size in bytes
signal_unitNoSignal unit (g, mm/s, m/s², etc.)
Behavior2/5

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

No annotations provided, and the description only states it retrieves metadata without behavioral details such as speed, side effects, or permissions. Minimal disclosure beyond the obvious.

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?

A single sentence that is front-loaded with action and resource, containing zero wasted words. It is appropriately sized.

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?

With an output schema present, return values are covered. However, the description lacks any detail on what metadata includes, and the parameter is undocumented. Adequate but with clear gaps.

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 adds no explanation for the 'signal_id' parameter. The parameter name is self-explanatory but the description fails to compensate for the lack of schema documentation.

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 'Get metadata for a stored signal' with a specific verb and resource, and distinguishes this tool from loading the full array (sibling tool 'load_signal').

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

Usage Guidelines4/5

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

The phrase 'without loading the full array' implies the tool is for metadata-only needs, providing clear context though not explicitly listing when not to use or alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/LGDiMaggio/predictive-maintenance-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server