Skip to main content
Glama

MRO category agent

mro
DestructiveIdempotent

Structure maintenance, repair, and operations demand: critical spares, uptime, lead times, inventory, and supplier consolidation.

Input Schema

NameRequiredDescriptionDefault
inputsYesOriginal buyer inputs. Service-specific CSV/date/rubric validation and a combined 75,000-character limit also apply.
sourceFieldsNo
sourceRunIdsNo
idempotencyKeyYesStable caller key for exactly one logical service request.
paymentInvoiceIdNoA separate confirmed service invoice when payment is required.
consentExternalProcessingYesExplicit authorization to send these sources and prior-agent context to the selected inference provider.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.4/5.0
Behavior2/5

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

Annotations already declare destructiveHint=true, openWorldHint=true, and idempotentHint=true, but the description adds no behavioral context such as external processing consent, what deliverable is created or modified, or how idempotency is handled. It neither contradicts nor meaningfully supplements the annotations.

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?

It is a single sentence with no wasted filler and is front-loaded with the MRO domain. However, the phrasing is awkward and the colon-list structure provides little orientation for a complex agent tool.

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?

For a destructive, open-world agent with nested inputs, six parameters, and no output schema, one sentence is far too thin. It omits what the agent does, expected outputs, external processing, idempotency behavior, and parameter guidance.

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

Parameters2/5

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

The topic list loosely maps to categoryEvidence, but the description does not explain the required inputs, sourceFields, sourceRunIds, consentExternalProcessing, or idempotencyKey. With only 67% schema description coverage and nested inputs, the description does not compensate for the remaining undocumented parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description identifies the MRO domain and lists relevant concerns (critical spares, uptime, lead times, inventory, supplier consolidation), but the verb 'Structure' is vague and does not state what the agent actually produces or returns. It also does not differentiate this category agent from sibling category agents such as indirect or it-hardware.

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?

Usage is only implied by the MRO topic; there is no explicit when-to-use guidance, no prerequisites, and no mention of when to choose this tool over sibling category agents. An agent must infer applicability from the name and title alone.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources