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AiAgentKarl

IoT Device Management MCP Server

device_analytics

Analyze device fleet performance and statistics over customizable time periods, with optional filtering for specific devices.

Instructions

Gibt Analyse und Statistiken ueber den Device-Fleet zurueck.

Args: period_days: Analysezeitraum in Tagen (Standard: 7) device_id: Optional: Analyse fuer ein spezifisches Geraet

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
period_daysNo
device_idNo
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 does not disclose whether the tool is read-only, has side effects, or any required permissions. The behavioral transparency is minimal.

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?

The description is extremely concise, with the main purpose in the first sentence and parameters listed efficiently. No wasted words.

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 no output schema and no annotations, the description lacks details on return format, available metrics, or any prerequisites. The tool is underspecified for an analytics function.

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?

With 0% schema coverage, the description adds useful meaning: period_days is explained as analysis period in days, and device_id as optional filter for a specific device. This compensates for the lack of schema descriptions.

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 it returns analysis and statistics about the device fleet. Among sibling tools like get_alerts or get_device_status, this is distinct as an analytics-focused tool.

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?

The description provides no guidance on when to use this tool versus alternatives like get_fleet_dashboard. It only lists parameters without context on use cases or exclusions.

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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