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NerdSnipe-Inc

Lofty MCP Server

Official

generatePrepareInsight

Create AI-driven prepare insight for a lead using its unique ID to reveal key information and actionable recommendations.

Instructions

Generate AI prepare insight for a lead.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
leadIdYesLead ID
Behavior1/5

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

With no annotations, the description must fully disclose behavior, but it does not mention side effects, idempotency, required permissions, or output format. It is completely opaque.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely short but at the expense of clarity; it is underspecified rather than concisely informative.

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

Completeness1/5

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

Given the lack of output schema and annotations, the description should explain what the insight contains or its purpose, but it provides none of that context.

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 input schema fully documents the parameter leadId, but the description adds no additional meaning or context about how the parameter is used.

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 states 'Generate AI prepare insight for a lead' which indicates the verb (generate) and resource (insight for a lead), but the phrase 'AI prepare' is awkward and ambiguous, not clearly distinguishing it from similar tools like createLeadAnalysis or getLead.

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 is provided on when to use this tool versus alternatives, nor are any prerequisites or context given.

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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