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LeadProof Sales Agent

Request LeadProof Handoff

request_leadproof_handoff

Create a consent-based sales handoff for a represented buyer. Requires the buyer's name, business email, and explicit authorization to be contacted. Returns the recommended plan and official checkout without authorizing payment.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameYesName of the represented buyer.
planNo
emailYesBusiness email authorized for LeadProof follow-up.
stackNo
companyNo
monthly_leadsNo
consent_to_contactYesMust be true only after the represented buyer authorizes contact.
average_customer_valueNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

No annotations are provided, so the description carries full burden. It discloses key behavior: it does not authorize payment and requires consent. However, it does not detail side effects, data creation, or other operational impacts.

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 two sentences, front-loading the purpose and concisely covering requirements and return behavior. Every sentence is informative with no fluff.

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 8 parameters, low schema coverage, and no output schema, the description is incomplete. It omits documentation for optional parameters, no explanation of 'recommended plan', and no guidance on consent capture or error conditions.

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?

Schema description coverage is low (38%). The description reiterates required parameters (name, email, consent_to_contact) but does not explain optional parameters like plan, stack, company, or monthly_leads, missing an opportunity to add value beyond schema.

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 the tool creates a consent-based sales handoff for a represented buyer, specifying the verb 'create', the resource 'sales handoff', and the context. It also distinguishes the tool from siblings by focusing on handoff creation and returning a plan/checkout.

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 implies usage when a represented buyer has given consent but does not explicitly state when not to use or provide alternatives among siblings. It mentions requirements but lacks comparative guidance.

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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