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Qualified B2B Leads on Demand — Pay Per Verified Lead

qualified_leads
Read-only

Turn domains and your ICP into verified decision-maker leads with emails. Turn domains and your ICP into verified decision-maker leads with emails. Pay only per qualified lead, not per row scraped.

Input Schema

NameRequiredDescriptionDefault
inputNoInput for Qualified B2B Leads on Demand — Pay Per Verified Lead. See https://apify.com/noniner/qualified-leads.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.9/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description contributes one genuine behavioral trait beyond that: the pay-per-qualified-lead rather than pay-per-row pricing model, which tells the agent cost scales with accepted leads. It says nothing about runtime, throughput, or what qualifies a lead, so it stops well short of rich disclosure.

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 defining sentence appears twice back-to-back, which is pure waste in a tool definition this short. The remaining sentence is useful and the intent is front-loaded, but a verbatim duplicate is a structural defect rather than an intentional emphasis.

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 paid, nested-input, open-world lead generation tool with no output schema, the description leaves the critical unknown unanswered: what the ICP object must contain and what the returned lead records look like. The schema does not fill the gap either, so an agent cannot construct a correct call from this definition.

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

Parameters3/5

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

There is a single nested 'input' parameter whose schema description is only a URL pointer, so the nominal 100% coverage carries almost no real information. The description partially compensates by naming the two conceptual inputs, domains and ICP, but gives no structure, format, or example for either.

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

Purpose4/5

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

States a concrete verb and resource: turning domains plus an ICP into verified decision-maker leads with emails. That is far more specific than the name alone. However, it does not differentiate itself from the many sibling lead-gen tools (b2b_lead_list_builder, b2b_outbound_engine, email_finder_scraper), and the core sentence is duplicated verbatim, which dilutes the statement.

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?

There is no when-to-use guidance, no prerequisite for obtaining an ICP, and no named alternative among the crowded set of lead/prospecting siblings. The only contextual sentence is about billing, which does not help an agent decide whether to pick this tool over the others.

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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