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weblinkify

LeadDirect MCP

by weblinkify

List Leads

list_leads

Retrieve and review the most recent leads saved in leads.csv, using a configurable limit to inspect newly collected B2B prospect data.

Instructions

Show the most recent rows of leads.csv.

Input Schema

NameRequiredDescriptionDefault
limitNo

Output Schema

NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

B3.1/5.0
Behavior3/5

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

With no annotations provided, the description carries the behavioral disclosure burden. 'Show' implies a read-only operation and 'most recent rows' conveys ordering, but it does not clarify limit behavior, pagination, or other operational traits.

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 a single, front-loaded sentence with no wasted text. It is appropriately compact for a simple listing tool.

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

Completeness3/5

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

The tool is simple, and the output schema exists, so return-value explanation is not required. However, the description leaves the only parameter undocumented and does not distinguish the tool from find_leads, leaving meaningful gaps for an agent selecting and invoking it.

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?

There is one parameter, limit, with 0% schema description coverage beyond its name and default. The description does not explain what limit controls or how it interacts with 'most recent rows,' so it fails to compensate for the schema gap.

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?

The description states a specific action (show rows) and resource (leads.csv), with scope clarified as the most recent rows. It is understandable on its own, but it does not explicitly distinguish itself from the sibling find_leads 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?

It says to show the most recent rows, which implies listing recent leads, but it gives no explicit when-to-use guidance, exclusions, or comparison with find_leads. The agent must infer whether to use this or the sibling search tool.

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