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ssaffhauser-web

kpi-dealflow-mcp

list_leads

Retrieve leads from a real estate pipeline with filters for funnel stage, lead status, and inbound/outbound type.

Instructions

List leads from the KPI DealFlow pipeline. Filter by stage, status, or inbound/outbound.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoNumber of leads to return (max 100)
inboundNoFilter by inbound (true) or outbound (false)
lead_statusNoFilter by lead temperature
funnel_statusNoFilter by funnel stage
Behavior2/5

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

With no annotations provided, the description carries the full burden. It does not disclose any behavioral traits such as read-only nature, pagination (although limit is in schema), or any prerequisites. It only states the listing action and filters.

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, with the first stating the core purpose. Every word earns its place, no fluff or redundancy.

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?

Given 4 parameters, no output schema, and no annotations, the description covers the basic action and filters but omits mention of the limit parameter and fails to differentiate from sibling tools. It is adequate but not complete.

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?

Schema coverage is 100%, so baseline is 3. The description summarizes filter options but adds no new meaning beyond the schema's parameter descriptions. No additional semantics or constraints are offered.

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 verb 'List', the resource 'leads', and the source 'KPI DealFlow pipeline'. It also mentions filtering capabilities, which distinguishes it from sibling tools that add, get, or update leads.

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 does not provide explicit guidance on when to use this tool versus alternatives like add_lead, get_lead, or update_lead. It only implies that it is for listing, but no when-not or context is 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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