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pingrep

pingrep-mcp-server

by pingrep

search_profiles

Read-only

Find professionals like real estate agents, attorneys, and financial advisors by role, location, or keyword. Only returns profiles that opted into AI discoverability.

Instructions

Search the PingRep professional directory to find professionals by role, location, or keyword. Only returns profiles that have opted into AI discoverability. Use this to help users find real estate agents, attorneys, financial advisors, and other professionals.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
roleNoProfessional role to filter by (e.g., 'real-estate-agent', 'attorney', 'financial-advisor')
limitNoMaximum number of results to return (default: 10)
queryNoFree-text search query matching name, title, or company
locationNoLocation to filter by (e.g., 'New York', 'San Francisco')
Behavior4/5

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

Annotations already indicate readOnlyHint=true. Description adds that only opt-in profiles are returned, which is a key behavioral constraint. No mention of pagination or rate limits, but sufficient given read-only nature.

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?

Two concise sentences with no wasted words. Front-loaded with action and purpose. Every sentence adds value.

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

Completeness4/5

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

No output schema exists, but the description covers key aspects: what it searches, filters, and constraints. Lacks details on default ordering or result structure, but adequate for a straightforward search tool.

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% with clear parameter descriptions. The description does not add extra detail beyond the schema's property descriptions, maintaining baseline.

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 it searches a professional directory with specific filters (role, location, keyword) to find professionals, distinguishing it from siblings like 'list_my_contacts' which likely lists the user's own contacts.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides explicit usage context: 'Use this to help users find real estate agents, attorneys, financial advisors...' and notes opt-in constraint, but does not contrast with sibling tools like 'get_profile' or 'list_my_contacts'.

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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