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lobbying_lobbyists

Read-onlyIdempotent

Search individual lobbyists by name (and optionally by their registrant firm). Returns lobbyist records with their associated firm.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number for pagination.
page_sizeNoResults per page (default 20).
lobbyist_nameNoLobbyist name, partial match.
registrant_nameNoOptional registrant (firm) name to scope the search.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering the safety profile. The description adds that results include the associated firm, which is useful, but does not disclose pagination behavior or other operational details beyond what annotations provide.

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 sentences, zero wasted words, with the core purpose front-loaded. Every sentence adds value and the description is easy to parse quickly.

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?

For a simple read-only search tool with fully documented parameters, the description is nearly complete. It states the input dimensions and the output contents, though it does not elaborate on pagination defaults or result ordering, which would be useful but not critical.

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 description coverage is 100%, so the schema already documents all four parameters. The description reinforces the meaning of lobbyist_name and registrant_name but adds little beyond what the schema provides.

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 uses a specific verb ('Search') and a clear resource ('individual lobbyists'), and specifies the key search dimensions (name, optional registrant firm). This distinguishes it from sibling tools like lobbying_registrants, which target firms rather than individuals.

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?

The description makes it clear this is the tool for finding individual lobbyists by name, optionally scoped by firm. It does not explicitly name alternatives or exclusion criteria, but the focused scope provides sufficient usage context for an agent to select it correctly.

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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