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jlucasmcrell

Apify Public Data & Leads

usaspending_contracts

Search US federal procurement and defense awards by recipient name to retrieve prime agency obligations and contract data.

Instructions

Search US federal procurement, defense awards, and prime agency obligations. Backed by captainhandsome/usaspending-federal-awards.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
max_resultsNo
recipient_nameYese.g. 'Lockheed Martin' or 'Palantir'

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It does not disclose any behavioral traits like data freshness, coverage, rate limits, or result format. The only hint is 'Backed by captainhandsome/usaspending-federal-awards' which gives provenance but no operational behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the core purpose. The second sentence about the backend is less useful but not overly verbose.

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 search tool with no annotations, no output schema, and incomplete parameter coverage, the description is too sparse. It should specify what the results contain, pagination, data recency, or any limitations.

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?

Schema description coverage is 50%, with only recipient_name having a description. The description does not mention any parameters, so it does not compensate for the undocumented max_results parameter. It provides no syntax or format details for recipient_name beyond what the schema already offers.

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 specific verb (Search) and resource (US federal procurement, defense awards, prime agency obligations), making the purpose clear. However it does not distinguish itself from siblings since none of the siblings are in the same domain, so no differentiation is needed but also not provided.

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?

Provides no when-to-use guidance, no alternatives, and no exclusions. It only states what it searches, not when or why to use it over other tools.

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