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AOPX

public_outcomes

Return the latest reported production outcomes for AOPX. Provider identities are exposed only through public aliases.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

With no annotations, the description carries the full burden of behavioral disclosure. It does reveal that provider identities are exposed only through public aliases, which is a meaningful privacy trait. However, it does not mention whether the operation is read-only, whether authentication is required, or any rate limits. For a simple read operation, this is partial but not comprehensive transparency.

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 long with the purpose front-loaded in the first sentence. The second sentence adds a concise privacy note. There is no redundant or vague language; every word contributes 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?

The tool is simple with one optional parameter and an output schema. The description covers the main purpose and a key privacy detail. It omits any mention of ordering or pagination, but given the existence of an output schema and the simplicity of the tool, this is not a critical gap. The description is nearly complete for the tool's complexity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description makes no reference to the 'limit' parameter. Since schema description coverage is 0%, the description should have compensated by explaining the parameter's meaning, but it does not. The agent is left with only the schema's bare type and default, which is insufficient given the lack of any parameter documentation.

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 ('Return') and a precise resource ('latest reported production outcomes for AOPX'), which clearly distinguishes it from siblings like public_stats and report_outcome. It also adds a distinctive note about provider aliases, further clarifying what the tool does.

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 offers no explicit guidance on when to use this tool versus alternatives. It does not mention conditions, exclusions, or reference any sibling tool, leaving the agent to infer the appropriate context solely from the purpose statement.

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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