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Agent-Readiness Audit

list_index

List companies on the public Agent-Readiness Index, optionally filtered by category.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
categoryNoOptional category name, such as Payments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
totalYes
categoryYes
companiesYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior3/5

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

With no annotations, the description carries the behavioral burden. It adequately signals a public listing operation and optional filtering, but it omits pagination, ordering, authentication expectations, and rate-limit behavior. Because an output schema exists, return-value details are not required here.

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?

It is a single front-loaded sentence with no redundant or wasted language. The core purpose and optional filter are conveyed immediately.

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 one-parameter listing tool with full schema coverage and an output schema, the description is largely complete. Minor gaps remain around pagination/order and explicit sibling routing, but nothing prevents correct invocation.

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%, and the schema already explains that category is optional and gives 'Payments' as an example. The description restates optional category filtering but adds no semantics beyond the schema.

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?

The description states a clear verb and resource: listing companies on the public Agent-Readiness Index. It implicitly distinguishes itself from get_index_rank and scan_site, but it does not explicitly differentiate those siblings.

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

Usage Guidelines3/5

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

The phrase 'optionally filtered by category' implies how the one parameter can be used, but the description gives no explicit guidance on when to choose this tool over get_index_rank or scan_site, nor when not to use it.

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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