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agent_readiness_dimensions

Read-only

UNDERSTANDING — diffusion: for each agent-readiness dimension, how many scored providers satisfy it, out of how many, as a share. The denominator every "the agent web is/is not here yet" claim needs and almost never has. Priced B1 (single-entity synthesis) — $0.01 per call under pay-as-you-go; included in Understanding and Influence. See apis://prices.

Input Schema

NameRequiredDescriptionDefault
pageNoPage number, 1-based (default 1).
limitNoResults per page, 1-100 (default 25).
contextNoOptional: one sentence on why you are asking. Never used to rank; read only if a result is wrong.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / context / description
      Previous value: -"Optional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable."New value: +"Optional: one sentence on why you are asking. Never used to rank; read only if a result is wrong."
    • changedInput schema / properties / page / description
      Previous value: -"Page number, 1-based (default 1). Use with `limit` to walk a long list."New value: +"Page number, 1-based (default 1)."
  2. Changed2 schema fields changed
    • addedInput schema / properties / limit / description
      Added value: +"Results per page, 1-100 (default 25)."
    • addedInput schema / properties / page / description
      Added value: +"Page number, 1-based (default 1). Use with `limit` to walk a long list."
  3. Added

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so the safety profile is covered. The description adds genuine non-annotation context: the pricing tier (B1, $0.01/call, included in Understanding and Influence) and a pointer to apis://prices. It adds no detail on pagination, ordering, or result shape beyond what is stated as output.

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

Conciseness3/5

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

The core semantics are front-loaded in the first sentence, which is good. However, the second sentence is editorial sales copy ('The denominator every ... claim needs and almost never has') that consumes space without adding invocation-relevant information. The pricing sentence is useful; the rhetoric is not.

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

Completeness3/5

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

With no output schema, the description carries some of the return-value burden and does state the shape (counts and shares per dimension). Combined with annotations covering the safety profile, this is adequate but thin: ordering of dimensions, the meaning of the share denominator, and pagination behavior are not addressed.

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 all three parameters (page, limit, context) are fully documented in the schema, including defaults and bounds. The description adds no parameter-level meaning, so the baseline of 3 applies when the schema does all the work.

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 specific output: for each agent-readiness dimension, the count of scored providers satisfying it as a share. That is a concrete verb+resource (aggregate readiness dimension coverage). It does not explicitly distinguish itself from siblings like insights_dimensions or get_agent_readiness, but the shape of the result is clear enough to route on.

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?

There is no explicit when-to-use guidance or named alternative. The sibling list contains several near-neighbors (insights_dimensions, get_agent_readiness, find_agent_readiness, readiness_gates), and the description does not say which condition selects this one over them. The closest thing to guidance is an editorial justification ('the denominator ... claims need').

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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