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aimrank_get_ranking

Read-onlyIdempotent

Fetch a ranking's metadata + its top 25 entities.

Entities carry a Bradley-Terry rating with a 95% interval (ci_95) and a tie-aware rank: entities whose intervals overlap share a rank.

api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.

Input Schema

NameRequiredDescriptionDefault
api_keyNo
ranking_idYes

Output Schema

NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already cover read-only/idempotent/open-world, but the description adds real context: a hard cap of 25 entities returned, Bradley-Terry ratings with ci_95 intervals, tie-aware shared ranks, and the endpoint-dependent api_key requirement. It does not say whether a ranking can have more than 25 entities or how to retrieve the rest, which is the main remaining behavioral gap.

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?

Three short sentences, front-loaded with the primary action and scope, then the return semantics, then the auth caveat. No filler. The line breaks are slightly choppy but the content is efficient.

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?

With an output schema present, the description need only supply what the schema can't: the 25-entity truncation, the rating model behind the values, tie handling, and auth behavior. It covers those. What is missing is the truncation follow-up path (does a ranking exceed 25 entities, and what tool continues the list).

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 coverage is 0%, so the description must carry the load. It explains api_key meaningfully (optional publicly, required via /mcp/mcp), but ranking_id is left as a bare identifier with no format or sourcing guidance. Half the parameters get real semantics, hence a mid score.

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?

A specific verb and resource: fetch a ranking's metadata plus its top 25 entities. The 'top 25' scope and the rating/ranking semantics distinguish it from sibling list/detail tools such as get_leaderboard or list_domain_entities. It stops short of naming a sibling to route away from, so it is clear but not maximally differentiated.

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?

Usage is implied by the required ranking_id and the note that api_key is optional on the public endpoint but refused on /mcp/mcp, which is genuinely useful auth guidance. However, there is no statement of when to choose this over get_leaderboard, explain, or discover_public_rankings, and no exclusions.

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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