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Lumify Sports Intelligence

resolve_team

Read-onlyIdempotent

Resolve messy team names, abbreviations, metros, or aliases to a Lumify team_id using sport, league, event, or player clues. Prefer this before list_teams when the string is a nickname or city token. Returns ambiguous instead of guessing — never auto-pick candidates[0]. City-only metros sit below the auto-resolve floor.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cluesNoOptional sport, league, event, player, or team-id clues.
queryNoTeam string, e.g. Niners, CIN, NY Giants.
optionsNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
sportNo
leagueNo
methodNo
statusNoresolved | ambiguous | not_found | error
messageNo
team_idNo
candidatesNo
clues_usedNo
confidenceNo
abbreviationNo
display_nameNo
match_reasonsNo
sport_conflictNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, open-world, non-destructive. The description adds genuinely new behavioral detail: it returns ambiguous rather than guessing, never auto-picks candidates[0], and city-only metros fall below the auto-resolve floor. It doesn't discuss the confidence scoring model or pagination limits, but the ambiguity contract is a meaningful addition.

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?

Three tight sentences, zero filler, with the primary purpose front-loaded and routing/behavioral caveats following. Every sentence carries distinct information.

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?

An output schema exists so return-value structure need not be explained, and the description still covers the key ambiguity/return contract. Minor gaps remain around confidence semantics and what the candidate list contains, but overall complete for a resolver tool.

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

Parameters4/5

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

Schema coverage is 67% and the description adds meaning to the resolution behavior tied to min_confidence ('city-only metros sit below the auto-resolve floor'), which clarifies the otherwise undocumented options.min_confidence parameter. The clues and query params are already described in the schema, so this compensates appropriately without redundancy.

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?

States a specific verb (Resolve) and resource (messy team names, abbreviations, metros, aliases) and names the output artifact (Lumify team_id). It explicitly distinguishes itself from the sibling list_teams, so an agent can route without opening either schema.

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

Usage Guidelines5/5

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

Gives explicit when-to-use guidance ('Prefer this before list_teams when the string is a nickname or city token'), naming the alternative and the condition that selects it. The rule about not auto-picking candidates[0] further constrains how the caller should behave on ambiguity.

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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