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chrischall

maxpreps-mcp

by chrischall

Get MaxPreps team stat leaders

maxpreps_get_stat_leaders
Read-onlyIdempotent

Retrieve team season stat leaders with athlete names, stat values, career URLs, qualifying minimums, and refresh time. Returns an empty result when no data is reported.

Instructions

Statistical leaders for a team season — each entry names the athlete, the stat, its value and the athlete's career URL. Also returns the qualifying minimums and the stat refresh time. Coverage varies by sport and by how diligently the school reports; an empty result is normal, not an error. Read-only.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
teamYesTeam site path or URL, e.g. nc/charlotte/myers-park-mustangs/football
seasonNoSeason label, e.g. 25-26. Omit for the current season.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changedv1.0.0
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. First observedv0.2.0

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, and idempotentHint, so the safety profile is covered. The description adds valuable behavioral context beyond annotations: coverage varies by sport and school effort, and an empty result is expected rather than an error.

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 sentences convey the result contents, the extra returns, the natural variability, and the empty-result semantics. There is no filler or redundant elaboration.

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

Completeness5/5

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

With no output schema, the description adequately explains what the tool returns: athlete, stat, value, career URL, qualifying minimums, and refresh time. Combined with schema-covered parameters and read-only annotations, nothing critical is missing for an agent to call this correctly.

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%, with both 'team' and 'season' documented including examples and format rules. The description does not add parameter-level detail beyond the schema, which is acceptable at this coverage level.

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 resource: statistical leaders for a team season, and details what each entry contains. It does not explicitly name or distinguish itself from the similarly named sibling maxpreps_get_stat_leaderboard, but 'team season' clarifies the scope enough to separate it.

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 description implies when to use it ('for a team season') and gives useful context that empty results are normal. It does not explicitly say when to prefer this tool over maxpreps_get_stat_leaderboard or maxpreps_list_stat_categories, so guidance is implied rather than direct.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.