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Crawlora MCP

mlb_search

Read-only

Search MLB's anonymous typeahead for matching player and team suggestions, editorial topics, and search terms. Pass at least three characters; use this to discover MLB.com people, clubs, and topic tags.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qYesRequired. MLB search query with at least 3 characters; searches player, team, content topic, and search-term suggestions.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds the useful minimum-length constraint on the query, but says nothing about result limits, ranking, or whether results are partial prefixes — a 3 is appropriate given annotations carry the bulk.

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?

Two tight sentences, front-loaded with the verb and resource, with the input constraint placed second. No filler, though the trailing 'search terms' overlaps the earlier 'search terms' mention slightly.

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 values need not be described, and the single-parameter schema is fully documented. The description supplies purpose and the query constraint; only explicit sibling routing is missing for a search tool in a very crowded mlb_* namespace.

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 100% and the single parameter's own description already states the three-character minimum and the suggestion scope. The description merely restates that constraint rather than adding syntax, casing, or matching-behavior detail, so the baseline 3 applies.

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?

States a specific verb (search) and resource (MLB's anonymous typeahead) and enumerates the result types: player/team suggestions, editorial topics, and search terms. That distinguishes it as a discovery/autocomplete endpoint rather than a detail tool, though it never names the detail siblings it competes with (e.g., mlb_player, mlb_team).

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 clause 'use this to discover MLB.com people, clubs, and topic tags' implies the discovery role, and the three-character minimum gives an entry condition. But there is no explicit when-not-to-use guidance and no routing to the mlb_player/mlb_team lookup tools an agent would otherwise pick from.

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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