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Crawlora MCP

sloanreview_topic

Read-only

The newest public MIT Sloan Management Review article cards on one topic archive; use sloanreview_categories for the complete topic slug set.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
topicYes

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

A3.6/5.0
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 two behavioral facts beyond that: results are 'newest' (recency ordering) and limited to 'public' articles. It does not describe pagination or how many cards are returned.

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?

A single front-loaded sentence with the primary purpose first and the sibling pointer second. No filler, though the unusual 'article cards' phrasing costs a small amount of clarity.

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?

For a simple one-parameter read tool with an output schema covering return values, the description supplies purpose, recency ordering, and where to get valid topic values. The remaining gap is the slug format, which is minor given the categories pointer.

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 0% and there is a single required 'topic' string with no format hint in the schema. The description partially compensates by pointing to sloanreview_categories for the valid topic slug set, implying 'topic' expects a slug, but it never states the slug format directly.

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 names a specific resource (the newest public MIT Sloan Management Review article cards) scoped to one topic archive, and distinguishes itself from sloanreview_categories. An agent can tell it surfaces the latest article cards for a topic rather than the topic list itself. The phrasing 'on one topic archive' is slightly awkward but the meaning survives.

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

Usage Guidelines4/5

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

It routes the agent to a sibling explicitly: use sloanreview_categories for the complete topic slug set, which implicitly tells the caller where to source a valid topic value. There is no explicit statement of when NOT to use it (e.g., vs sloanreview_articles or sloanreview_article), so it stops short of full when/when-not guidance.

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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