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Crawlora MCP

sloanreview_article

Read-only

One MIT Sloan Management Review article's metadata and full body paragraphs, recovered from a public archive.today snapshot.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYes

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

B3/5.0
Behavior3/5

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

Annotations cover the safety profile (readOnlyHint=true, openWorldHint=true), so the bar is lower. The description does add meaningful context beyond them: content comes from a public archive.today snapshot and includes full body paragraphs, which warns the agent the text may be a frozen archival copy rather than live content. It does not note freshness, completeness, or failure behavior for missing snapshots.

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 compact sentence that front-loads the resource and appends the provenance qualifier. No filler, though the phrase is slightly compressed at the expense of clarity about the input.

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

Completeness3/5

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 spelled out, and the description correctly signals metadata plus body paragraphs. However, the ambiguous url semantics and absent usage routing leave gaps for a tool whose only input is undocumented.

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

Parameters2/5

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

Schema coverage is 0% for the single 'url' parameter. The description mentions archive.today, which raises the critical ambiguity of whether url is the original publisher URL or the snapshot URL, and it does not resolve it. With low coverage the description should compensate, and it does not.

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-less but clearly identified resource (one MIT Sloan Management Review article) plus its scope: metadata and full body paragraphs. An agent can distinguish it from list-style siblings like sloanreview_articles or sloanreview_headlines, though it never names those siblings explicitly.

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

Usage Guidelines2/5

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

There is no statement of when to use this tool versus sloanreview_articles or sloanreview_headlines, and no prerequisites. The singular 'One ... article' implies a single-item fetch, but the routing decision is left entirely to inference.

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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