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mcp-servers-landscape

INDUSTRY REPORT: MCP servers landscape (deep, cited). input=optional scope. B2B: developers and platforms map the MCP ecosystem. [x402: 75.0 USDC on Base, pay-per-use]

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
inputYesservice input

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.5/5.0
Behavior3/5

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

With no annotations provided, the description carries the full transparency burden. It does disclose behavioral traits: depth ('deep'), citation behavior ('cited'), and the pay-per-use pricing model ('75.0 USDC on Base'). However, it says nothing about output format, report contents, error behavior, or limits, which is a meaningful gap for a paid report tool.

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?

The description is four short, dense segments with the purpose front-loaded in all caps and the price embedded where an agent will notice it before invoking. No words are wasted, though the telegraphic style makes 'B2B: developers and platforms map the MCP ecosystem' slightly hard to parse.

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?

For a single-parameter tool with no output schema and no annotations, the description provides the essentials: subject, depth, citation behavior, target audience, and cost. It is missing output format and a clearer statement of what the landscape report actually covers, which matters more here because there is no output schema to fill that gap.

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?

The schema's parameter description is a useless placeholder ('service input'), so the description's 'input=optional scope' is the only real semantic guidance an agent receives. It clarifies that the required parameter carries an optional scope value, which genuinely adds meaning beyond the schema, though it still omits format or example values.

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 opening 'INDUSTRY REPORT: MCP servers landscape (deep, cited)' clearly states the deliverable (an industry report) and its specific subject (the MCP servers ecosystem), which distinguishes it from generic report siblings like deep-research-report or market-research-report. It lacks an explicit action verb and the 'B2B: developers and platforms map the MCP ecosystem' clause is somewhat opaque, but an agent can grasp what this tool produces.

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 identifies the target audience and context ('B2B: developers and platforms map the MCP ecosystem') and notes that the input is an optional scope. However, it gives no explicit conditions for choosing this tool over closely related siblings such as x402-payments-landscape, developer-tools-report, or deep-research-report, and no when-not-to-use 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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