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insights_adoption

Read-only

Services, tools, or standards ranked by how many companies adopt them. Free.

Input Schema

NameRequiredDescriptionDefault
pageNoPage number, 1-based (default 1). Use with `limit` to walk a long list.
typeNoWhat to rank by adoption across the companies: "service" (default), "tool" or "standard".service
limitNoResults per page, 1-100 (default 25).
contextNoOptional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed3 schema fields changed
    • addedInput schema / properties / limit / description
      Added value: +"Results per page, 1-100 (default 25)."
    • addedInput schema / properties / page / description
      Added value: +"Page number, 1-based (default 1). Use with `limit` to walk a long list."
    • addedInput schema / properties / type / description
      Added value: +"What to rank by adoption across the companies: \"service\" (default), \"tool\" or \"standard\"."
  2. Changed1 schema field changed
    • addedInput schema / properties / context
      Added value: +{
      +  "description": "Optional: why you are asking. One sentence — the task you are trying to complete, or what you expect to get back. Never included in the answer and never used to rank; it is read only when a result turns out to be wrong, which is when knowing the intent is what makes the report actionable.",
      +  "type": "string"
      +}
  3. Added

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so the safety profile is covered. The description adds one genuinely useful behavioral fact — that the call is free, implying no credit cost — which is context the annotations do not carry. It still omits return shape, pagination expectations, and any result-size caveats, so it is adequate but thin against a low annotation bar.

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 short sentences with the core purpose front-loaded and no filler. The trailing fragment 'Free.' is abrupt and slightly cryptic in isolation, which keeps it short of a 5, but the overall structure is tight and easy to scan.

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 simple read-only paginated list with no output schema and fully documented parameters, the description is minimally sufficient. But with roughly sixty siblings and several overlapping ranking/list tools, the absence of any routing guidance or result-shape expectation leaves a real gap for correct tool selection.

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%, so the schema fully documents page, type, limit, and context, including defaults, ranges, and the enum. The description adds nothing beyond loosely restating the type enum as 'Services, tools, or standards'. Baseline 3 is appropriate when the schema does the heavy lifting.

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-and-resource: things (services, tools, standards) ranked by company adoption count. The three rankable kinds match the enum. However it offers no differentiation from similar siblings such as standard_adoption, find_services, or find_tools, so an agent cannot tell which ranking tool fits without inspecting schemas.

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 when-to-use statement, no when-not-to, and no named alternative. The only extra clause is 'Free.', which says nothing about selection context. The agent is left to infer usage entirely from the name and sibling list.

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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