Ready APIs

Company Peer Comparison

company_peer_comparison

Read-onlyIdempotent

Benchmark a company against same-industry/same-country peers — employee distribution, jurisdiction mix, founding-decade histogram, and where the subject ranks within the peer set.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "company_peer_comparison"
  }
}

Input Schema

Name	Required	Description	Default
`lei`	No	Resolve subject by GLEIF LEI.
`scope`	No		industry_country
`domain`	No	Resolve subject by domain.
`ticker`	No	Resolve subject by ticker.

Schema Changelog

Changes observed during successful MCP inspections.

First observedAug 14, 2026

TDQS

A4.1/5.0

Behavior4/5

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

Annotations already declare readOnly, openWorld, idempotent, and non-destructive behavior. The description adds useful behavioral detail beyond annotations by specifying the exact nature of the comparison and the output dimensions, giving the agent a concrete picture of what the tool will produce.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single sentence that is information-dense without padding. The main action is front-loaded, followed by concrete output specifics. Every phrase contributes to understanding.

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?

The description states outputs and scope but leaves gaps: no output schema, no guidance on required identifiers, no mention that one of lei/domain/ticker is presumably needed, and no detail on how 'scope' alternatives behave. For a 4-parameter tool with zero required parameters, this is a notable completeness gap.

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 covers 75% of parameters with descriptions for lei, domain, and ticker. The description does not add meaningful semantics about the 'scope' parameter beyond implying default same-industry/country behavior. It does not clarify how to choose among resolution identifiers or that at least one is expected, though schema provides basic resolution meaning.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb, 'Benchmark', and a clear resource: a company against same-industry/same-country peers. It lists concrete output dimensions (employee distribution, jurisdiction mix, founding-decade histogram, rank) that distinctly separate this tool from sibling tools like company_enrich or company_industry.

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?

The description clearly conveys the context for use: when a peer benchmark is needed, including what the comparison covers. It does not explicitly mention when not to use this tool or name alternative tools, but the context is unambiguous enough to guide selection.

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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