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get_company_insight

Read-only

UNDERSTANDING — Full demand-side profile for one company: 40-dimension readiness scores, adopted stack, and per-quarter history. Priced B2 (cross-catalog synthesis) — $0.05 per call under pay-as-you-go; included in Understanding and Influence. See apis://prices.

Input Schema

NameRequiredDescriptionDefault
slugYesCompany (provider) slug, as find_company_insights returns it, e.g. "stripe".
contextNoOptional: one sentence on why you are asking. Never used to rank; read only if a result is wrong.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / context / description
      Previous value: -"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."New value: +"Optional: one sentence on why you are asking. Never used to rank; read only if a result is wrong."
  2. Changed1 schema field changed
    • addedInput schema / properties / slug / description
      Added value: +"Company (provider) slug, as find_company_insights returns it, e.g. \"stripe\"."
  3. 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"
      +}
  4. Added

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already establish readOnlyHint=true and openWorldHint=false, so the safety profile is covered. The description adds real value beyond that: the exact shape of what is returned (readiness scores, adopted stack, per-quarter history) and the cost model with a pointer to apis://prices. It stops short of anything about slug-not-found behavior, data freshness, or latency.

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 sentences, front-loaded with the category label and the payload summary before the pricing detail, so an agent can triage in one pass. The cost sentence is a bit dense but earns its place by informing tool-selection economics; nothing is padded.

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 single-company read tool with no output schema, the description must describe the return, and it does so concretely. Combined with readOnly/openWorld annotations and fully documented params, an agent has enough to call it correctly; the only real hole is the absence of explicit guidance on choosing this over find_company_insights or get_provider.

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 both parameters are already fully documented, including the cross-reference that 'slug' is the value find_company_insights returns. The description text adds no further parameter semantics, which is the expected baseline-3 outcome 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 ('Full demand-side profile for one company') and enumerates the payload: 40-dimension readiness scores, adopted stack, per-quarter history. That is far more concrete than a name restatement, though it never names the sibling it is not (find_company_insights for search, get_provider for the supply side), so the 5-criterion of explicit sibling differentiation is not met.

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?

Usage is only implied through the 'UNDERSTANDING' category tag and the schema note that slugs come from find_company_insights. The pricing sentence ('Priced B2 ... $0.05 per call ... included in Understanding and Influence. See apis://prices.') is genuinely decision-relevant for an agent weighing cost, but there is no explicit when-to-use versus when-not or named alternative.

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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