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company_enrich

Company enrichment from a domain: name, description, logo, founded, headquarters, country, industry, employee count, ticker, founders, CEO and parent (Wikidata), social profiles and contact links (homepage), tech stack, mail provider, domain age, careers page and open job count from ~20,000 indexed job boards. Repeat lookups list what changed since the previous check. Costs $0.01 USDC on Base via x402.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "domain": "<domain>"
    },
    "name": "company_enrich"
  }
}

Input Schema

NameRequiredDescriptionDefault
domainYesCompany website domain or URL (stripe.com)

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.6/5.0
Behavior4/5

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

With no annotations at all, the description carries the full burden and does meaningful work: it discloses the data provenance per field group (Wikidata, homepage, ~20,000 indexed job boards), the stateful diff behavior on repeat lookups, and the exact price and payment rail ($0.01 USDC on Base via x402). Gaps remain around failure modes (unresolvable domain, thin coverage), pagination/size of the response, and whether payment is handled automatically by the caller's wallet.

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?

Dense but front-loaded: the purpose leads, the field inventory follows, the stateful behavior and price close it out. Since there is no output schema, the long field enumeration is functional rather than padding. Minor cost: the price/payment sentence is commercial and arguably belongs earlier, and the run-on field list is harder to scan than a compact grouping would be.

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?

No output schema exists, so the description must stand in for return-value documentation, and it does so thoroughly, plus it discloses the paid x402 requirement that a caller must be prepared for. What is missing is error/empty-result behavior and any indication of response shape or cost implications of repeat calls beyond the delta note.

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?

Only one parameter and schema description coverage is 100% ("Company website domain or URL (stripe.com)"), so the schema already does the work. The description's phrase "from a domain" is consistent but adds no format, normalization, or bare-domain-vs-URL guidance beyond what the schema states.

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?

Opens with a specific verb + resource ("Company enrichment from a domain") and then enumerates exactly what data comes back (Wikidata firmographics, homepage socials/contact links, tech stack, mail provider, domain age, careers page and job counts). That is far more concrete than a tautology. It stops short of a 5 because the sibling set contains company_profile, company_jobs, company_hiring_trend and website_tech_stack, and the description never clarifies how this differs from or supersedes them.

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 explicit when-to-use or when-not-to-use guidance, and no named alternative despite obvious overlap with company_profile and the company_jobs/website_tech_stack family. The only quasi-usage signal is that repeat lookups return a delta, which tells the agent about repeat invocation but not about tool 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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