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Pubrio

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lookup_lookalike

Find lookalike companies by entering a domain, LinkedIn URL, or search ID. Retrieve similar company results for competitive analysis or lead generation.

Instructions

Look up a similar/lookalike company result by domain, LinkedIn URL, or domain search ID

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainNoCompany domain (e.g. "google.com")
linkedin_urlNoCompany LinkedIn URL
domain_search_idNoPubrio domain search ID
Behavior3/5

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

No annotations provided. Description implies read-only via 'look up', but does not explicitly state behavior (e.g., no side effects, idempotent). Adequate but minimal.

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?

Single sentence, 15 words, no fluff. Front-loaded key information.

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?

No output schema, so description should hint at return structure (e.g., company ID, object). Lacks differentiation from siblings and return format details. Moderate completeness.

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 coverage is 100%, each parameter described adequately. Description lists the three identifiers but adds no new semantic information beyond the schema.

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 description clearly states it looks up a similar/lookalike company using domain, LinkedIn URL, or domain search ID. It distinguishes from lookup_company (exact company) and find_similar_companies (multiple suggestions), though not explicitly.

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?

No guidance on when to use this tool versus siblings like find_similar_companies or lookup_company. Does not mention any exclusions or prerequisites.

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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