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mambalabsdev

company-change-event-feed

Get Company Changes

get_company_changes
Read-only

Monitor a company domain for changes in hiring, tech stack, funding, firmographics, and social presence, returning only the deltas as typed change events.

Instructions

Monitor a company domain for changes across hiring, tech stack, funding, firmographics, and social since the last run. Returns only what changed as typed change events in flat, Clay-ready JSON. Read-only; requires APIFY_TOKEN; consumes Apify credits.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYesCompany domain to monitor, without https or www, e.g. stripe.com.
company_nameNoOptional company name hint, used when the domain does not match the brand name, e.g. Deel for deel.com.
Behavior5/5

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

The description adds behavioral context beyond annotations: read-only nature, token requirement, credit consumption, and output format (typed change events in flat JSON). No contradictions.

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?

The description is concise (~35 words), front-loaded with the primary action, and every sentence adds value. No wasted words.

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 tool with 2 parameters and no output schema, the description covers the purpose, output format, and requirements adequately. Slightly more detail on the 'last run' behavior could be added, but it's sufficient.

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% and parameter descriptions are adequate. The tool description does not add further semantics beyond the schema, meeting the baseline expectation.

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 clearly states the tool monitors a company domain for changes across specific categories (hiring, tech stack, etc.) and returns only changed data as typed events. It uses a specific verb and resource, and with no siblings, differentiation is not needed.

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 implies usage for monitoring changes but does not provide explicit when-to-use or alternatives, though no siblings exist. The constraints (read-only, token required, credit consumption) are clear.

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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