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TVLSS

HireJack

Company Fit

company_fit
Read-only

Evaluate your fit with a company using a five-dimension breakdown: tech stack, roles, seniority, location, and hiring trend. Returns a fit score, skill gaps, and role alignment.

Instructions

Score how well the authenticated user fits a company. Pro tier. Returns fitScore (0-100), 5-dimension breakdown (tech stack 40%, roles 25%, seniority 15%, location 10%, hiring trend 10%), matching skills, skill gaps, role alignment, and a hiring-momentum signal. Use for 'is Anthropic a good fit for me?' or 'compare these companies for me'.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYesCompany domain (e.g. 'anthropic.com')
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false; description adds that it's 'Pro tier' (access restriction) and details the output structure, providing behavioral context beyond annotations.

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?

Three concise sentences, no redundancy, front-loaded with the core action, and structured listing of return fields.

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?

Given no output schema, the description adequately covers return values and usage contexts. Could mention prerequisites (authentication assumed) but is complete for the tool's simplicity.

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?

Only one parameter (domain) with 100% schema coverage; description reiterates the purpose but adds no new semantics beyond the schema's description.

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?

Clearly states the tool scores user-company fit, with concrete examples ('is Anthropic a good fit for me?'), distinguishing it from siblings like compare_companies.

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?

Provides explicit use cases but does not rule out overlapping alternatives (e.g., compare_companies for multi-company comparison). Clear enough for a singular fit assessment.

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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