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WARN Firehose — Labor Market Intelligence

get_talent_pipeline

Find available talent from recent layoffs, cross-referenced with LCA visa roles.

Shows what occupations/skills each laid-off company was hiring for.
Useful for recruiters targeting skilled workers from recently laid-off companies.
Requires Starter tier or higher. Get your API key at laborcurrent.com/account

Args:
    state: Optional 2-letter state code
    days: Look back this many days (default 90)
    limit: Max results (default 15, max 50)
    api_key: Your LaborCurrent API key (Starter tier required)

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
daysNo
limitNo
stateNo
api_keyNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.2/5.0
Behavior3/5

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

With no annotations, the description carries the full behavioral disclosure burden. It does add meaningful context: authentication is required, a Starter tier is needed, and results are cross-referenced with LCA visa roles. However, it does not mention rate limits, pagination, error behavior, or explicitly confirm a read-only nature, leaving some behavioral gaps.

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?

The description is front-loaded with the core purpose and remains scannable with a clear Args block. Minor redundancy exists: authentication is stated twice (once in prose and once in the api_key line), and the 'talent' concept appears in both the first and second sentence. Overall it is still compact and well organized.

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 moderate read-style API with four optional parameters and an existing output schema, the description covers the core action, use case, authentication, and all parameter semantics. It does not provide examples or edge-case behavior, but nothing essential appears to be missing for an agent to call the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, and the Args section fully compensates by explaining all four parameters: state is a 2-letter code, days has a default and meaning, limit has a default and max of 50, and api_key requires Starter tier. This is meaningfully richer than the bare input schema, which only provides types and defaults.

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 opens with a specific verb and resource: 'Find available talent from recent layoffs, cross-referenced with LCA visa roles.' It further clarifies the output as occupations/skills per laid-off company, which distinguishes it from siblings like get_recent_layoffs and get_company_layoffs. This is not a tautology or vague restatement.

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?

It gives clear use context: 'Useful for recruiters targeting skilled workers from recently laid-off companies.' It also communicates the Starter tier requirement and where to get an API key. However, it does not explicitly name alternatives or state when not to use this tool, so it stops short of a 5.

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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