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WARN Firehose — Labor Market Intelligence

get_market_pulse

Get a single-call market snapshot across all 6 datasets.

Returns: WARN stats (30d trend), top industries, at-risk companies,
LCA/H-1B counts, DOL claims, SEC filings, bankruptcies, JOLTS snapshot.

Args:
    api_key: Optional API key for higher rate limits

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
api_keyNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.1/5.0
Behavior3/5

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

With no annotations, the description carries the burden. It discloses the returned data and mentions api_key for higher rate limits, which is useful. However, it doesn't explicitly state whether the call is read-only, whether authentication is required for basic access, or any error/limitation behavior.

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 compact and well-structured, leading with the core action and using a bulleted list to summarize outputs. No unnecessary words or repetition.

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 complex snapshot tool, the description covers the main purpose, outputs, and the only parameter. Output schema exists, so extra return details are helpful but not required. It could mention limitations like data freshness, but it's sufficient for basic invocation.

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?

The schema provides only a bare optional string param with no description. The description explains 'api_key: Optional API key for higher rate limits', adding meaningful practical purpose beyond the schema.

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 'Get a single-call market snapshot across all 6 datasets' and enumerates the return categories. This distinctly differentiates it from siblings like get_company_layoffs or get_recent_layoffs, which have narrower scope.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies use when you need a broad cross-dataset overview in one call, but it does not explicitly state when not to use it or name alternative tools. There's no clear exclusion criteria.

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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