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VeritaHire live jobs

Job Openings Index (open US job postings, daily)

job_openings_index
Read-only

The VeritaHire Job Openings Index: open US job postings measured every day from employers' own careers sites and published the next morning - the index (base 100), its 7-day average, its change over a day, a week and 28 days, the share of postings put up and taken down in the last week, the latest official JOLTS month for comparison, and the daily series. Free (CC BY 4.0).

Input Schema

NameRequiredDescriptionDefault
daysNoHow many days of the series to return (default 30)

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already establish readOnlyHint=true, destructiveHint=false and openWorldHint=false, so safety is covered. The description adds genuinely useful context the annotations cannot carry: the source (employers' careers sites), the next-morning publication lag, and free CC BY 4.0 licensing. It says nothing about caching, rate limits, or what an empty/short series looks like, so it is solid but not rich.

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?

One dense sentence, front-loaded with the producer and resource name, with the enumerated outputs following in a logical order. The long comma list of metrics is heavy but every clause identifies a distinct returned value, so little is wasted.

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?

With no output schema present, the description carries the return-value burden and does so by enumerating the metrics and noting the JOLTS comparison month and the daily series. An agent can predict the response shape well enough; only response nesting, units, and the effect of `days` on the series length remain unspecified.

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 description coverage is 100% and the single `days` parameter (1-120, default 30) is fully documented in the schema. The description only alludes to 'the daily series' without adding format or default behavior, so it neither compensates nor detracts — baseline applies.

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 names a specific resource — a daily index of open US job postings built from employers' own careers sites — and lists the values it exposes (index level, 7-day average, changes, churn shares, JOLTS comparison, series). It is clearly distinguishable from the job-search siblings like search_live_jobs or get_job, though it reads as a data catalog entry rather than an explicit 'returns X' verb statement.

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?

There is no statement of when to call this versus alternatives; an agent gets no cue that this is macro/labor-market context while search_live_jobs is per-posting. No prerequisites, no exclusions, no mention of how the days window should be chosen relative to the audience.

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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