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Job Market Insights — AI Hiring Trends from Any Job Scraper

job_market_insights
Read-only

Point it at any job scraper's dataset (Indeed, LinkedIn Jobs, ATS career sites)…. Point it at any job scraper's dataset (Indeed, LinkedIn Jobs, ATS career sites) and get AI hiring-market insights: in-demand skills, seniority mix, salary…

Input Schema

NameRequiredDescriptionDefault
inputNoInput for Job Market Insights — AI Hiring Trends from Any Job Scraper. See https://apify.com/noniner/job-market-insights.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.3/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds only the categories of output (skills, seniority mix, salary) and no detail on processing time, dataset size limits, cost, or aggregation method — modest added value against an already-covered annotation set.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description literally repeats the same clause twice and trails off with an ellipsis, signalling a truncated string. The first useful clause appears only after the duplication, so it is not front-loaded and roughly half the text is wasted.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, one opaque nested-object parameter, and no sibling differentiation, the description should be carrying most of the load — but it is truncated and omits input shape, output detail, and any hint of cost or processing behavior. An agent would need to open the external URL to call this correctly.

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

Parameters2/5

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

There is a single nested 'input' object, and the schema's own description is merely a URL pointer ('See https://apify.com/noniner/job-market-insights'), so the nominal 100% coverage carries almost no real information. The tool description does not mention the input at all — no expected shape, required fields, or example — leaving the caller with an opaque nested object.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description does state what the tool produces: AI hiring-market insights covering in-demand skills, seniority mix, and salary. However, it never distinguishes itself from the many hiring-adjacent siblings (b2b_job_post_parser, b2b_hiring_signal_tracker, career_site_jobs_api), so an agent cannot tell when this analysis tool is the right pick over those.

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?

It implies a precondition ('point it at any job scraper's dataset') and names example sources (Indeed, LinkedIn Jobs, ATS career sites), which is a hint of usage context. But there is no explicit when-to-use vs. when-not, no mention of alternatives among the sibling tools, and no guidance on what a valid dataset input looks like.

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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