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scrape_ats_jobs

Scrape job listings from company ATS boards: Greenhouse, Lever, Workday, and Ashby. No auth required — uses their public job APIs.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
companyYesCompany slug as used in their ATS URL (e.g. "stripe" for boards.greenhouse.io/stripe)
platformNoATS platform (default: auto-detect)
maxResultsNoMax jobs (default 50)

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 provided, the description covers basic behavior (no auth, public APIs). It does not disclose potential rate limits, error handling, or whether all companies are supported, leaving some gaps.

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 two sentences long, front-loaded with the core purpose, and contains no unnecessary words. It is efficient and easy to parse.

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

Completeness3/5

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

The description omits details about return format or limitations, which would be helpful given no output schema. While functional, it could be more complete.

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

Parameters4/5

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

The schema coverage is 100%, and the description adds value by providing examples for the 'company' parameter and listing supported platforms for 'platform'. This goes beyond the schema descriptions.

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 the tool scrapes job listings from specific ATS boards (Greenhouse, Lever, Workday, Ashby), providing a specific verb and resource. It distinguishes itself from sibling tools that target different sources (e.g., search_linkedin_jobs).

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?

The description explicitly notes 'No auth required' and specifies it uses public job APIs, giving clear context for when to use this tool. However, it does not explicitly compare to alternatives or state when not to use it.

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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