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GMPSignal MCP Server

GMPSignal MCP Server

german_jobs_arbeitsagentur_scraper

Search official German Federal Employment Agency job vacancies by title, skill, or location to find current openings, employers, and hiring regions.

Instructions

Search official German Federal Employment Agency (Bundesagentur fuer Arbeit) job vacancies, employers, and locations.

Input Schema

NameRequiredDescriptionDefault
locationNoCity or region in Germany (e.g., Berlin, Munich).Berlin
maxResultsNoMaximum job listings to return.
searchQueryNoJob title, skill, or profession keyword.Software Engineer

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.3.1

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full behavioral burden, yet it only describes what is searched. It does not disclose whether the operation is read-only, how results are paginated, any rate limits or scraping limitations, or what the returned listing details include.

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 a single front-loaded sentence with no wasted wording. It is appropriately concise, though its brevity contributes to gaps in behavioral and usage context.

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 tool is simple, with three optional parameters and full schema coverage, and the description identifies the official source and result types. However, with no annotations and no output schema, it leaves out important context about return format, pagination behavior, and operational limitations.

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 all three parameters are documented in the schema with defaults and examples. The description does not add parameter meaning beyond the schema, so the baseline score of 3 is appropriate.

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 states a specific verb and resource: search official German Federal Employment Agency job vacancies, employers, and locations. It is clear enough to distinguish the domain from most sibling tools, though it does not explicitly contrast itself with any alternative.

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 guidance on when to use this tool versus alternatives, no prerequisites or exclusions, and no mention of whether it is intended for German job-market searches only. The intended use is implied by the official agency name, but no explicit usage rules are given.

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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