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Fiperly

Fiperly analyses on AI, work and economy

analysen
Read-only

Topic pages (kipode.de) on AI, jobs of the future, labour market, economy, robotics, energy in Germany. Optional: query.

Input Schema

NameRequiredDescriptionDefault
queryNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.6/5.0
Behavior2/5

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

The annotations already establish that this is a read-only, closed-world, non-destructive operation. The description adds the German topical domain but does not explain filtering behavior, what the query actually does, or what kind of results are returned beyond the vague 'topic pages' label.

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 short and front-loads the topical scope, with the optional parameter noted last. It is structurally efficient, though the terse phrasing contributes to the overall ambiguity.

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?

For a low-complexity, one-parameter read-only tool with annotations and no output schema, the description is minimally adequate. Still, an agent would lack clarity on what 'analysen' returns and what the query parameter should contain.

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?

Schema description coverage is 0% for the single 'query' parameter. The description only repeats that the parameter is optional (already implied by the schema) and gives no indication of expected query syntax or how it narrows the results.

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 names the resource ('Topic pages (kipode.de)') and a topical scope (AI, jobs, labour market, economy, robotics, energy in Germany), which helps distinguish it from siblings like fiperly_info or kontakt. However, it lacks a clear action verb: it is unclear whether the tool lists analyses, fetches a specific topic page, or searches content.

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?

The only usage hint is 'Optional: query.' There is no guidance on when to use this tool instead of siblings such as fiperly_info, kontakt, leistungen_und_preise, or website_pruefen, nor any explanation of what happens when the query is omitted.

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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