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ghost_pepper_process

Process a transcript or text to extract headlines, word count, and keywords; if no text is given, it reads from the configured directory.

Instructions

Process a transcript or text and extract headlines, word count, and keywords

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
textNoTranscript text (if empty, reads latest from configured directory)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

A4/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full burden. It discloses the output artifacts (headlines, word count, keywords) but does not state whether it is read-only, what permissions or config it depends on, or how large inputs are handled. Adequate but with clear behavioral 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?

A single efficient sentence that front-loads the verb, resource, and output. No filler and nothing that fails to earn its place.

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?

For a simple single-parameter tool with no output schema, the description covers the input forms (transcript or text) and the return contents (headlines, word count, keywords). It omits output format and behavioral caveats, but is largely complete for a tool of this complexity.

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?

There is only one parameter and schema description coverage is 100%; the schema already explains that an empty 'text' reads the latest from the configured directory. With 0 required parameters, the baseline is 4, and the description adds no contradictory or redundant parameter detail.

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?

States a specific verb ('process') plus a concrete resource ('transcript or text') and enumerates exactly what it extracts: headlines, word count, and keywords. Distinct from the siblings (a search tool and a visualization tool), so an agent can differentiate without opening schemas.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The schema note that an empty text 'reads latest from configured directory' implies a default usage path, but the description itself gives no when-to-use, when-not-to-use, or alternative guidance. Usage is only loosely implied.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.