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teneo_research_niche

Start a niche research job from a seed topic with optional audience and category, then return insights for nonfiction book planning.

Instructions

Start a niche research job from a seed topic.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
countNo
topicYes
audienceNo
categoryNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.2

TDQS

C2.6/5.0
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. 'Start a ... job' weakly implies an async, long-running operation, but nothing is said about whether results are returned immediately, how long it takes, whether runs can be duplicated or cancelled, or what permissions are needed.

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

Conciseness3/5

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

The single sentence is front-loaded with the verb and resource and contains no filler. However, it is so terse that 'conciseness' shades into under-specification rather than efficient structure.

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, no annotations, and four undocumented parameters, the one-line description is not sufficient for an agent to invoke this tool confidently. It would need at least parameter meaning and the async/job lifecycle spelled out.

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 coverage is 0% for four parameters. The description maps 'topic' to the seed topic but leaves 'count' (1-50), 'audience', and 'category' completely undefined in both schema and prose, so it fails to compensate for the coverage gap.

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 names a specific verb ('Start') and resource ('niche research job') plus the trigger input ('seed topic'), which is enough to distinguish it from the book-generation siblings. It stops short of explicitly contrasting itself with any sibling tool, so it does not reach a 5.

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 versus the book-oriented siblings (outline, cover, evaluate) or on what to do after starting the job. The word 'Start' implies an asynchronous job, but no follow-up tool (e.g. a status check) is named.

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