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list_niche_analyses

Read-only

List past niche analyses with topic, store, country, language, cluster and keyword counts, top opportunity score, and date. Use it to check coverage before running a new analysis.

Instructions

List the niche analyses previously run, with topic, store, country, lang, cluster count, keyword count, top opportunity score and creation date. Paginated through page and per_page. Read-only: it re-reads work already done, so call it before run_niche_analysis to check whether a topic was already covered. It returns summary rows only, not the clusters and keywords themselves.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number (starts at 1)
per_pageNoResults per page (max 200, default 50)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.4.0

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, but the description adds useful behavioral context: it re-reads prior work and returns summary rows only, not the clusters and keywords themselves. It does not cover auth or rate limits, but the safety profile and response scope are clear.

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?

Three tight sentences, front-loaded with what the tool returns and followed by pagination and usage guidance. Every sentence earns its place.

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

Completeness5/5

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

With no output schema, the description still communicates the return shape: summary rows with named fields, explicitly excluding clusters and keywords. It also covers pagination and the precondition for use, so an agent has enough to call it correctly.

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%, so page and per_page are already documented in the schema. The description confirms pagination but adds no syntax, defaults, or constraints beyond what the schema provides.

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 and resource ('List the niche analyses previously run') and enumerates the summary fields returned. It also distinguishes itself from run_niche_analysis by framing itself as the prior-check tool.

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

Usage Guidelines5/5

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

Explicitly says to call it before run_niche_analysis to check whether a topic was already covered. This gives both the when and the alternative, leaving no inference required.

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