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anthesiallc

StoreSignal MCP Server

by anthesiallc

list_apps

List all apps in the StoreSignal catalog with their category, cost tier, and install count. Filter by category to discover which apps are trackable for store analysis.

Instructions

List all apps in the StoreSignal catalog (currently 278 apps).

Returns each app with its slug, display name, category, subcategory, estimated monthly cost tier, competing alternatives, and live install count across the corpus. Use this to discover what's trackable before calling find_stores_using_app or app_vs_app.

Args: category: Optional category filter, e.g. "Email Marketing", "Reviews", "Payment", "Analytics", "Loyalty", "Privacy", "Fraud & Risk". limit: Max apps to return (1-200).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
categoryNo
limitNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

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

Discloses return fields, current catalog size (278), and parameter constraints (limit 1-200). No annotations provided, but description adequately covers behavior.

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?

Well-structured with first line for purpose, return fields, usage hint, and labeled args. No superfluous text.

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?

Given output schema exists and description already lists return fields plus usage guidance, it is complete for a list tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, but description adds full meaning: category filter with concrete examples and limit range, going beyond schema types.

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?

Clearly states 'List all apps' and distinguishes from siblings by mentioning when to use this before find_stores_using_app or app_vs_app.

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 advises to use this to discover trackable apps before calling specific sibling tools, and details optional filters.

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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