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AI Competitive Research Assistant (NitroStack MCP)

AI Competitive Research Assistant (NitroStack MCP)

by Aditya201206
OverviewSchemaSourceRelated ServersDiscussionsAdmin
TypeScript
Remote

compare_competitors

Compare competitor profiles across pricing, features, target audience, and strengths to generate a side-by-side feature matrix.

Instructions

Compare competitor profiles across features, pricing, target audience, business model, strengths, and weaknesses to generate a comparative feature matrix.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "compare_competitors"
  }
}

Input Schema

NameRequiredDescriptionDefault
profilesNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

A3.6/5.0
Behavior2/5

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

No annotations are provided, so the description must fully disclose behavioral traits. It states the main transformation but does not address how missing profile fields are handled, whether the operation is read-only, or what the matrix structure looks like. This leaves significant 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?

The description is a single, front-loaded sentence that contains only essential information. Every word contributes to understanding the tool's purpose and output.

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?

The tool has moderate complexity with a nested array parameter and no output schema. The description covers the input (profiles), the comparison dimensions, and the output (feature matrix), which is sufficient for a simple comparison tool. It could be improved by noting behavior with empty inputs or how the matrix is organized.

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?

With 0% schema description coverage, the description compensates by naming key fields (features, pricing, target audience, business model, strengths, weaknesses) that map to schema properties. However, it omits several other properties (usp, funding, techStack) and does not mention that profiles are optional or use defaults.

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?

The description uses a specific verb 'compare' with a clear resource 'competitor profiles' and states the outcome 'comparative feature matrix'. This distinguishes it from sibling tools like discover_competitors and extract_competitor_profiles.

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?

Usage is implied: use when competitor profiles are available and a comparison matrix is needed. However, there are no explicit alternatives or exclusions, and no mention of prerequisite steps from sibling tools.

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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