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niche_report

A niche report counted from the shared index: videos, channels, median views, the share at 10x and over, the 75th percentile multiple, top outliers and channels, by month. Free. Same as GET /v1/niches/{slug}.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "slug": "<slug>"
    },
    "name": "niche_report"
  }
}

Input Schema

NameRequiredDescriptionDefault
slugYeslowercase words joined by hyphens
api_keyNo

Output Schema

NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3/5.0
Behavior3/5

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

With zero annotations, the description must carry the behavioral load, and it does partially: 'Free' signals no credit cost (meaningful next to balance/usage tools), and 'GET' implies read-only. However, it says nothing about auth expectations for api_key, caching/staleness of the 'shared index', or error behavior for unknown slugs.

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

Conciseness4/5

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

A single dense sentence with the content list front-loaded and the cost/endpoint facts appended, so no sentence is wasted. 'Counted from the shared index' is vague filler, and the metrics list runs long, but the structure is efficient.

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

Completeness3/5

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

An output schema exists, so enumerating return fields is redundant-but-harmless; the real gaps are routing (which sibling to use) and the undocumented api_key. For a simple read-only report tool this is adequate but not complete.

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 50%: slug is documented as 'lowercase words joined by hyphens', but api_key has no schema description. The description adds nothing about either parameter — it never mentions slug format, slug discovery, or what api_key is for. It does not compensate for the 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 concrete resource (a niche report keyed by slug) and enumerates the metrics returned: videos, channels, median views, 10x share, 75th percentile multiple, top outliers and channels, monthly bucketing. The 'Same as GET /v1/niches/{slug}' clause pins it as a fetch. It stops short of distinguishing it from overlapping siblings like list_niches or channel_outliers.

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?

No when-to-use guidance and no exclusions. The only context is 'Free' and the HTTP equivalent, which tells an agent it costs nothing but not when to pick this over list_niches (finding a slug) or channel_outliers/random_outliers (per-channel outlier views).

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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