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Get Niche Gaps

get_niche_gaps
Read-only

Where is demand outrunning supply? Free key - a free pk_free_ key covers it against a shared 10 calls/day; $0.01 per call via x402 beyond it. Over MCP only, 1 free trial call/day is available without a key. Every category ranked by opportunity score (high volume, few providers), with concentration and an Open/Tightening/Consolidating/Mature signal, and the published thresholds behind that label.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
topNoOptional: return only the top N categories by opportunity_score (1-50).
api_keyNoOptional Paddock API key (Builder/Pro Agent subscription). Omit to use the free trial (1 call/day) or to see x402 pay-per-query payment details.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already declare a safe read (readOnlyHint=true, destructiveHint=false), but the description adds genuinely useful behavioral context beyond them: rate limits (shared 10 calls/day on a free pk_free_ key, 1 free trial call/day over MCP) and per-call x402 pricing. This is exactly the auth/rate-limit disclosure that is hard to obtain from structured fields. It stops short of 5 because it says nothing about latency, pagination, or result size for a ranked-all-categories query.

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 billing block (free key, x402 pricing, MCP trial) occupies the middle of the description and interrupts the flow between the opening question and the actual output description. The output details, arguably the most important for selection, arrive last. It is not bloated for its content, but the ordering is not front-loaded.

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?

With no output schema, the description carries the return-value burden and does describe the payload: all categories ranked by opportunity score, concentration, and a labeled market signal with published thresholds. Combined with annotations covering safety and the description covering auth/pricing, an agent has most of what it needs. Field-level return format remains unstated.

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 both `top` and `api_key` are already fully documented in the schema with bounds and purpose. The description's mention of free/pk_free_ keys loosely reinforces the api_key parameter but adds no new syntax or format detail. Baseline 3 is appropriate when the schema carries the parameter burden.

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 delivers a specific output concept: 'Every category ranked by opportunity score (high volume, few providers), with concentration and an Open/Tightening/Consolidating/Mature signal.' That is concrete enough to distinguish it from get_market_summary or get_category_detail. It opens with a rhetorical question rather than a direct verb+resource statement, and it never names a sibling, so it falls short of 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 when-to-use guidance and no comparison to the many sibling tools (get_market_summary, get_category_detail, get_circular_signal). The billing detail does not help an agent decide between this and adjacent categories of query. An agent must infer the place of this tool in the family on its own.

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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