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Demand gap finder

demand_gaps
Read-only

What x402 API should I build? The demand gap finder runs up to 150 Bazaar searches phrased the way buyer agents phrase tasks and ranks the unmet demand: tasks whose top results are weak (no listings, few payers, thin descriptions or a poor fit), with the evidence for each. Public Bazaar data only, joined with measured repeat demand per category. Price: $1.00 in USDC per call, paid with x402 inside the tool call. Failed calls aren't charged.

Input Schema

NameRequiredDescriptionDefault
topicNoA topic or category to search around; every category if omitted

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior5/5

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

Annotations only say readOnly and openWorld; the description adds materially beyond that: cost ($1.00 USDC inside the call), billing policy (failed calls not charged), data scope (public Bazaar data only, joined with measured repeat demand), and a cost/latency proxy (up to 150 searches). These are exactly the operational facts an agent needs before spending money.

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?

Front-loaded with the motivating question and the mechanism, with pricing and failure policy in a tight closing sentence. Dense but every sentence carries information; the parenthetical weakness taxonomy is compact rather than padded.

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 does state what comes back — a ranking of unmet-demand tasks plus supporting evidence per item — which is enough for an agent to interpret results. It could say more about result shape or count, but nothing essential is missing for correct invocation.

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% and the single parameter already documents the topic filter and its omission behavior, so the schema does the heavy lifting. The description adds no extra syntax, normalization, or scoping guidance for the topic argument; baseline 3 applies.

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?

Opens with the buyer-agent question it answers, then states a precise verb+resource: runs up to 150 Bazaar searches phrased as buyer tasks and ranks unmet demand by explicit weakness criteria (no listings, few payers, thin descriptions, poor fit). This is clearly distinct from siblings like rank_check, buyer_panel, and weekly_insights.

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

Usage Guidelines4/5

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

The framing question 'What x402 API should I build?' plus 'Phrased the way buyer agents phrase tasks' makes the use case clear and gives a strong signal for when this tool beats a plain rank/lint check. It stops short of explicitly naming an alternative sibling or excluding cases where simpler/cheaper tools would suffice.

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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