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opendata-radar-pro

query_saas_pain_points

Developer & B2B SaaS Pain-Point Radar — Real-time structured pain points, unmet tooling demands, and micro-SaaS wedges extracted from developer discussions. (Requires Bearer sp_live_... API key, $0.02/call)

Input Schema

NameRequiredDescriptionDefault
limitNoMax items to return (1 to 15, default 8)
apiKeyNoOptional sp_live_... API key if Authorization Bearer header is not set in client
keywordNoOptional case-insensitive keyword filter (e.g., "AI", "성남", "상가", "SaaS")

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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

With no annotations supplied, the description carries the full burden, and it does disclose two operationally important facts: a Bearer sp_live_... API key is required and each call costs $0.02. It stops short of describing result ordering, recency window ('real-time' is asserted but undefined), or how many items typically come back, all of which matter for a paid data-feed call.

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?

Two sentences, front-loaded with the resource description and followed by the auth/cost prerequisite. Every clause carries information; the only soft spot is the branded 'Developer & B2B SaaS Pain-Point Radar' lead-in, which spends words on positioning rather than semantics.

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?

For a simple read-only, three-optional-parameter query tool with no output schema, the description covers what the data is, the auth requirement, and the cost. The remaining gap is return shape and volume expectations, which is modest but noticeable given there is no output schema to fall back on.

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

Parameters4/5

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

Schema description coverage is 100%, so the schema already defines limit (1-15, default 8), apiKey, and keyword with examples. The description adds only a mild hint that an Authorization Bearer header is the preferred auth path, which slightly clarifies the apiKey parameter's role as a fallback, but otherwise adds nothing the schema doesn't already say. Baseline for full coverage is 3; the auth clarification lifts it marginally.

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 set — structured pain points, unmet tooling demands, and micro-SaaS wedges extracted from developer discussions — so an agent knows exactly what data comes back. It lacks an explicit verb (query/list/search) and the 'Pain-Point Radar' branding is marketing framing, but the resource is unambiguous and clearly distinct from domain-specific siblings like query_ecommerce_trends or query_public_procurement_bids.

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, when-not-to-use, or alternative-tool guidance. The agent must infer from the topical content alone that this is the tool for developer/SaaS pain-point research, and the description never explains how the optional keyword filter should be applied or when to omit it.

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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