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TrendHub

benchmark_trend_lead

Read-only

真实场景 Lead-time Benchmark:把 TrendHub 本地历史的最早命中,与用户提供的外部事实 reference_time 对比,计算是否提前24h/72h发现。reference_time 必须来自官方公告、主流爆发点或团队约定的外部 ground truth,TrendHub 不会自己编造基准时间。

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
keywordYesBenchmark 话题/关键词
platformsNo可选平台;默认核心平台
reference_timeYes外部 ground-truth ISO-8601 时间,例如 2026-09-20T09:00:00+08:00

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already establish read-only and non-destructive behavior. The description adds meaningful behavior beyond annotations: it compares local earliest hit to user-provided reference_time, and explicitly states that TrendHub will not fabricate baseline times, so the agent understands the provenance requirement and the benchmark logic.

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 compact, front-loaded with the tool's purpose in the first phrase, and every sentence adds information. It gives the core algorithm, the ground-truth constraint, and the output intention without padding.

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 read-only benchmark tool with rich annotations and 100% schema coverage, the description explains the core comparison and threshold behavior well. It lacks an explicit output format description, but stating that it calculates whether discovery happened 24h/72h early gives the agent enough intent to inspect return data; with no output schema this is a minor gap.

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 coverage is 100%, so a baseline of 3 applies, but the description adds crucial semantics for reference_time: it must be a genuine external ground truth, not derived from TrendHub data. It also clarifies that platforms is optional and defaults to core platforms, while the schema already handles format details.

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 specifies a concrete action ('benchmark', 'compare', 'calculate') and a well-defined resource: TrendHub local historical earliest hit versus user-provided external reference_time. It clearly differentiates from siblings like keyword_trend_curve or discover_trending_topics by framing this as a lead-time benchmark with externally provided ground truth, plus the explicit 24h/72h thresholds.

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 description gives clear context for when this tool is appropriate: the user has an external ground-truth reference_time and wants to evaluate 24h/72h discovery lead-time. It imposes a strong prerequisite (reference_time must come from official announcements, mainstream outbreak points, or team-agreed ground truth), but it does not explicitly name alternatives or state when not to use this tool.

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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