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aihot_get_latest

Read-onlyIdempotent

Get the latest AIHOT items for a 24-hour or 7-day briefing. Prefer selected mode unless the user explicitly asks for every public item. Do not use this for named-topic search or multi-source event context.

Input Schema

NameRequiredDescriptionDefault
modeNoselected returns editorial picks; all returns every public item scoring 40 or more.selected
limitNoMaximum number of results, from 1 to 30.
windowNoTime window. Use 24h for a current briefing and 7d for a weekly view.24h
categoryNoOptional category: ai-models, ai-products, industry, paper, tip, opinion.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / mode / description
      Previous value: -"selected returns editorial picks; all returns every public item."New value: +"selected returns editorial picks; all returns every public item scoring 40 or more."
  2. First observed

TDQS

A3.8/5.0
Behavior3/5

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

Annotations already declare read-only, idempotent, non-destructive and open-world, so the safety profile is covered. The description adds scoping context (editorial vs. all public items) but says nothing about result ordering, freshness guarantees, or empty-result behavior for a briefing tool that could plausibly return nothing in a quiet 24h window.

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?

Three short sentences, purpose first, then the default-mode rule, then the exclusions. No restatement of schema and no filler.

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?

For a simple zero-required-parameter read tool with full schema descriptions and no output schema, this is mostly sufficient. The remaining gap is sibling disambiguation against the daily/weekly/hot-topics briefing tools, which an agent choosing among seven aihot_* tools genuinely needs.

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 the schema already explains mode, limit, window and category. The description nonetheless adds selection guidance for the mode parameter ('prefer selected unless the user explicitly asks for every public item') that the schema's neutral 'selected returns editorial picks' does not convey.

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?

States a clear verb and resource ('Get the latest AIHOT items') plus the supported windows ('24-hour or 7-day briefing'), so the agent knows it returns a recency-scoped list. It explicitly distances itself from named-topic search, but leaves the overlap with siblings aihot_get_daily and aihot_get_weekly unaddressed, which keeps it below 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 Guidelines4/5

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

Gives an explicit default preference ('Prefer selected mode unless the user explicitly asks for every public item') and two exclusions ('Do not use this for named-topic search or multi-source event context'). Missing is guidance on when to pick this over aihot_get_daily/aihot_get_weekly/haihot_get_hot_topics, the closest alternatives.

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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