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hot_repos

Read-only

The hottest AI repos on GitHub right now (last 90 days, best first), with a plain-English line each.

Input Schema

NameRequiredDescriptionDefault
limitNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint, so safety and external-source behavior are covered. The description adds genuinely useful context beyond them: a fixed 90-day recency window, deterministic best-first sorting, and the fact that each entry carries a plain-English summary line. It could still say more about ranking criteria or freshness of results.

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?

A single front-loaded sentence that packs scope, time window, ordering, and return shape with no filler. Nothing could be removed without losing information.

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?

With no output schema, the description is the only source of return-value information, and it only says each repo comes with a 'plain-English line' — no mention of fields like stars, URL, or repo name. The missing limit parameter guidance leaves a second gap. Adequate to call correctly, but not fully complete.

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

Parameters2/5

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

There is one parameter (limit) with 0% schema description coverage, and the description never mentions it, its default of 10, or the maximum of 50. With low coverage the description should compensate, and it does not.

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?

Names a specific resource and scope: trending AI repositories on GitHub over the last 90 days, ordered best-first. It is clearly distinct from the sibling tools (use-case lookups and news) without needing to say so explicitly. It has no explicit verb, but for a list-style tool the resource definition is enough to identify it.

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?

The description states what the tool returns but never says when to reach for it instead of siblings such as today_news or search_use_cases. 'Right now' implies a trending/discovery use, but that is inference rather than guidance, and no exclusions or prerequisites are given.

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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