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arXiv Papers: Newest in Statistics: Machine Learning

arxiv__recent-stat-ml
Read-onlyIdempotent

The newest arXiv submissions in stat.ML (Statistics: Machine Learning). Costs $0.002 USDC per call via x402.

Input Schema

NameRequiredDescriptionDefault
limitNoResults, max 50 (default 25)

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, openWorldHint and destructiveHint=false, so the safety profile is covered. The description adds genuinely non-redundant behavior: a per-call cost of $0.002 USDC via x402, which an agent needs for budget decisions and which no structured field conveys.

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?

Two tight sentences with zero waste. The category/scope statement is front-loaded and the cost caveat follows, so the most important selection signal comes first.

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?

An output schema exists, so return values need not be explained, and the one parameter is fully documented in the schema. The description covers category scope and the payment requirement, leaving only minor gaps such as ordering guarantees or refresh cadence.

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 'limit' parameter is fully documented in the schema (max 50, default 25), so the baseline is 3. The description adds no additional parameter meaning, but none is needed.

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 names a specific verb+resource+scope: newest arXiv submissions in the stat.ML category. This cleanly distinguishes it from the many sibling recent-* tools (cs-ai, cs-cv, quant-ph, etc.) and from arxiv__recent/arxiv__search without needing to open a schema.

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

Usage Guidelines3/5

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

Usage is implied by 'newest submissions' and the category, so an agent can infer when it applies, but there is no explicit guidance on when to prefer this over arxiv__recent (the generic feed) or arxiv__search for topical queries, and no stated exclusions.

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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