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Trending AI Papers — buy per-query in-session (hfpaperwatch)

data_preview

Read-onlyIdempotent

✅ No API key needed — call this now. Listing: hfpaperwatch: Trending AI Research Papers (HuggingFace Daily Papers). Price 0.01 USDC/query (max 20 queries/session). Sample questions: What AI papers are trending on HuggingFace Daily Papers today?; Which new AI research papers have the most upvotes this week?. FREE preview — no key, no payment. Try one of the sample questions now.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
slugNoPublic listing slug. Defaults to the routed session's listing when connected via /mcp/data/{slug}/http.
questionNoOptional free-text question you'd ask this data (echoed back).

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

C2.7/5.0
Behavior3/5

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

Annotations already cover the safety profile (readOnlyHint=true, idempotentHint=true, destructiveHint=false), so the bar is lower; the description adds useful context beyond that by stating no API key is required and mentioning a 'max 20 queries/session' limit. However, it muddles the cost model by asserting both 'Price 0.01 USDC/query' and 'FREE preview — no key, no payment' without distinguishing the paid listing from the free preview call, which undermines an agent's trust in the behavioral contract. No contradiction with the read-only annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is padded with marketing imperatives and emoji ('✅', 'call this now', 'Try one of the sample questions now.') and repeats itself: 'No API key needed' and 'FREE' both appear twice. Useful facts (free, no key, listing identity, price cap) are front-loaded, but several sentences are promotional filler that a tool description should omit.

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?

The surface is simple — 2 optional params, 0 required, rich read-only annotations, and 100% schema coverage — so an agent has enough to invoke the tool safely. But the description never states what the preview returns (the schema's 'public metadata only' is the only hint), and the 0.01 USDC/query-vs-FREE ambiguity is left unresolved. For a non-destructive, idempotent, low-parameter tool these are moderate gaps, not blocking ones.

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%, so slug (with its routed-session default) and question (echoed back) are already fully documented in the schema; the baseline is therefore 3. The description adds only sample question phrasings, which marginally illustrate the question parameter but contribute nothing about slug or format. It does not compensate beyond the schema because no compensation is needed.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description implies a free preview of the hfpaperwatch trending-papers listing, but never states the tool's function declaratively; 'FREE preview — no key, no payment' is about the pricing model, and the clearest purpose statement ('Free, guest-callable taste of a listing') lives in the schema description, not the tool description. The sample questions and listing name make the resource identifiable, so it is not a tautology, but the purpose is more inferred from marketing copy than stated.

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?

No guidance is given on when to use this tool versus the sibling data_session_* tools (data_session_query, data_session_open, data_session_fund). The 'no key, no payment' phrasing hints that the preview is a free entry point before a paid session, but no alternative is named and no when-not-to-use condition is stated. The imperative 'call this now' reads as promotion rather than selection guidance.

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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