Skip to main content
Glama

find_open_datasets

Find open research datasets you may use, each with a plain licence verdict (public domain, attribution, share-alike, no-derivatives, non-commercial, not stated) read from Zenodo's structured licence, plus DOI, authors and file links. Default: only commercially usable ones. A search with nothing usable is refused before payment. $0.004 per call over x402 (USDC on Arc, Base or Solana, or XNT on X1). Call once without payment for the terms, sign them with your own wallet, call again with payment.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qYeswhat data you need, in plain words
sizeNodatasets to return, 1-20 (default 10)
sortNobestmatch (default) or mostrecent
licenceNocommercial (default) or any
paymentNoa signed x402 payment (the base64 payload you would put in PAYMENT-SIGNATURE). Pass it and the purchase completes inside this tool call.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.7/5.0
Behavior4/5

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

With no annotations, the description carries the full burden and does well: it discloses the licence-verdict taxonomy, the commercial-only default, the refusal-before-payment behavior when nothing usable exists, the exact price ($0.004/call), accepted chains/tokens, and the two-step payment protocol. Only return-format and rate-limit details are absent.

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

Conciseness4/5

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

Front-loaded with the purpose and result contents, then defaults, then the payment mechanics. Every sentence is functional, though the payment/logistics tail is dense enough that it slightly crowds the core capability.

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 paid, no-output-schema search tool with no annotations, the description covers what is returned (licence verdict, DOI, authors, file links), the default filter, failure behavior, cost, and the payment handshake. Only the exact response shape remains unspecified.

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 coverage is 100%, so the schema already documents all five parameters including defaults for size, sort, and licence. The description reinforces the commercial default and explains the payment round-trip, but adds little parameter-level meaning beyond what the schema states.

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 specific verb (Find) and resource (open research datasets) with concrete scope: Zenodo-sourced licence verdicts, DOI, authors, and file links. It is clearly distinct in content from generic siblings like research_search, though it never names or contrasts an alternative explicitly.

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?

Gives real procedural guidance for the x402 flow ('call once without `payment` for the terms, sign them, call again with `payment`') and states the default commercial filter. However, it offers no when-to-use-vs-alternative guidance, e.g. when to prefer this over research_search or arc_catalogue_search.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources