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SpaceNexus dataset links

dataset_links
Read-onlyIdempotent

Needs a SpaceNexus API key (a free key is enough). The bulk SpaceNexus datasets: for each one its CSV and JSON download links, what it holds, its columns, its licence statement, its DOI when minted and the page that shows it, plus the Promise Ledger CSV. The downloads themselves need no key.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
datasetNoOne dataset by slug or a word of its title, e.g. "launch-slips" or "funding".

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive and closed-world, so safety is covered, and the description adds real extra context: an authentication requirement with a cost qualifier ('a free key is enough') and the important distinction that fetching the catalog needs a key but the underlying downloads do not. It stops short of saying what happens when the API key is missing or invalid.

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 sentences, no filler, and the front-loaded auth caveat is placed before the payload list so an agent learns the prerequisite first. The long enumeration of returned fields is dense but every item earns its place since there is no output schema to fall back on.

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?

With no output schema, the description correctly carries the burden of describing the return payload, and it does so field by field, including the bonus Promise Ledger CSV. The one gap is the no-argument case (dataset is optional), where the agent must infer that omitting it returns the full catalog.

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 sole parameter already documents its accepted form ('a slug or a word of its title', with examples), so the schema carries the meaning. The description adds nothing about the parameter, and notably never says what happens when it is omitted — baseline 3 is appropriate.

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?

The description names the resource precisely (the bulk SpaceNexus datasets) and enumerates exactly what is returned for each: CSV/JSON download links, contents, columns, licence, DOI and DOI page. It is distinguishable from siblings such as launch_slips or funding_round_history, which return records rather than download links, though it never states the verb explicitly and never names an alternative tool.

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 only implied: 'The bulk SpaceNexus datasets' suggests this is the tool for bulk download links rather than live record lookups, but there is no explicit when-to-use or when-not-to-use statement and no sibling is named. It does supply a useful prerequisite (API key required, free key sufficient) and clarifies that the downloads themselves need no key.

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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