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What changed in a dataset

atlas_dataset_changes
Read-onlyIdempotent

Confirmed changes between the revisions of a published dataset, newest first: plans added, removed, or which fields moved. Page with after (a revision number).

Input Schema

NameRequiredDescriptionDefault
afterNoOnly changes after this revision; default 0.
datasetIdYesThe dataset's id, ds_...

Output Schema

NameRequiredDescriptionDefault
nextNo
itemsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / datasetId / description
      Previous value: -"Id returned by atlas_dataset_create."New value: +"The dataset's id, ds_..."
  2. Changed2 schema fields changed
    • addedInput schema / properties / after / description
      Added value: +"Only changes after this revision; default 0."
    • addedInput schema / properties / datasetId / description
      Added value: +"Id returned by atlas_dataset_create."
  3. 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, closed-world and non-destructive, so the safety bar is low. The description still adds real behavioral facts beyond them: results are ordered newest-first and paging is driven by a revision number via `after`. Return shape is left to the output schema, which exists.

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 compact sentence with the resource, ordering, and change types front-loaded, followed by the paging hint. No redundant or filler wording.

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 two-parameter read tool with an output schema and full annotation coverage, the description supplies what's missing: ordering, pagination mechanics, and what counts as a change. Only the relationship to sibling tools like atlas_changes is unaddressed.

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% and both parameters are documented there, setting the baseline at 3. The description reinforces that `after` is a revision number used for paging, but contributes little beyond the schema's own 'Only changes after this revision; default 0'.

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+resource: it returns 'confirmed changes between the revisions of a published dataset', and enumerates the kinds of changes (plans added, removed, moved fields). That distinguishes it from a generic changelog, though it never names the siblings atlas_changes or atlas_compare that an agent would otherwise confuse it with.

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 context is implied by 'published dataset' and 'confirmed changes' (as opposed to draft/global changes), and it tells you how to page. But there is no explicit statement of when to choose this over atlas_changes, atlas_compare, or atlas_dataset_get, so the agent must infer the split.

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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