Skip to main content
Glama

Fireworks AI MCP by usefulapi

Get dataset

fireworks_get_dataset
Read-only

Get a single dataset by id. Control-plane: GET /v1/accounts/{account_id}/datasets/{dataset_id}.

Input Schema

NameRequiredDescriptionDefault
account_idNoFireworks account id. Overrides FIREWORKS_ACCOUNT_ID for this call.
dataset_idYesDataset id (the resource segment).

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. First observed

TDQS

A3.6/5.0
Behavior3/5

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

The readOnlyHint annotation already declares the safe-read profile, so the description's burden is lighter. It adds the control-plane route, which confirms the call is an account-scoped GET, but says nothing about failure modes (e.g. a missing dataset) and adds no other behavioral context.

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 short sentences with the purpose front-loaded and the API route as secondary detail. Nothing is redundant or padded.

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-only getter with 100% schema coverage, the description covers identification and endpoint semantics adequately. It could note that the response is the dataset object, since there is no output schema, which is the only remaining gap.

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 both parameters (account_id override, dataset_id resource segment) are already documented in the schema. The description adds only the path template echoing those same parameters, which is the baseline-3 case.

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 and resource ('Get a single dataset by id'), and the word 'single' implicitly contrasts with the sibling fireworks_list_datasets. It does not explicitly name or differentiate against that sibling, so it falls short of a 5.

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: an agent infers it should call this when it already has a dataset_id, versus fireworks_list_datasets when it does not. There is no explicit when-to-use statement, prerequisite, or named alternative.

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.