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musharna

data-aggregator-mcp

list_sources

Read-only

List available research data sources and view their capabilities including supported filters, authentication requirements, and rate limits. Optionally probe source health with a latency check.

Instructions

List wired data sources and their capabilities (layer, kinds, supported filters, auth requirement, rate limit, status).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
check_healthNoWhen true, probe 5 sources (zenodo, datacite, omics, literature, huggingface) and attach a 'health' field ({status: up|down, latency_ms, detail}) to those entries; the remaining 7 sources get health: null. Default false: returns the static catalog with no network.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
sourcesYes
Behavior4/5

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

Annotations already indicate readOnlyHint=true, and the description adds that the output includes specific capability fields. It does not mention the optional health check, but that is detailed in the schema.

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?

Single sentence, front-loaded, every word adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the output schema exists and the tool is simple, the description provides sufficient context about return values and purpose.

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 the description does not add significant meaning beyond what is in the schema for the single parameter.

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

Purpose5/5

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

The description clearly states the tool lists wired data sources and enumerates their capabilities, distinguishing it from sibling tools like fetch or operate which perform actions on data.

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?

No explicit guidance on when to use this tool vs alternatives, but the context implies it is for discovery before using other tools.

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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