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musharna

data-aggregator-mcp

by musharna

list_sources

Read-only

Lists connected research data sources with capabilities, filters, authentication, and rate limits. Optionally checks health status for key sources.

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; every other source gets health: null. Default false: returns the static catalog with no network.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
sourcesYes
Behavior3/5

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

Annotations declare readOnlyHint=true, and the description adds capabilities context. However, it omits the dynamic health probe behavior triggered by check_health parameter, which is a behavioral trait beyond the static listing.

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?

The description is a single, well-structured sentence of 12 words, front-loading the action. Every word adds value without redundancy.

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 simple list tool with an output schema and one optional parameter, the description covers the main function. It could mention the optional health probing for completeness, but overall it is adequate.

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% (one parameter with full description). The tool description adds no additional meaning beyond the schema for the parameter, meeting the baseline.

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 'List wired data sources and their capabilities' with a specific verb and resource. It distinguishes from siblings like search, resolve, fetch, and operate, which imply different actions.

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?

The description provides the primary action but lacks explicit guidance on when to use this tool vs alternatives. There is no 'when not to use' or mention of sibling tools for different use cases.

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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