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Opendata List Organizations

opendata_list_organizations
Read-only

Publisher names in the snapshot, as search_datasets expects them in organization.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
as_ofNo
limitNo
snapshot_idNo

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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

The readOnlyHint annotation already covers the non-destructive nature. The description adds the purpose but doesn't disclose behavior such as snapshot semantics, default limits, or return format. With annotations present, this is adequate but not rich.

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, efficient sentence that states the resource and its purpose without any wasted words. Perfectly concise and front-loaded.

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

Completeness2/5

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

With no output schema and no parameter documentation, an agent cannot fully understand how to use this tool correctly. The snapshot-related parameters (as_of, snapshot_id) are especially unclear. The description is too minimal for a tool with three optional parameters.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0% and the description mentions no parameters. The schema itself provides only types and constraints, leaving as_of, limit, and snapshot_id unexplained. The description does not compensate for this gap.

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 clearly states the tool lists publisher names and specifies their intended use in search_datasets' organization parameter. It distinguishes itself from search tools by being a listing operation, though it doesn't name sibling tools explicitly.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies the primary use case: retrieving valid publisher names for search_datasets. It provides context for when to use this tool but doesn't mention alternatives or when not to use it.

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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Glama MCP Gateway

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TDQS

B3.2/5.0
Disambiguation5/5

Every tool has a unique purpose, and the descriptions are detailed enough to clearly distinguish between search, list, get, and specific operations across domains. No two tools overlap in function.

Naming Consistency4/5

Domain tools follow a consistent '<domain>_<verb>_<noun>' pattern, but gateway-level tools like 'call_tool', 'find_capability', 'inspect_tool', 'search_services', and 'status' lack the prefix, introducing a minor inconsistency. Overall still readable and predictable.

Tool Count4/5

With 35 tools, the count exceeds the typical 3–15 range, but this is a gateway aggregating multiple distinct domains (holidays, laws, opendata, recalls, etc.), making the larger set justified. The count feels appropriate for the server's purpose.

Completeness5/5

Each domain offers a full set of operations: search, list, get, and domain-specific actions (like count_business_days or get_document_changes). Gateway meta-tools cover discovery, inspection, and invocation, leaving no obvious gaps.

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