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List Indicators

list_indicators
Read-onlyIdempotent

Browse/search the UNESCO UIS indicator catalog (education, literacy, enrollment, science/R&D, culture). Filter by case-insensitive name substring. Each entry has indicatorCode (pass as indicator to get_data), name, theme and data availability (year range, record count).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return (default 50).
searchNoCase-insensitive substring matched against indicator name, e.g. "literacy".

Schema Changelog

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

  1. Changed1 schema field changed
    • addedInput schema / examples
      Added value: +[
      +  {
      +    "search": "literacy"
      +  },
      +  {
      +    "limit": 25,
      +    "search": "enrollment"
      +  }
      +]
  2. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint. The description adds valuable behavioral details: case-insensitive substring filtering, response fields (indicatorCode, name, theme, data availability). No contradictions.

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?

Three sentences efficiently cover purpose, filtering behavior, and output structure. No redundant or extraneous content. Well-structured for quick understanding.

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?

Despite the lack of an output schema, the description fully explains the return format (indicatorCode, name, theme, data availability with year range and record count). This compensates for the missing schema and provides complete context for a browsing tool.

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?

Both parameters (limit, search) are fully described in the schema with 100% coverage. The description adds minimal new meaning beyond the schema, such as clarifying search matches against indicator name, but this is already in the schema. Baseline 3 is appropriate.

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 browses/searches the UNESCO UIS indicator catalog, specifying domains and actions. It distinguishes itself from siblings like get_data and search_within by focusing on indicator discovery.

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 explains that search filters by case-insensitive name substring and that results include indicatorCode for use with get_data. While it doesn't explicitly state when not to use it, the cross-reference provides clear context for usage.

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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