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singapore-entities-directory

Search Singapore entities

search_companies
Read-onlyIdempotent

Find Singapore registered entities by name or UEN. Matches an exact UEN, an exact name, or names that START WITH the query (case-insensitive). Live entities and shorter names rank first. Returns up to 10 compact results; call get_company with a UEN for the full record.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum results (1-10).
queryYesEntity name (or its beginning) or a UEN, e.g. "Singapore Airlines" or "197200078R".

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
resultsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.7/5.0
Behavior4/5

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

Annotations already declare read-only, idempotent, non-destructive, closed-world behavior, so the bar is lower. The description adds genuinely useful behavior beyond that: match semantics, ranking rules ('live entities and shorter names rank first'), and a 10-result cap with compact payloads. It stops short of describing pagination or what 'compact' omits.

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, zero waste, front-loaded with what is searched, then match semantics, then ranking/limits, then the hand-off to the sibling. Every sentence carries distinct information.

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?

An output schema exists, so return values need not be described; the description instead covers what matters for correct invocation: match modes, ranking, result cap, and the escalation path. Nothing an agent needs to call this correctly is missing.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3, but the description adds interpretation the schema cannot: query is matched as exact UEN, exact name, or name prefix (case-insensitive). It doesn't explain the limit parameter's interaction with ranking beyond the stated cap, which is already in the schema.

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?

States a specific verb+resource+scope: finding Singapore registered entities by name or UEN, and explicitly distinguishes itself from get_company (compact results vs. full record). An agent can pick it apart from its sibling without opening any schema.

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

Usage Guidelines5/5

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

Names the alternative tool and the condition that selects it: 'call get_company with a UEN for the full record.' Combined with the match-mode explanation (exact UEN, exact name, prefix), it tells the agent both when this tool suffices and when to escalate.

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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