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Singapore Live Taxi Density

gov.sg.taxi_availability
Read-onlyIdempotent

Get live taxi positions in Singapore on a 5km grid. Returns the top 30 zones by taxi count and a snapshot timestamp. Optionally set refresh to true to bypass cache.

Instructions

Live taxi positions across Singapore aggregated to a 5km grid — returns the top 30 zones by taxi count and the timestamp of the snapshot. LTA, SG Open Data Licence v1.0

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
refreshNoSet to true to bypass cache and re-fetch the latest snapshot.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultNoTool response payload. Shape varies per tool — consult the tool description and inputSchema. May be an object, array, string, or number depending on the upstream provider response.
errorNoPresent only when the call failed. Includes error code, message, request_id, and any provider-specific extras.
Behavior4/5

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

Annotations already indicate a read-only, idempotent operation. The description adds that data is aggregated to a 5km grid, returns top 30 zones, and a timestamp. It also mentions cache bypass via the 'refresh' parameter. 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?

Single, front-loaded sentence that conveys essential information without wasted words.

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?

For a simple data retrieval tool with one optional parameter and an output schema, the description covers what is returned (top 30 zones, timestamp) and the aggregation. No missing details.

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?

The single boolean parameter 'refresh' is fully described in the schema. The description adds that it 'bypasses cache' and 're-fetches the latest snapshot', which adds useful context beyond 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?

The description clearly states the tool returns live taxi positions aggregated to a 5km grid, with the top 30 zones and a timestamp. This is specific and distinct from sibling tools like air_quality or rainfall.

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

Usage Guidelines2/5

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

No guidance on when to use this tool versus alternatives. It includes license information (LTA, SG Open Data Licence) but no context for usage decisions.

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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