analyze-singapore-mobility

analyze-singapore-mobility is a skill for Claude Code from olano-ai/mcp-singapore. It costs 61 tokens per session (296 once invoked), scanned A, original, MIT.

A research workflow for Singapore transport and vehicle information, including MRT and LRT rail networks, buses, roads, taxis, parking, and COE data. COE is Singapore's certificate system for vehicle ownership.

In plain words
What is it for?
Finding stations and routes, checking nearby transport, looking up live bus arrivals or traffic, researching parking, and reviewing COE bidding or quota data.
Why use it?
It tells the agent which data source to use for each transport question and makes it distinguish live updates from older network information.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the olano-singapore-mobility plugin — 1 skill shipped together

Good fit Finding stations and routes, checking nearby transport, looking up live bus arrivals or traffic, researching parking, and reviewing COE bidding or quota data.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/olano-ai/mcp-singapore/analyze-singapore-mobility
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add olano-ai/mcp-singapore --skill analyze-singapore-mobility
Clone the repo
git clone --depth 1 https://github.com/olano-ai/mcp-singapore

Made for: Claude Code.

Or install olano-singapore-mobility, the plugin that ships this one along with the rest of its 1 skill.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for analyze-singapore-mobility

README.md
[![agentmods](https://agentmods.dev/badge/skills/olano-ai/mcp-singapore/analyze-singapore-mobility/github.svg)](https://agentmods.dev/skills/olano-ai/mcp-singapore/analyze-singapore-mobility)
Your own site
<a href="https://agentmods.dev/skills/olano-ai/mcp-singapore/analyze-singapore-mobility"><img src="https://agentmods.dev/badge/skills/olano-ai/mcp-singapore/analyze-singapore-mobility/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for analyze-singapore-mobility

Your own site · 80×15
<a href="https://agentmods.dev/skills/olano-ai/mcp-singapore/analyze-singapore-mobility"><img src="https://agentmods.dev/badge/skills/olano-ai/mcp-singapore/analyze-singapore-mobility.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 61 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 296 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00061 $0.00296
Opus 5 $0.00030 $0.00148
Sonnet 5 $0.00012 $0.00059
Haiku 4.5 $0.00006 $0.00030

Measured 12d ago against content hash 89e2a25a1293, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

analyze-singapore-mobility scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/olano-singapore-mobility/skills/analyze-singapore-mobility/SKILL.md · 16 lines

What it actually says

Analyze Singapore Mobility

  1. Identify the place, station, line, stop, route, travel time, and freshness required.
  2. Use rail_* for the complete MRT/LRT network, station codes, line order, interchanges, and nearby-station analysis. Resolve addresses with onemap_* when coordinates are needed.
  3. Use lta_* for live bus arrivals, traffic incidents, taxi availability, road conditions, and other DataMall feeds. Report a missing LTA_DATAMALL_API_KEY instead of substituting unverified data.
  4. Use coe_* for bidding results and quota context, and hdb_carparks_* for public car-park availability or metadata.
  5. Distinguish static network snapshots from live observations. State the source timestamp, retrieval time, units, and any stale or partial-feed warning.
  6. Treat straight-line proximity as proximity, not a routed journey. Do not claim accessibility, service reliability, or travel time unless the selected tool measures it.

Use the smallest relevant tool set and preserve station, line, stop, and vehicle-category identifiers exactly.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 16 lines · 61 tokens per session scan A 89e2a25a1293

Subscribe to this mod's changes

analyze-singapore-mobility is a skill published in the GitHub repository olano-ai/mcp-singapore (7 stars, last pushed 8d ago), licensed MIT. It adds 61 tokens to every session and 296 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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