Skip to content
verify mcp Beta VerifyMCP is currently in beta. If you notice any issues, get in touch and we’ll put it right.

Singapore MCP by Olano

NPM · @OLANO/MCP-SINGAPORE

Singapore public data, transport, rail, property, business, economy, weather, and analytics.

0 this week 93 Trust /100

Last scanned (20 hours ago)

Scores higher than 96% of npm servers

Category Data and Analytics

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security100
  • No malware found by supply-chain analysis.Pass
  • No known CVEs affecting this package version or its production dependencies.Pass
  • No install/post-install scripts declared.Pass
  • 0 of 16 dependencies flagged as unhealthy. View diagnostics → Pass
Provenance & Transparency100
  • Source repository is publicly reachable at the declared URL. View diagnostics → Pass
  • Cryptographically verified build provenance (signed, bound to olano-ai/mcp-singapore). View diagnostics → Pass
  • Clear OSI-approved license (MIT).Pass
  • Actively maintained (last published 32 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability78
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (good).Pass
  • Tool/resource definitions use about 12412 tokens (~42/item across 294 items; 291 tools + 3 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage68
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 4% of tool parameters carry a description.Partial
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 291 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 293 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
What we tested

Checks we ran (16)

  • Malware scan
  • Known CVEs
  • Install scripts
  • Dependency health
  • Source repository
  • Provenance
  • License
  • Maintenance
  • Security disclosure
  • Schema quality
  • Stability
  • Tool coverage
  • Injection markers
  • Destructive annotations
  • Judged manipulation
  • MCP protocol

Does not apply to this package (2)

  • Endpoint SecurityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.
  • Transport & ReachabilityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.

The score does not measure everything. What the score does not measure →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 31 Oct 26 0
    • Stability: 0.97 → pass security
  • 30 Oct 26 0
    • Stability: pass → 0.97 functional
  • 24 Oct 26 0
    • Stability: 0.97 → pass security
  • 23 Oct 26 0
    • Stability: pass → 0.97 functional
  • 17 Oct 26 0
    • Stability: 0.97 → pass security
  • 15 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 13 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Oct 26 +11
    • Known CVEs: unverified → pass ▲ security
    • Dependency health: unverified → 1.00 ▲ functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Analysed npm/@olano/mcp-singapore@0.4.3

Provenance Verified

A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.

Result Verified
Ecosystem npm
Reason Verified
Discovered via Registry attestation endpoint
Source repo olano-ai/mcp-singapore
Certificate issuer https://token.actions.githubusercontent.com
Certificate SAN https://github.com/olano-ai/mcp-singapore/.github/workflows/publish.yml@refs/heads/main
Rekor log index 3076379844
Predicate type SLSA build provenance https://slsa.dev/provenance/v1
Subject digest sha512:d356bfc49194fb7dd27fa809446e029806c3f230d1e89f03f01aac5ea3c2060c62b5129d52993d6d33bdd7065c483242b585647c8f70f7d25fc510402

Background: How many MCP packages publish verified provenance →

Dependencies 16 packages
Packages resolved 16
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 291 exposed · ~12,264 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
singstat_business_formations_annual_latest ~33

Get the latest observations from SingStat table M085851.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_business_formations_monthly_history ~40

Get bounded historical observations from SingStat table M085831.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_business_formations_monthly_latest ~33

Get the latest observations from SingStat table M085831.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_deaths_history ~37

Get bounded historical observations from SingStat table M810481.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_deaths_latest ~30

Get the latest observations from SingStat table M810481.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_divorces_history ~38

Get bounded historical observations from SingStat table M830201.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_divorces_latest ~31

Get the latest observations from SingStat table M830201.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_household_income_history ~38

Get bounded historical observations from SingStat table M810871.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_household_income_latest ~31

Get the latest observations from SingStat table M810871.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_labour_force_history ~38

Get bounded historical observations from SingStat table M182201.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_labour_force_latest ~31

Get the latest observations from SingStat table M182201.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_marriages_history ~37

Get bounded historical observations from SingStat table M830101.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_marriages_latest ~30

Get the latest observations from SingStat table M830101.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_merchandise_trade_history ~39

Get bounded historical observations from SingStat table M451001.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_merchandise_trade_latest ~32

Get the latest observations from SingStat table M451001.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

singstat_wages_history ~37

Get bounded historical observations from SingStat table M182941.

NameTypeReqDescription
periodsinteger––
seriesstring––

No output schema declared.

No examples provided.

singstat_wages_latest ~30

Get the latest observations from SingStat table M182941.

NameTypeReqDescription
seriesstring––

No output schema declared.

No examples provided.

tourism_receipts_freshness ~25

Inspect official metadata and sample dates to flag stale or frozen data.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

tourism_receipts_metadata ~44

Get official metadata and schema for Tourism receipts. Source: data.gov.sg dataset d_e285a651ec353416054195528ca988a9 (STB).

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

tourism_receipts_profile ~31

Profile fields and numeric ranges from a bounded sample of Tourism receipts.

NameTypeReqDescription
sampleSizeinteger––

No output schema declared.

No examples provided.

tourism_receipts_search ~63

Search and page through Tourism receipts. Source: data.gov.sg dataset d_e285a651ec353416054195528ca988a9 (STB).

NameTypeReqDescription
limitinteger––
offsetinteger––
querystring––

No output schema declared.

No examples provided.

unemployment_freshness ~23

Inspect official metadata and sample dates to flag stale or frozen data.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

unemployment_metadata ~45

Get official metadata and schema for Unemployment rate. Source: data.gov.sg dataset d_ca32584c91ee07d091a4ce75fa868414 (MOM).

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

unemployment_profile ~30

Profile fields and numeric ranges from a bounded sample of Unemployment rate.

NameTypeReqDescription
sampleSizeinteger––

No output schema declared.

No examples provided.

unemployment_search ~64

Search and page through Unemployment rate. Source: data.gov.sg dataset d_ca32584c91ee07d091a4ce75fa868414 (MOM).

NameTypeReqDescription
limitinteger––
offsetinteger––
querystring––

No output schema declared.

No examples provided.

ura_new_sale_pipeline ~38

Summarise completed and uncompleted private residential new-sale units by quarter from the official URA table.

NameTypeReqDescription
quartersinteger––

No output schema declared.

No examples provided.

ura_private_property_freshness ~25

Inspect official metadata and sample dates to flag stale or frozen data.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

ura_private_property_metadata ~56

Get official metadata and schema for URA private property transactions. Source: data.gov.sg dataset d_7c69c943d5f0d89d6a9a773d2b51f337 (URA).

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

ura_private_property_profile ~34

Profile fields and numeric ranges from a bounded sample of URA private property transactions.

NameTypeReqDescription
sampleSizeinteger––

No output schema declared.

No examples provided.

ura_private_property_search ~75

Search and page through URA private property transactions. Source: data.gov.sg dataset d_7c69c943d5f0d89d6a9a773d2b51f337 (URA).

NameTypeReqDescription
limitinteger––
offsetinteger––
querystring––

No output schema declared.

No examples provided.

visitor_arrivals_freshness ~25

Inspect official metadata and sample dates to flag stale or frozen data.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

visitor_arrivals_metadata ~51

Get official metadata and schema for International visitor arrivals. Source: data.gov.sg dataset d_7e7b2ee60c6ffc962f80fef129cf306e (STB).

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

visitor_arrivals_profile ~32

Profile fields and numeric ranges from a bounded sample of International visitor arrivals.

NameTypeReqDescription
sampleSizeinteger––

No output schema declared.

No examples provided.

visitor_arrivals_search ~70

Search and page through International visitor arrivals. Source: data.gov.sg dataset d_7e7b2ee60c6ffc962f80fef129cf306e (STB).

NameTypeReqDescription
limitinteger––
offsetinteger––
querystring––

No output schema declared.

No examples provided.

visitors_top_sources ~45

Rank official monthly international visitor arrivals by country or region without mixing hierarchy levels.

NameTypeReqDescription
levelstring––
limitinteger––
periodstring––

No output schema declared.

No examples provided.

weather_air_quality ~40

Get Singapore Pollutant Standards Index readings and bands.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

weather_four_day_outlook ~42

Get Singapore weather outlooks for the next four days.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

weather_rainfall ~40

Get the latest rainfall observations from Singapore weather stations.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

weather_temperature ~38

Get the latest temperature observations from Singapore weather stations.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

weather_twenty_four_hour_forecast ~46

Get Singapore regional forecasts and temperature, humidity, and wind ranges.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

weather_two_hour_forecast ~42

Get area-level Singapore forecasts for the next two hours.

NameTypeReqDescription
datestring–Optional YYYY-MM-DD or YYYY-MM-DDTHH:mm:ss filter.

No output schema declared.

No examples provided.

Install

How do I install the Singapore MCP by Olano server?

Singapore MCP by Olano runs locally as an npm package, launched with npx -y @olano/mcp-singapore. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

npm · @olano/mcp-singapore

# add to Claude Code
claude mcp add olano-ai-mcp-singapore -- npx -y @olano/mcp-singapore
Common questions

What is the Singapore MCP by Olano server?

Singapore MCP by Olano is listed in the public MCP registry as io.github.olano-ai/mcp-singapore. Singapore public data, transport, rail, property, business, economy, weather, and analytics. This page covers its npm package (@olano/mcp-singapore).

Is the Singapore MCP by Olano server safe to use?

Singapore MCP by Olano scores 93 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. It declares no install or post-install scripts. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Singapore MCP by Olano server expose?

Singapore MCP by Olano exposes 291 tools: datagov_list_datasets, datagov_get_dataset_metadata, datagov_list_dataset_rows, datagov_get_realtime, onemap_search, and 286 more. Their descriptions and schemas cost roughly 12,264 tokens of context every time the server is loaded.

Is the Singapore MCP by Olano server still maintained?

Singapore MCP by Olano is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the Singapore MCP by Olano server under?

Singapore MCP by Olano declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

What did VerifyMCP test on the Singapore MCP by Olano server?

VerifyMCP ran 16 checks on Singapore MCP by Olano, covering Malware scan, Known CVEs, Install scripts, Dependency health and 12 more. Endpoint Security and Transport & Reachability do not apply to an npm package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.