Official Skills
Twinkle Hub Skills — Taiwan data, ready to query
Read each SKILL inline on hub, download the zip, or copy-paste into your agent — no git clone, no window switching.
- -35%
- Total tokens (end-to-end)
- 3×
- End-to-end wall time
- -67%
- MCP I/O tokens per query
- 100%
- First-call accuracy (11/11)
2026-05-31 internal benchmark — Phase 1 plan-only across 11 skill domains, Claude Opus 4.7 subagent A/B (incl. Round 2 narrow-domain: health/finance/environment/agriculture); Phase 2 real MCP (LVR query: "Taipei Da'an 2024 transactions over NT$50M"). Single-query sample; cold-start and retry costs not included. See full report for caveats.
Judicial Court Decisions
360+ months · 6M+ cases (1996–)
Semantic search + LLM-extracted winner / outcome / award / sentence.
Read SKILL
MOEX National Exams
64.8k papers · 320k questions
30+ exam types — civil-service, law, judicial, accounting, medical, teacher and more.
Read SKILL
TIPO Patents
280k+ records (since 2018)
Invention / utility / design patent semantic retrieval + IPC classification.
Read SKILL
Real-estate (LVR)
6 metros + 16 counties · since 2012 · sales 4.75M / rentals 726k / pre-sale 554k
Ministry of Interior LVR sales / rentals / pre-sale lookups; address search via the half-width column.
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Government Procurement (PCC)
162k+ records · 11 years since 2015-04
Nationwide tender / award notices — vendor due diligence and agency spend analysis with one SQL.
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Legislative Yuan
284k+ rows · 8 collections
Bills / legislators / interpellations / IVOD / gazette across 8 linked collections.
Read SKILL
Taiwan Transportation
Main transit batch datasets
TRA / THSR / metro / bus / freeway — main batch datasets (real-time data via TDX tools).
Read SKILL
Healthcare
~1k+ datasets · pandemic / clinics / drug coverage / food safety
NHI, CDC, TFDA, HPA, Chinese medicine, mental health — one umbrella query.
Read SKILL
Finance & Securities
~2k+ datasets · listed companies / FX / customs / tax
FSC, TWSE, TPEx, TDCC, Central Bank, Ministry of Finance from a single skill.
Read SKILL
Environment & Weather
~2k+ datasets · AQI / reservoirs / typhoons / quakes / EIA
MoENV, CWA, Water Resources, Forestry, Ocean Affairs — real-time also via NCHC IoT API.
Read SKILL
Agriculture
~1.5k+ datasets · wholesale prices / fisheries / livestock disease
MOA + its 7 regional improvement stations + tea/forestry research institutes.
Read SKILL
Education
~3k+ datasets · 12k+ schools / admissions / 108 curriculum / teacher exams
MOE + K12EA + Higher Ed + Technical-Vocational + Sports + national universities all together.
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Labor & Wages
~1k+ datasets · wages / unemployment / labor insurance / minimum wage / migrant workers
MOL, BLI and DGBAS wage / unemployment / labor insurance data.
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Energy & Utilities
~700 datasets · oil/gas/electricity / renewables / mix / carbon intensity / plants
Energy Bureau + Taipower + CPC + water utilities in one query path.
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Culture & Heritage
~2.5k+ datasets · monuments / collections / arts events / grants / 16 indigenous peoples
Ministry of Culture, NPM, national museums, Hakka and Indigenous councils.
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Population & Elections
~1k+ datasets · population / births / deaths / elections / new residents
Household Registration, CEC, SFAA, NIA — demographic and electoral data.
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Tourism & Parks
~1k+ datasets · 9 national parks / 13 scenic areas / visitor flow
Tourism Administration, National Parks, municipal tourism bureaus — 50k+ POIs with lat/lon.
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Geo / GIS
5k+ datasets with lat/lon
Administrative districts, school zones, electoral districts, public facilities — geocode-ready.
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OpenData General
53k+ datasets · 17 domains
Catalog-wide fallback — for domains the other 9 specialized skills don't cover.
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Skill Navigator
meta · cross-skill routing
Meta-skill: the entry point for agents new to Twinkle Hub — routes you to the right specialized skill.
Read SKILL