Version history

Highlights

• ✓37 new datasets (`tad-*` prefix) mirroring the Taiwan Tourism Administration's official statistics database — **70-year complete time series since 1956**
• ✓4 themes: **inbound visitors** (by nationality / residence / age / gender / purpose / length of stay / spending), **outbound citizens** (by destination / gender / age / transport mode), **cruise passengers**, **annual visitor counts** at scenic spots
• ✓**Monthly + yearly dual time series**: supports both same-month YoY queries (2025-05 vs 2024-05) and annual-overview comparisons (2019 / 2024 / 2025)
• ✓New skill `tw-opendata-tourism-stat` (v1.0.0) is live on `/skills` with a `.skill.zip` bundle; see the skill page for canonical queries
• ✓**Complementary** to the existing `tw-opendata-tourism` skill: use the original for points-of-interest (scenic spots, B&Bs, national parks); use this one for statistics, time series, multi-dimensional cross-tabs
• ✓Upstream syncs on the 1st of each month — new releases land automatically
• ✓Source: Taiwan Tourism Administration statistics database at stat.taiwan.net.tw — official public statistical reports; please preserve source attribution when redistributing

Example prompts

• Top 10 inbound visitor nationalities in 2025 vs 2019
• Distribution of length-of-stay for Japanese visitors over the years
• 2024 outbound citizens to Japan vs Korea, monthly trend
• Annual visitor counts at Yushan National Park

Dataset IDs

tad-*

Highlights

• ✓We rebuilt the drug-leaflet search back-end on top of a pre-built index. Three tools now answer in single-digit milliseconds: `opendata-search_drug_label` (precise leaflet-field search), `opendata-check_drug_interaction` (scan 2–10 drug leaflets for interactions), and the leaflet-merge stage inside `opendata-get_drug_details`
• ✓Warm-cache latency measured live: leaflet-field search 1.78 ms (down from 50–200 ms); two-drug interaction scan 0.27 ms
• ✓The drug-licence registry search (`opendata-search_drug` and friends) still uses the previous path and will move in the next release — this ship focuses the highest-traffic surface first
• ✓Zero user-facing changes: tool signatures, response schema, env vars are all unchanged — agents don't need to reconnect or change prompts
• ✓Source: drug leaflets from `twinkle-ai/tw-drug-labels-vision` (CC-BY-4.0, 44,663 structured leaflets)

Example prompts

• Drugs whose leaflet mentions both warfarin and NSAIDs (noticeably faster)
• Find leaflets whose contraindications mention pregnancy
• Check interaction text across these 3 drug licence numbers

Dataset IDs

tfda-drug-leaflets

Highlights

• ✓ICD-10-CM zh-TW 96,803 codes: `opendata-lookup_icd10` supports code prefix match and Chinese / English keyword fuzzy search (source: MOHW data.gov.tw 177507, OGDL v1)
• ✓TFDA full drug licence registry, 71,836 items: `opendata-search_drug` by name / indication / licence number / active-only; `opendata-get_drug_details` returns both administrative fields and structured leaflet fields in one call (source: data.gov.tw 9122, OGDL v1)
• ✓Drug leaflets 44,663 items structured into 6 fields (indications, contraindications, warnings, drug interactions, adverse reactions, dosage): `opendata-search_drug_label` searches inside leaflet fields directly; `opendata-check_drug_interaction` scans 2–10 drugs at once for interaction text (source: our own HF dataset `twinkle-ai/tw-drug-labels-vision`, CC-BY-4.0)
• ✓Food nutrition composition 226,825 rows: `opendata-query_food_nutrition` with built-in academic / colloquial term aliases (protein ↔ crude protein etc.); TFDA certified health supplements 562 items: `opendata-search_health_supplements` (source: data.gov.tw 8543 / 6951, OGDL v1)
• ✓All new tools are sub-100ms pure SQL — no external API dependency
• ✓Zero deployment changes: bump the image and tool signatures + response schema are unchanged
• ✓⚠ Disclaimer: `check_drug_interaction` is a text substring scan intended for research / education only, NOT a clinical decision tool

Example prompts

• List every ICD-10 code for type-2 diabetes mellitus
• TFDA licences containing Metformin — what are the licensed indications
• Drugs whose leaflet mentions both warfarin and NSAIDs
• Compare omega-3 content between salmon and tuna
• Which health-claim category do these health-supplement licence numbers fall under

Dataset IDs

tfda-drug-licencestfda-health-supplementsmoa-food-nutritionmoh-icd10-zh-tw

Highlights

• ✓Outbound query embeddings now go through a dedicated managed endpoint — p99 latency near-zero on timeouts
• ✓Bulk preprocessing (chunk embed, backfill) split from outbound query traffic — no more outbound degradation during corpus backfill
• ✓Zero user-facing changes: tool signatures, response schema, and env vars are all unchanged
• ✓OpenData container v1.22 already shipped and running behind Twinkle Hub — everyone is on the new path

Example prompts

• Find 2024 Kaohsiung District Court trademark-infringement rulings (noticeably faster)
• Bar exam questions on "director liability"
• TSMC EUV-related patents after 2023

Dataset IDs

judicial-judgmentsmoex-examtipo-patents

Highlights

• ✓Anthropic Agent Skills format (.claude/skills/<slug>/SKILL.md) — unzip into ~/.claude/skills/ and your agent picks them up
• ✓20 skills covering every data domain: real-estate, government procurement, Legislative Yuan, judicial rulings, national exams, TIPO patents, geo, transportation, health insurance, finance, environment, agriculture & fisheries, education, labour, energy, culture, population, tourism, general catalog + tools meta-skill
• ✓Claude Desktop / Claude Code / GitHub Copilot CLI / OpenAI Codex CLI and any MCP client knows which tool to use, with which filters, on which corpus
• ✓Each skill ships with example prompts, tool signatures, edge cases, and skill-to-skill routing
• ✓Bundle download: hub.twinkleai.tw/skills/twinkle-hub-skills-all.zip; per-skill at /skills/<slug>

Example prompts

• (with skills loaded) Average 2024 home-sale price in Xinyi District
• (with skills loaded) Find 2024 senior civil-service exam questions on civil law
• (with skills loaded) TSMC EUV-lithography patents from the last 3 years

Highlights

• ✓MOEX (Ministry of Examination) full archive of public exam papers, ROC year 101–114 (2012–2025), 14 years
• ✓64,815 papers and 320,663 questions (multiple-choice split A/B/C/D; essay split per question, all structured)
• ✓Plain-language semantic search — just ask “soil liquefaction”, “director liability under Company Act”, “environmental impact assessment”
• ✓Drill down into any paper to read each question stem (MC answers included; essay answers are not published by MOEX)
• ✓New tools: `opendata-search_exam` + `opendata-get_exam_paper`
• ✓Existing users: fully Quit and relaunch Claude Desktop (Cmd+Q) so the connector reloads the tool list
• ✓Source: MOEX past exam questions (data.gov.tw dataset 170565, OGDL v1, commercial use + redistribution OK)

Example prompts

• Find Taiwan national-exam questions on environmental impact assessment
• Bar exam questions touching on “director liability”
• Soil-mechanics questions in the 2024 (ROC 113) senior civil service exam

Dataset IDs

moex-exam

Highlights

• ✓TGOS geo tools (Ministry of the Interior): coordinate ↔ address / 6-digit postal code
• ✓Buffer search across 9 themes: shelters, temples, speed cameras, historical traffic incidents…
• ✓Real-estate (LVR) + procurement (PCC) now carry district codes — one town_code JOIN across datasets
• ✓Example: Xinyi District 2024 — 3,485 trades, avg NT$27.2M, joinable against local government procurement
• ✓Source: TGOS, Ministry of the Interior (data.tgos.tw, OGDL v1, attribution required)

Example prompts

• Average 2024 home price in Xinyi District, Taipei
• Which district is coordinate (121.57, 25.03) in
• Is procurement activity in Xinyi District correlated with home prices

Dataset IDs

lvr-tradeslvr-presalelvr-rentalspcc-tender

Highlights

• ✓119 Kaohsiung tech-community events for 2026 (GDG / TOOCON / PyLadies / KIMU / Build with AI…)
• ✓13 communities + stamp-card rewards + sponsor list
• ✓Zero install: no npm, no GitHub token — just ask in Claude Desktop
• ✓twinkle-hub's first community-maintained external dataset partner
• ✓Source: Kaohsiung Community Card (maintained by GDG Kaohsiung, MIT, attribution required)

Example prompts

• Tech events in Kaohsiung this May
• What is GDG Kaohsiung running this month
• Communities with stamp-card rewards

Dataset IDs

kh-community-eventskh-community-list

Highlights

• ✓Company 360: one company name → exact join across registration / board / procurement / trade / tax (4 gov DBs)
• ✓Judicial Stats Room: outcome distribution, presiding-judge leanings, sentencing & award stats
• ✓Taiwan Rural Map: 254 rural spots + local food on a real map (OSM)
• ✓Housing-price heatmap + procurement war room
• ✓No signup, no MCP setup — play right in the browser

Dataset IDs

company-360judicial-statsvillages-mapreal-estate-heatmapprocurement-warroomplayground-gallery

Highlights

• ✓69,499 rulings (2026-02 PoC month; full 30-yr backfill in progress)
• ✓37 structured cols: case no / court / level / cause + LLM-extracted issue / winner / sentence / reasoning
• ✓Sub-second queries, aggregate by presiding judge / cause / statute
• ✓Source: Judicial Yuan rulings (gov open data, statistical-analysis use)

Example prompts

• Damages cases presided by judge Chi Wen-hui
• Civil plaintiff win-rate in Feb 2026
• Top 10 most-cited statutes

Dataset IDs

jud-rulings

Highlights

• ✓Industry/business code → Chinese label (788 entries, accepts 7-digit GCIS / 4-6 digit DGBAS / single-letter category with fallback)
• ✓Company status / org type / capital-range — 3 in-process lookups (sub-ms, zero cost)
• ✓Executives / branches / fuzzy-name → tax-ID — 3 live API tools via data.gcis.nat.gov.tw
• ✓Source: Ministry of Economic Affairs Commerce Division OData v3, commercial-use OK

Example prompts

• What's the tax ID of 永貿汽車租賃
• Board of directors at TSMC
• Branch offices of Hon Hai (Foxconn)
• What does industry code 2611 mean

Dataset IDs

lookup_industry_codelookup_company_status_codelookup_business_unit_typelookup_capital_rangelookup_company_executiveslookup_company_branchessearch_company_by_name

Highlights

• ✓Parser fix: pcc-tender's vendor column was 100% null before; now 99.998% populated
• ✓Sample probe: 46 awards for 永貿汽車租賃 totalling NT$58.86M; vendor-search path fully working
• ✓Source: web.pcc.gov.tw (Public Construction Commission e-Procurement) bi-monthly open data, national mirror

Example prompts

• Total awards for vendor 永貿汽車租賃
• Top 10 winning vendors of Taipei City government in 2024
• Awards by agency for a given vendor across 11 years

Dataset IDs

pcc-tender

Highlights

• ✓lvr-trades 4.75M rows of sales / lvr-presale 554k rows of presale incl. rescissions / lvr-rentals 726k rows of rentals
• ✓Coverage: 22 counties × 55 quarters (2012-Q3 → 2026-Q1)
• ✓Preserves all 33-35 original Traditional-Chinese columns + 3 enrichment fields (city / season / iso_trade_date)
• ✓License: Taiwan Government Open Data License v1 (OGDL-equivalent) — commercial OK, sub-license OK, attribution required

Example prompts

• Top 5 highest-priced property sales in Xinyi district 2024
• Property sales count in Zhongli district, Taoyuan, last year
• Office rental rates in Taipei City
• Presale rescission cases by quarter

Dataset IDs

lvr-tradeslvr-presalelvr-rentals

Highlights

• ✓pcc-tender grew 135k → 162,189 rows (11 years of complete history from 2015-04)
• ✓Schema expanded 9 → 19 columns: procurement type, tender method, award price, agency phone/address, vendor address, losing bidders, more
• ✓Sourced from web.pcc.gov.tw (Public Construction Commission e-Procurement)

Example prompts

• Taipei City government awards last month with vendor + amount
• Total winning bid amount for a vendor across 11 years
• Tenders above NT$1M with agency contact phone
• Procurement type distribution by agency

Dataset IDs

pcc-tender

Highlights

• ✓ly-councilors: 603 rows of councilors from 22 cities/counties (Interior Ministry, OGDL v1)
• ✓ly-votes: 850 named-vote events in the 11th legislative session (extracted from session records)
• ✓Sourced from Interior Ministry + Legislative Yuan official data.ly.gov.tw

Example prompts

• Taipei City councilors with party affiliation
• Named-vote pattern on energy bills in the 11th session
• DPP voting distribution on a key bill

Dataset IDs

ly-councilorsly-votes

Highlights

• ✓8 datasets covering bills, legislators, gazettes, agendas, interpellations, IVOD, meetings, committees
• ✓Sourced from Legislative Yuan official data.ly.gov.tw, refreshed daily
• ✓License: LY open-data declaration (attribution required)

Example prompts

• What committees exist in the Legislative Yuan and what do they do?
• List 11th-term DPP legislators
• Status of energy-related bills in the 11th term

Dataset IDs

ly-billsly-legislatorsly-gazettesly-gazette_agendasly-interpellationsly-ivodsly-meetsly-committees

Highlights

• ✓Drug permits 71k, ingredients 125k, ATC classification 80k, food nutrition 226k rows
• ✓Fixed 6 FDA endpoints that returned ZIP under .csv extension — added magic-byte sniffing
• ✓License: OGDL v1 (Taiwan Government Open Data License) — commercial-safe

Example prompts

• Distribution of metformin-containing drug permits by dosage form
• Top 10 foods by protein content
• Nutritional profile of white rice
• Approved health supplements grouped by health claim

Dataset IDs

91179119912091219122695184528543

Highlights

• ✓Nationwide tenders, awards, supplier search; updated daily
• ✓Sourced from web.pcc.gov.tw (Public Construction Commission e-Procurement)
• ✓License: attribution required (not OGDL — review before commercial use)

Example prompts

• Awards by agency last month
• Supplier win-rate statistics
• Tenders above NT$1M

Dataset IDs

pcc-tender

Highlights

• ✓19 domains spanning Taiwan open data: transport, health & food, real estate, agriculture, education, taxation, public finance, environment, culture & tourism, more
• ✓52,960 datasets ingested from data.gov.tw + ministry OData / APIs, refreshed daily
• ✓5 MCP tools (list_domains / search_datasets / get_dataset / query_rows / materialize_dataset)
• ✓37 Taiwan-local utility tools (ID number / tax-ID validation, ROC ↔ Gregorian dates, address normalization, MRT station lookup, bank / agency codes, lunar calendar, more)
• ✓Free during alpha: Google / GitHub signup → API key → connect from Claude Desktop / Cursor / claude CLI

Example prompts

• Pharmacies under National Health Insurance in Taipei Xinyi District
• Validate tax ID 12345678 and look up the company registry record
• Public holidays + makeup workdays in 2026
• Derive postal code from a Chinese-language address