Version history

Highlights

• ✓**📘 Qualification exam (教檢)** — 429 papers / **12,731 questions**, ROC year 094-115 (2005-2026), **97.6% with official answer key**. Covers 5 categories: kindergarten / SEN / gifted / elementary / secondary. Source: National Taiwan Normal University on commission from MOE
• ✓**📗 Recruitment exam (教甄)** — 90 papers / **2,421 questions**, ROC year 109-115 (last 7 years), 10 cities/counties (focus on Taipei + Central Taiwan Strategic Alliance of 10 counties). Source: each local education bureau
• ✓New MCP tools: `search_teacher_exam_questions` / `search_teacher_recruit_questions` (semantic search), `search_teacher_exam` / `search_teacher_recruit` (paper metadata filtering), `get_teacher_exam_paper` / `get_teacher_recruit_paper` (full paper + answer key)
• ✓Two corpora strictly separated: "exam to qualify as teacher" → 教檢, "exam to apply for a specific school opening" → 教甄
• ✓**License: Taiwan Copyright Act §9(1)(5) statutory exemption** — "questions and reserve questions of various examinations held under law" are not subject to copyright. We only collect the question paper + multiple-choice answer key, not essay-question commentary (which IS the examiner's copyright)
• ✓Why 教甄 6× smaller than 教檢? Cities/counties differ wildly in disclosure — many publish only registration brochures and admission lists, not the test paper itself. New Taipei (SPA scrape blocked) and Lienchiang (no formal joint selection) missing. We collected everything we could

Example prompts

• Any Piaget questions in the qualification exam?
• Show me the 2024 secondary-school learner-development paper
• What's been asked on Music in the Central Taiwan alliance recruitment exams?
• Kindergarten qualification exams from 113+ onwards
• Top topics in recent 3 years of Music teacher recruitment

Dataset IDs

teacher_examteacher_recruit

Highlights

• ✓**SHP loader infra** (`twopendata/shp.py`) — pure-Python (pyshp + pyproj, no GDAL) SHP reader with auto TWD97 → WGS84 reprojection and Big5/CP950 DBF fallback. Unlocks **478 SHP datasets** for the corpus mirror pipeline long-term
• ✓**Taipei interactive flood map v4.1** (demo artifact) — 17 functional items **10/10 done**: live reservoir level, rain gauges, river status, shelter map, rainfall scenarios, flood-prone zones, pump stations
• ✓Defensive detection + warn-log + fallback for mislabelled `.prj` (encountered with `28028 土石流潛勢溪流圖` which ships EPSG:3822 but data is EPSG:3826 TM2)
• ✓1.02 MB standalone HTML demo — fully client-side, no MCP gateway required

Example prompts

• Will my Neihu home flood when there's heavy rain?
• Where's the closest shelter in Xinyi?
• Feicui Reservoir current water level and capacity
• Which rivers nationwide are on flood alert right now?

Highlights

• ✓**11 new tools** (`rt_*` namespace) — wrap Taiwan's CWA, NCDR, and Water Resources Agency live public APIs so MCP clients can answer realtime questions without dataset queries
• ✓Weather: `rt_cwa_realtime_rainfall` (10-min weather-station rain), `rt_cwa_24h_rainfall`, `rt_cwa_typhoon_status`, `rt_cwa_radar_image_url`, `rt_cwa_36h_forecast` (county-level)
• ✓Disasters: `rt_ncdr_active_alerts` (integrated alerts from CWA + WRA + Highway Bureau RSS)
• ✓Hydrology: `rt_reservoir_live` (4 major reservoirs incl. Feicui), `rt_wra_water_level` (375 river stations nationwide), `rt_wra_groundwater_level`, plus station catalogues
• ✓Total MCP tool count grew from 31 → **42**
• ✓Source: CWA / WRA / NCDR — OGDL licensing, CWA requires attribution

Example prompts

• What's the current rainfall in Taipei?
• Feicui Reservoir status right now
• Any typhoon warnings today?
• Active disaster alerts nationwide right now
• Which Kaohsiung station had heaviest rain in last 24h?

Dataset IDs

rt_*

Highlights

• ✓165 new datasets (`tp-*` prefix) mirrored from Taipei City's [data.taipei](https://data.taipei/) portal
• ✓**89 are Taipei-exclusive** (not in data.gov.tw's main catalog), **89 are flood / hydrology / disaster-resilience related** (with 13 overlap)
• ✓Highlights include: **flood-prone zones** (`tp-00003975`), **rainfall flood simulation** (78.8/100/130mm scenarios, `tp-00000862`), **Feicui Reservoir live status** (hourly, `tp-00000422`), **17,408 stormwater drain segments** (`tp-00001207`), pump stations, rain gauges, 12-district shelter maps, 6 categories of emergency water stations
• ✓Sample queries: "Neihu flood-prone zones", "nearest pump station", "Feicui Reservoir today", "emergency water stations during typhoon", "where floods when it rains hard"
• ✓Upstream cron diff sync on the 1st of each month — new releases land automatically
• ✓Source: **Taipei City Government Data Platform** ([data.taipei](https://data.taipei/)), licensed under **OGDL v1** (Taiwan Open Government Data License v1 — commercial use OK with attribution)

Example prompts

• Will my house in Neihu flood when there's heavy rain?
• What's the current water level at Feicui Reservoir?
• Where are the emergency water stations in Xinyi District?
• Which parts of Taipei flood deepest under a 130mm rain scenario?
• Any stormwater drain issues near my address?

Dataset IDs

tp-*

Highlights

• ✓**6 new datasets** (`dronegis-*` prefix) mirrored from the CAA's [dronegis.caa.gov.tw](https://dronegis.caa.gov.tw/) ArcGIS Server. **9,740 polygons total**
• ✓**Primary `dronegis-uav-zones`** (4,424 rows × 30 fields) — UAV red/yellow/green zoning with airspace name, category, controlling agency, penalty schedule, and full Chinese descriptions
• ✓Supplementary: `dronegis-nfz` (5,095, raw NFZ schema), `dronegis-emg-area` (110, emergency / security temporary controls with validity windows), `dronegis-national-park` (66), `dronegis-taipei-fir` (23), `dronegis-county` (22 admin boundaries)
• ✓data.gov.tw only carries 2 CAA datasets (airport + Taipei FIR) — county announcements, warning zones, security controls, artillery ranges all absent until now
• ✓**OpenData Extension family officially launched** — all non-data.gov.tw Twinkle AI mirrors (ly / pcc / lvr / tad / dronegis / jud / kh) now tagged `is_extension=True` in the catalog
• ✓Daily 04:30 UTC cron diff sync

Example prompts

• Any no-fly zones near my house?
• Can I fly a drone inside Yangmingshan National Park?
• No-fly zones within 5km of Taoyuan Airport
• Active temporary flight restrictions today

Dataset IDs

dronegis-uav-zonesdronegis-nfzdronegis-emg-areadronegis-national-parkdronegis-taipei-firdronegis-county

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