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📌 2026-05-22 added: National exam past-questions semantic search — 64K papers, 320K questions (1 datasets)

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Curated topic packs

Healthcare lookup

NHI enrolment numbers, hospital tiers, contracted institutions, visit rates — the datasets an AI needs to answer "what NHI hospitals are near me?".

Try this prompt with your AI

Show me 5 NHI-contracted regional hospitals in northern Taiwan, compare bed-ratio, and pick one with a lower visit rate.

How your AI actually queries these

Once Twinkle Hub is set up in your client, asking the AI to "look up dataset 175813" automatically calls the two tools below.

opendata-get_dataset(dataset_id="25842", sample_rows=5)
opendata-query_rows(dataset_id="25842", where="…", limit=20)