find_datasets

io.github.thaohienhomes/pho-research-tools · Verify this server

Find open scientific datasets (and optionally models) that fit a research question, check their licences, verify the source papers (DOI, retractions, corrections), and return a citable Research Data Brief with a public share link. Searches DataCite (Zenodo, Figshare, Dryad and other data repositories), the Hugging Face Hub boosted by the Hugging Science curated index, and, for life-science questions, NCBI GEO, CZ CELLxGENE Discover (curated single-cell data) and the CZ CryoET Data Portal (cryo-electron tomography). Each result has a match level, a plain-language licence verdict, the source paper and whether it checks out, a citation for the data, and a line of code to load it. Every identifier comes from the repositories' own metadata; nothing is generated. The `why` field lists the facts behind the match: explain the fit to the user in your own words from those facts, and say plainly when the brief is empty. Pass `keywords` with English search words when the question is long or not in English. Licence verdicts come from repository metadata and are not legal advice.