Issues

• /analyze never runs the model, returns melanoma_probability 0.5 for every image, and can never flag urgent

  bugclinical-safety
  MoleCare/molecare-ml#102 · Filter by author YauhenBichel opened on Sep 25, 2026

• Decide what the risk bands should promise — in production no melanoma reaches high, and urgent never fires

  clinical-safety
  MoleCare/molecare-ml#100 · Filter by author YauhenBichel opened on Sep 25, 2026

• i18n: Community translations for API message catalogs (per-language PRs)

  good first issuehelp wantedi18n
  MoleCare/molecare-ml#48 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Document translation + clinical-safety review process in CONTRIBUTING.md

  clinical-safetydocumentationgood first issuei18n
  MoleCare/molecare-ml#47 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Document which API fields are stable codes vs localizable text

  documentationgood first issuei18n
  MoleCare/molecare-ml#46 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Community translations of MODEL_CARD.md and user-facing docs

  documentationgood first issuehelp wantedi18n
  MoleCare/molecare-ml#45 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Accept-Language (or locale) support on prediction endpoints

  designenhancementi18n
  MoleCare/molecare-ml#44 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Localize ABCDE recommendations and evolution messages

  enhancementhelp wantedi18n
  MoleCare/molecare-ml#43 · Filter by author YauhenBichel opened on Aug 24, 2026

• i18n: Extract API disclaimers into locale messages (English-only today)

  clinical-safetyenhancementhelp wantedi18n
  MoleCare/molecare-ml#42 · Filter by author YauhenBichel opened on Aug 24, 2026

• Finish and benchmark the Derm Foundation path against the Xception baseline

  foundation-modelshelp wantedresearch
  MoleCare/molecare-ml#38 · Filter by author YauhenBichel opened on Aug 24, 2026

• Detect drift between production inputs and the training distribution

  clinical-safetyhelp wantedmlops
  MoleCare/molecare-ml#37 · Filter by author YauhenBichel opened on Aug 24, 2026

• Benchmark inference latency and memory, and publish a budget

  help wantedmlops
  MoleCare/molecare-ml#36 · Filter by author YauhenBichel opened on Aug 24, 2026

• Generate the model card evaluation table from a real eval run

  clinical-safetyhelp wantedmlops
  MoleCare/molecare-ml#35 · Filter by author YauhenBichel opened on Aug 24, 2026

• Link released weights to the run that produced them

  help wantedmlops
  MoleCare/molecare-ml#34 · Filter by author YauhenBichel opened on Aug 24, 2026

• Version the training dataset with a manifest

  help wantedmlops
  MoleCare/molecare-ml#33 · Filter by author YauhenBichel opened on Aug 24, 2026

• Golden-prediction regression test for the released weights

  good first issuemlops
  MoleCare/molecare-ml#32 · Filter by author YauhenBichel opened on Aug 24, 2026

• Make training runs reproducible: global seeding and environment capture

  good first issuemlops
  MoleCare/molecare-ml#31 · Filter by author YauhenBichel opened on Aug 24, 2026

• Wire inference logging into the serving path

  good first issuemlops
  MoleCare/molecare-ml#30 · Filter by author YauhenBichel opened on Aug 24, 2026

• Reframe beyond binary melanoma / not-melanoma

  designhelp wanted
  MoleCare/molecare-ml#29 · Filter by author YauhenBichel opened on Aug 24, 2026

• Grad-CAM explainability: check what the model is actually looking at

  help wanted
  MoleCare/molecare-ml#28 · Filter by author YauhenBichel opened on Aug 24, 2026

• Characterise performance on consumer phone photos

  clinical-safetyhelp wanted
  MoleCare/molecare-ml#27 · Filter by author YauhenBichel opened on Aug 24, 2026

• Calibration analysis and reliability diagrams

  clinical-safetyhelp wanted
  MoleCare/molecare-ml#26 · Filter by author YauhenBichel opened on Aug 24, 2026

• Make the released weights loadable without tf-keras

  good first issuepackaging
  MoleCare/molecare-ml#25 · Filter by author YauhenBichel opened on Aug 24, 2026

• Document dataset provenance per training notebook

  documentationgood first issue
  MoleCare/molecare-ml#24 · Filter by author YauhenBichel opened on Aug 24, 2026

• Report sensitivity, specificity and AUC alongside accuracy

  clinical-safetygood first issuehelp wanted
  MoleCare/molecare-ml#23 · Filter by author YauhenBichel opened on Aug 24, 2026