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Aperivue/medsci-skills
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | A skill your agent uses when turning a folder of research PDFs into Obsidian notes, even if Obsidian is not named. | Aperivue/ | 333 | — | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 2 | A skill your agent uses when a clinical CSV/Excel dataset needs profiling and cleaning before analysis (missing values, outliers, duplicates, type mismatches). | Aperivue/ | 333 | — | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 3 | A skill your agent uses when checking a radiology or medical AI study design before drafting or submission. | Aperivue/ | 333 | — | ~3.9k | Automated safety check: Pass | MIT | 6 days ago |
| 4 | A skill your agent uses when each author needs an ICMJE Conflict of Interest disclosure form (coidisclosure.docx) for submission. | Aperivue/ | 333 | — | ~1.5k | Automated safety check: Pass | MIT | 6 days ago |
| 5 | A skill your agent uses when an institutional Word form (.doc/.docx IRB protocol, ethics application, grant template) must be filled without breaking its styles, tables, fonts or page layout. | Aperivue/ | 333 | — | ~1.7k | Automated safety check: Pass | MIT | 6 days ago |
| 6 | A skill your agent uses when looking for research topics a longitudinal cohort database can answer (NHIS, UK Biobank, an institutional EMR or registry). | Aperivue/ | 333 | — | ~2.9k | Automated safety check: Pass | MIT | 6 days ago |
| 7 | A skill your agent uses when choosing where to submit a manuscript. | Aperivue/ | 333 | — | ~3.4k | Automated safety check: Pass | MIT | 6 days ago |
| 8 | A skill your agent uses when a tabular dataset (CSV, Excel, Parquet, Stata, SAS) needs a data dictionary. | Aperivue/ | 333 | — | ~1.1k | Automated safety check: Pass | MIT | 6 days ago |
| 9 | 9.Humanize A skill your agent uses when a manuscript or response-to-reviewers letter reads as AI-written. | Aperivue/ | 333 | — | ~2.9k | Automated safety check: Pass | MIT | 6 days ago |
| 10 | 10.Imaging Data A skill your agent uses when preparing a medical-imaging dataset (DICOM/NIfTI) for modelling. | Aperivue/ | 333 | — | ~2.9k | Automated safety check: Pass | MIT | 6 days ago |
| 11 | 11.Lit Sync A skill your agent uses when references in a .bib file (often from /search-lit) should land in Zotero and Obsidian. | Aperivue/ | 333 | — | ~4.6k | Automated safety check: Pass | MIT | 6 days ago |
| 12 | A skill your agent uses when managing a manuscript project over time. | Aperivue/ | 333 | — | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 13 | A skill your agent uses when validating or evaluating a trained medical-imaging model. | Aperivue/ | 333 | — | ~4.5k | Automated safety check: Pass | MIT | 6 days ago |
| 14 | 14.Radiomics ML A skill your agent uses when building or auditing a radiomics or tabular clinical-ML prediction model with a classical learner (LASSO, SVM, random forest, XGBoost and similar). | Aperivue/ | 333 | — | ~2.7k | Automated safety check: Pass | MIT | 6 days ago |
| 15 | 15.Manage Refs A skill your agent uses when references must be written, rendered or converted. | Aperivue/ | 333 | — | ~4.1k | Automated safety check: Pass | MIT | 6 days ago |
| 16 | 16.Mllm Eval A skill your agent uses when designing or auditing how an LLM or multimodal LLM is evaluated on a clinical task (report generation, VQA, text extraction). | Aperivue/ | 333 | — | ~1.9k | Automated safety check: Pass | MIT | 6 days ago |
| 17 | 17.Model Card A skill your agent uses when a trained medical-imaging model needs its documentation. | Aperivue/ | 333 | — | ~1.5k | Automated safety check: Pass | MIT | 6 days ago |
| 18 | A skill your agent uses when you need a runnable PyTorch training repo for a medical-imaging task (segmentation, classification, detection, synthesis, self-supervised, or fine-tuning a pretrained… | Aperivue/ | 333 | — | ~3.1k | Automated safety check: Pass | MIT | 6 days ago |
| 19 | A skill your agent uses when choosing the model for a medical-imaging study. | Aperivue/ | 333 | — | ~2.7k | Automated safety check: Pass | MIT | 6 days ago |
| 20 | A skill your agent uses when turning a personal agent skill into an open-source, distributable one. | Aperivue/ | 333 | — | ~3.2k | Automated safety check: Pass | MIT | 6 days ago |
| 21 | A skill your agent uses when rendering a Markdown document (English or Korean) such as a proposal, IRB cover letter, handout or reference table to PDF via pandoc and xelatex, with auto-fitted table… | Aperivue/ | 333 | — | ~2.1k | Automated safety check: Notes | MIT | 6 days ago |
| 22 | 22.Search Lit A skill your agent uses when finding papers or building a reference list. | Aperivue/ | 333 | — | ~4.7k | Automated safety check: Pass | MIT | 6 days ago |
| 23 | 23.Verify Refs A skill your agent uses when checking whether a manuscript's references are real. | Aperivue/ | 333 | — | ~3.1k | Automated safety check: Pass | MIT | 6 days ago |
| 24 | A skill your agent uses when you must prove an analysis ran on the intended data or lock a dataset version. | Aperivue/ | 333 | — | ~1.1k | Automated safety check: Pass | MIT | 6 days ago |
| 25 | A skill your agent uses when auditing a manuscript item by item against a reporting guideline or risk-of-bias tool. | Aperivue/ | 333 | — | ~7.9k | Automated safety check: Pass | MIT | 6 days ago |
| 26 | 26.Write Paper A skill your agent uses when drafting a medical research manuscript or any IMRAD section. | Aperivue/ | 333 | — | ~9k | Automated safety check: Pass | MIT | 6 days ago |
| 27 | A skill your agent uses when data needs statistical analysis. | Aperivue/ | 333 | — | ~7k | Automated safety check: Pass | MIT | 6 days ago |
| 28 | 28.Contribute A skill your agent uses when sending local changes back to the project (an added journal profile, a fixed checklist item, an adapted skill) or reporting a false positive or bug. | Aperivue/ | 333 | — | ~2.4k | Automated safety check: Pass | MIT | 6 days ago |
| 29 | 29.Make Figures A skill your agent uses when a paper needs publication-ready figures or a visual abstract. | Aperivue/ | 333 | — | ~8.4k | Automated safety check: Pass | MIT | 6 days ago |
| 30 | A skill your agent uses when running a systematic review and meta-analysis, DTA or intervention. | Aperivue/ | 333 | — | ~8.7k | Automated safety check: Pass | MIT | 6 days ago |
| 31 | A skill your agent uses when a manuscript needs a copy-edit for consistency and non-native English clarity. | Aperivue/ | 333 | — | ~1.5k | Automated safety check: Pass | MIT | 6 days ago |
| 32 | A skill your agent uses when preparing an academic talk such as a journal club, grand rounds, seminar, conference presentation, or lecture/teaching deck. | Aperivue/ | 333 | — | ~9.1k | Automated safety check: Pass | MIT | 6 days ago |
| 33 | 33.Revise A skill your agent uses when a manuscript comes back with reviewer or editor comments. | Aperivue/ | 333 | — | ~6.7k | Automated safety check: Pass | MIT | 6 days ago |
| 34 | 34.Self Review A skill your agent uses when checking your own manuscript before submission from a reviewer's perspective. | Aperivue/ | 333 | — | ~12k | Automated safety check: Pass | MIT | 6 days ago |
| 35 | A skill your agent uses when building, auditing or freezing a journal submission package from the canonical manuscript. | Aperivue/ | 333 | — | ~7.7k | Automated safety check: Pass | MIT | 6 days ago |
| 36 | 36.Academic Aio A skill your agent uses when a medical AI paper should be found and cited by AI search engines and RAG tools. | Aperivue/ | 333 | — | ~4.8k | Automated safety check: Pass | MIT | 6 days ago |
| 37 | 37.Add Journal A skill your agent uses when a target journal has no profile yet. | Aperivue/ | 333 | — | ~2.6k | Automated safety check: Pass | MIT | 6 days ago |
| 38 | A skill your agent uses when analyzing a researcher's publication record from PubMed. | Aperivue/ | 333 | — | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 39 | A skill your agent uses when planning how many patients or cases a study needs before data collection (power analysis, IRB justification). | Aperivue/ | 333 | — | ~2.9k | Automated safety check: Pass | MIT | 6 days ago |
| 40 | A skill your agent uses when comparing an exposure-outcome association across countries with parallel national surveys (KNHANES, NHANES, CHNS). | Aperivue/ | 333 | — | ~2.4k | Automated safety check: Pass | MIT | 6 days ago |
| 41 | A skill your agent uses when exposure, outcome, covariate or eligibility definitions and cutoffs need a citable basis before the protocol. | Aperivue/ | 333 | — | ~1.9k | Automated safety check: Pass | MIT | 6 days ago |
| 42 | 42.Deidentify A skill your agent uses when clinical data may contain PHI and must be de-identified before any LLM-assisted analysis. | Aperivue/ | 333 | — | ~3.4k | Automated safety check: Pass | MIT | 6 days ago |
| 43 | A skill your agent uses when designing a study that benchmarks AI systems against a human-expert panel, before data collection. | Aperivue/ | 333 | — | ~2.4k | Automated safety check: Pass | MIT | 6 days ago |
| 44 | A skill your agent uses when you need full-text PDFs for a list of DOIs, such as a meta-analysis screening set. | Aperivue/ | 333 | — | ~1.9k | Automated safety check: Pass | MIT | 6 days ago |
| 45 | A skill your agent uses when starting or inheriting a radiology research project and need to know what it is. | Aperivue/ | 333 | — | ~1.6k | Automated safety check: Pass | MIT | 6 days ago |
| 46 | A skill your agent uses when applying a published cohort study's methodology to a different database. | Aperivue/ | 333 | — | ~1.7k | Automated safety check: Pass | MIT | 6 days ago |
| 47 | 47.Setup Medsci A skill your agent uses when a skill fails for a missing tool or the environment needs checking. | Aperivue/ | 333 | — | ~960 | Automated safety check: Pass | MIT | 6 days ago |
| 48 | 48.Batch Cohort A skill your agent uses when one validated cohort analysis must be repeated across many exposure/outcome pairs. | Aperivue/ | 333 | — | ~2.4k | Automated safety check: Pass | MIT | 6 days ago |
