claude-best-practices

Researches computational pathology and health AI literature using HuggingFace Papers MCP and Exa web search. Use when user says "find papers on", "research", "what's the latest on", "literature review", "survey", or asks about methods like MIL, SSL, WSI analysis, attention-based pooling, patch embedding, weakly supervised learning in pathology, or asks about specific tasks like tumor classification, survival prediction, biomarker detection, or lymphoma subtyping. Also activate for: "what has been done on X in comp path", "how do people approach Y in WSI analysis", "find related work for Z". Do NOT use for: general coding help, non-research queries, clinical deployment questions without a research component, or drug discovery / genomics topics outside pathology.

Audits a project for hiring visibility before going public. Verifies README clarity for impatient hiring managers, checks evaluation setup, tests, CI/CD, config file, and deployment link. Generates a pre-launch audit report with gaps and priorities. Use when you're ready to make a project visible to hiring managers or before submitting take-home assignments.