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Python decorator patterns for bioinformatics: timing, validation, memoization, and stacking.

Single-cell RNA-seq analysis from count matrix to annotated cell types and trajectories.

Pattern matching algorithms: naive, KMP (failure function), Rabin-Karp (rolling hash), and DFA-based matching for sequence search.

Bio.PDB parsing, distance/RMSD/TM-score calculation, DSSP, Ramachandran, PWM/PROSITE, GO enrichment, and KEGG REST API utilization.

Use when looking up journal or magazine name abbreviations, converting between full names and ISO 4/MEDLINE abbreviations, processing BibTeX files for journal name standardization, or answering questions about 期刊缩写/杂志缩写. Triggers on "journal abbreviation", "abbreviate journal", "journal name", "期刊缩写", "杂志缩写", "ISO 4", "LTWA", "BibTeX journal". PROACTIVELY USE when user mentions citation formatting

Claude Code configuration with 42 specialized agents, 33 skills, 28 commands, and a hook system for development best practices

Use when evaluating projects for production or enterprise readiness, implementing supply chain security (SLSA, cosign, SBOMs, pnpm), hardening CI/CD pipelines, establishing quality gates (TYPO3: CI matrix PHP 8.2-8.5 x TYPO3 12.4/13.4/14.3 LTS), pursuing OpenSSF Best Practices Badge (Passing/Silver/Gold) or OSPS Baseline levels, reviewing code quality, writing ADRs, or configuring Git hooks and CI

Use when the user wants to check the status of an async Cloud Job (backup, restore, migration, import, or clone). Also use when the user wants to wait for a long-running operation to complete.

Use when the user wants to create, list, describe, drop, rename, load, release, or manage collections and collection aliases in Milvus.

Use when the user reports that a Zilliz Cloud cluster or Milvus collection is unhealthy, slow, stuck, returning errors, hitting quotas, or otherwise misbehaving — or when they ask "what's wrong with...", "why is ... slow", "diagnose ...", "troubleshoot ...".

Use when the user wants to list available PrivateLink endpoint services, list/create/delete PrivateLink endpoints for a project, or manage the endpoint whitelist on Zilliz Cloud.

Zilliz Cloud onboarding and usage assistant. Helps users understand Zilliz Cloud, choose the right plan, estimate costs, write code, debug issues, and adopt new features like Functions, Volumes, and Global Clusters. Use this skill whenever the user asks about Zilliz Cloud — including plan selection, pricing, cost estimation, capacity planning, cluster configuration, SDK usage, schema design, searc