Use when provisioning Google Cloud SQL, configuring Cloud SQL Auth Proxy, connection strings, read replicas, backups, PITR, private IP, database migrations, or managed PostgreSQL/MySQL/SQL Server on GCP.

Use when deploying containers to Google Cloud Run, editing service.yaml, using gcloud run, configuring Cloud Run Jobs, scaling, concurrency, traffic splitting, cold starts, networking, or serverless Dockerfiles.

Use when questioning claims, pushing back on assumptions, sanity-checking decisions, evaluating confident assertions, avoiding reflexive agreement, or answering prompts like "are you sure?"

Use when using bun.lockb, bunfig.toml, bun install, Bun workspaces, Bun test, Bun runtime APIs, JS or TS scripts run with Bun, bundling, or Node compatibility checks for Bun.

Use when editing biome.json or biome.jsonc, configuring Biome linting or formatting, troubleshooting Biome diagnostics, setting ignores or overrides, or replacing ESLint/Prettier in JS and TS projects.

Use when editing shell scripts, .sh files, bash shebangs, CLI automation, text processing pipelines, shell error handling, quoting, traps, functions, or portable Bash patterns.

Use when evaluating architecture, component boundaries, coupling, cohesion, abstractions, large refactors, new layers, maintainability risks, or design choices with long-term structural consequences.

Use when work depends on current external API behavior, SDK docs, framework versions, breaking changes, migration guides, changelogs, release notes, deprecations, or syntax that may have changed.

Use when editing Angular projects, angular.json, *.component.ts files, @Component code, signals, standalone components, control-flow blocks, Angular migrations, or Angular version-specific APIs.

Use when provisioning Google AlloyDB, configuring clusters or read pools, enabling columnar engine, setting up Private Service Access, tuning managed PostgreSQL on GCP, or migrating from Cloud SQL to AlloyDB.

Use when running AlloyDB Omni locally or outside GCP, configuring container deployments, Kubernetes operators, RPM installs, columnar engine tests, or local development that needs AlloyDB behavior.

Independent verification of literature review quality — citation checks, claim tracing, coverage analysis

运行时监督器。监控 run_status/progress/log 活跃度，发现卡住后自动向 owner session 注入断点续跑指令。

将论文笔记和对比矩阵综合为结构化学术文献综述，含 BibTeX 引用

将研究成果持久化到 Obsidian vault，维护论文池索引。支持每日研究日志、论文卡片、综述归档，以及跨项目论文去重和快速检索。

Collect and summarize Zhihu, Xiaohongshu, X, Reddit, YouTube, GitHub Trending, Hacker News, and Product Hunt hotspots with strict Chrome CDP routing and reproducible extraction commands.

9 源学术论文搜索与筛选（arXiv, Semantic Scholar, OpenAlex, PubMed, CrossRef, DBLP, Europe PMC, bioRxiv, Papers with Code），利用本机已安装工具，零额外依赖

从学术论文中提取结构化信息，生成标准化笔记和文献对比矩阵

Chrome 146+ CDP remote debugging architecture — dual-instance setup, cookie sync, profile isolation, and troubleshooting "Allow remote debugging" popups.

Generate phylogenies from genome assemblies using BUSCO/compleasm-based single-copy orthologs with scheduler-aware workflow generation

Place lab supply orders from member requests — route by request header to Amazon Business, the Pritzker Lab Google Form, or a direct vendor; stage the cart/form and stop for human review before any purchase. Use when the user pastes an order request or asks to order supplies, place an order, or fill the Pritzker form.

This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation. Use when working with collections of research papers that need to be converted into analyzable datasets with validation metrics.

Convert scanned PDFs and document images into clean Markdown using docling for layout (figures, tables, reading order) plus a vision-language OCR model. Use when a user needs high-quality OCR of scanned documents, historical literature, or photographed pages — preserving multi-column reading order, diacritics, special characters, and figures. Supports local vLLM/Ollama servers and cloud vision APIs (OpenAI, Anthropic). Assumes an OCR backend already exists.

Set up and execute phylogenetic biogeographic analyses using BioGeoBEARS in R. Use when users request biogeographic reconstruction, ancestral range estimation, or want to analyze species distributions on phylogenies. Handles input file validation, data reformatting, RMarkdown workflow generation, and result visualization.