ๅฎไฝ็ปๆๅๆฅ่ช๏ผๅ ๅซๆญฃ็กฎ็ๆฅ่ชๅฑ็บงๅๆๆๆฐๆฎๅค็ใ ไฝฟ็จๆถๆบ๏ผๆฐๅขๆฅ่ชใ้ค้ฏใ่ฎพ็ฝฎๅฏ่งๆตๆงใ ๅ ณ้ตๅญ๏ผlogging, log level, structured logging, observability, ๆฅ่ช, ่ฎฐๅฝ, ็ปๆๅๆฅ่ชใ
Implement structured logging with proper log levels and sensitive data handling. Use when: adding logging, debugging, setting up observability. Keywords: logging, log level, structured logging, observability, ๆฅ่ช, ่จ้, ็ตๆงๅๆฅ่ช.
Monitor Vercel deployments, debug production issues, check logs, and understand logging patterns. Use when investigating errors, checking deployment logs, debugging failures, or improving observability.
HPC containerization with Singularity/Apptainer including definition files, .sif image management, MPI integration, GPU passthrough, Slurm job integration, and Docker image conversion.
ๅฝๅฎๆฝKubernetes็ผๆๆถ๏ผๅๆ้็พคๆถๆ่ฎพ่ฎก๏ผไผๅๅฎนๅจ็ผๆๆง่ฝ๏ผ่งฃๅณK8s็ธๅ ณ้ฎ้ขใ้ช่ฏ่ตๆบ้ ็ฝฎ๏ผ่ฎพ่ฎกๆๅก้จ็ฝฒ็ญ็ฅ๏ผๅๆไฝณๅฎ่ทตใ
ๅฝ้ช่ฏKubernetes้ ็ฝฎๆถ๏ผๅๆYAMLๆธ ๅ่ฏญๆณ๏ผๆฃๆฅ่ตๆบๅฎไน่ง่๏ผ้ช่ฏ้จ็ฝฒ้ ็ฝฎใ้ช่ฏ้็พค่ตๆบ๏ผ่ฎพ่ฎกๅฎๅ จ็ญ็ฅ๏ผๅๆไฝณๅฎ่ทตใ
Compact ARCHI.md when it exceeds recommended size - smart compression without losing relevance
Kubernetes-local workflow for manifest hardening, renderability, overlays, quotas, network policies, and rollout safety in PetSwipe. Use when working inside k8s and the task is specifically about manifest correctness or production posture.
Safely apply chunking configurations to Zarr datasets with validation, progress reporting, memory-bounded execution, and rollback safety. Supports local and cloud storage backends.
Migrate Kubernetes applications from bjw-s/app-template Helm charts to native manifests (Deployment, Service, HTTPRoute). Use this skill when moving away from Helm to standard YAML while maintaining zero-downtime and Flux/Volsync integration.
๋ถ์ ๊ฒฐ๊ณผ ํ์ผ ์ ์ฅ ํ๋กํ ์ฝ. Write ๋๊ตฌ ์ฌ์ฉ ๊ท์น, ์ ์ฅ ๊ฒฝ๋ก ์ปจ๋ฒค์ , ์คํจ ์ ์๋ต ํ์์ ์ ์ํฉ๋๋ค.
Optimize application performance - bundle size, API response times, database queries, React rendering, and serverless function performance. Use when investigating slow pages, profiling, load testing, or before production deployments.
Fix Claude Code's broken Grep/Glob tools on Android by installing system ripgrep and symlinking it into the vendor directory.
Maintain OpenTelemetry trace coverage when new controllers, handlers, or dependencies are introduced.
CI/CD pipeline design, optimization, DevSecOps security scanning, and troubleshooting. Use for creating workflows, debugging pipeline failures, implementing SAST/DAST/SCA, optimizing build performance, implementing caching strategies, setting up deployments, securing pipelines with OIDC/secrets management, and troubleshooting common issues across GitHub Actions, GitLab CI, and other platforms.
Comprehensive CI/CD and automation audit skill. Catalogs all pipelines, assesses operational health, identifies gaps, and provides prioritized recommendations for optimization. Includes error cataloging and root cause analysis framework.
Transform natural language application descriptions into production-ready DigitalOcean App Platform specifications. Use when designing apps, creating app specs, generating deploy.template.yaml, or architecting multi-component applications.
Use this skill to take a user's infrastructure request (e.g., "deploy a new web server") and create a complete Terraform (HCL) file and a corresponding execution plan. This skill ONLY plans; it NEVER applies.
Deploy applications to DigitalOcean App Platform via GitHub Actions with proper environment management and secrets handling. Use when setting up CI/CD pipelines, configuring staging/production environments, managing deployment secrets, or creating GitHub Actions workflows.
Migrate applications from Heroku, AWS, Render, Railway, Fly.io, or Docker Compose to DigitalOcean App Platform. Use when converting existing apps, mapping services, refactoring platform-specific code, or creating app specs from other platform configurations.
Create new Umbraco backoffice extensions using the official dotnet template
Implement dashboards in Umbraco backoffice using official docs
Implement menu items in Umbraco backoffice using official docs
