Monitoring
Logging, metrics, and observability
gray-transaction-systems
by copyleftdev
Design data systems using Jim Gray's principles of transaction processing and fault tolerance. Emphasizes ACID properties, recovery mechanisms, and the science of making systems reliable. Use when building databases, payment systems, or any system where data integrity is paramount.
esp32-serial-logging
by H1D
Real-time serial log monitoring for ESP32 and microcontrollers. Capture device output to a file and monitor logs in real-time. Use when debugging embedded devices, investigating crashes, or monitoring device behavior.
hytale-networking
by MnkyArts
Handle Hytale network packets, create custom packets, and implement client-server communication. Use when asked to "create custom packets", "handle network messages", "send data to client", "receive client data", or "implement networking".
aoconnect
by permaweb
CLI for interacting with AO processes using @permaweb/aoconnect - spawn processes, send messages, read results, monitor messages, and dry run
Observability & Monitoring
by ArieGoldkin
Structured logging, metrics, distributed tracing, and alerting strategies
monitoring-observability
by 1Mangesh1
Observability patterns and monitoring best practices. Use when user asks to "set up monitoring", "structured logging", "distributed tracing", "metrics collection", "observability", "APM setup", "log aggregation", "metrics dashboards", "error tracking", "performance monitoring", or mentions observability stack and monitoring strategy.
secret-scanning-investigator
by swannysec
Investigate GitHub secret scanning alerts to trace provenance, gather context, assess risk, and produce a structured report for security professionals. Handles one or more alerts in a single investigation using only open-source tools.
my-logs
by ex3ndr
Explain how to do logging
vibedump
by tomoasleep
カレントディレクトリの .vibedump.jsonl に作業ログを追記し、jq でタスク状況を集計するときに使う
opentelemetry
by mikkelkrogsholm
"OpenTelemetry — vendor-neutral observability framework for generating and collecting traces, metrics, and logs. Use when building with OpenTelemetry or asking about its JavaScript/Node.js SDK setup, auto-instrumentation, manual spans, exporters, context propagation, sampling, or integration with Jaeger, Zipkin, or OTLP collectors. Fetch live documentation for up-to-date details."
cloud-monitoring
by liauw-media
"Cloud monitoring with Prometheus, Grafana, and cloud-native tools. Use when setting up metrics, alerts, dashboards, or troubleshooting performance issues."
root-cause-tracing
by Crumbgrabber
Use when errors occur deep in execution and you need to trace back to
decision-log
by mkdir700
"MANDATORY pre-commit workflow for vibe coding. ALWAYS trigger when user says 'commit', 'git commit', or any commit-related command. Forces diff review and decision log generation BEFORE allowing commit to proceed."
pdf-processing-pro
by Crumbgrabber
Production-ready PDF processing with forms, tables, OCR, validation, and batch operations. Use when working with complex PDF workflows in production environments, processing large volumes of PDFs, or requiring robust error handling and validation.
career-transitions
by oldwinter
"Plan and execute a career transition and produce a Career Transition Pack (progress metric + push/pull map, target archetypes, option scorecard, opportunity pipeline + outreach scripts, skills plan, 4–12 week experiment plan). Use for career change, career pivot, career transition, switching roles. Category: Career."
monitoring-expert
by paulund
Use when setting up monitoring solutions, logging, metrics, tracing, and alerting for applications and infrastructure.
enterprise-java
by ProjAnvil
企业级 Java 开发技能，涵盖 Spring 生态系统、微服务、设计模式、性能优化和 Java 最佳实践。使用此技能构建企业级 Java 应用、使用 Spring Boot、实现微服务，或需要 Java 架构和性能调优指导时使用。
python-integrations-resilience
by ahgraber
Use when building or reviewing external API integrations in Python — designing client boundaries, defining outbound reliability policy, or structuring contract tests. Also use when provider SDK details leak into domain logic, outbound calls lack timeout/retry policy, or failure paths are untested.
career-transitions
by oldwinter
"Plan and execute a career transition and produce a Career Transition Pack (progress metric + push/pull map, target archetypes, option scorecard, opportunity pipeline + outreach scripts, skills plan, 4–12 week experiment plan). Use for career change, career pivot, career transition, switching roles. Category: Career."
webhook-developer
by paulund
Use when developing outgoing webhooks for applications and services.
git-advanced
by 1Mangesh1
Advanced Git operations including rebase, cherry-pick, bisect, reflog, and recovery. Use when user asks to "rebase branch", "cherry-pick commit", "find bug with bisect", "recover lost commit", "squash commits", "fix git history", "interactive rebase", or any advanced git tasks.
vargdown
by wassname
Verified Argdown maps with credences and source quotes.
root-cause-tracing
by liauw-media
"Use when symptoms don't reveal the cause. Trace backward through call chains to find where problems originate. Follow: Observe symptom → Find immediate cause → Identify caller → Keep tracing → Locate trigger."
gettys-bufferbloat
by copyleftdev
Engineer low-latency networks in the style of Jim Gettys, discoverer of bufferbloat. Emphasizes understanding excessive buffering, queue management, latency under load, and the fq_codel solution. Use when diagnosing network latency issues, optimizing for real-time applications, or implementing queue management.