Monitoring
Logging, metrics, and observability
core-engineering
by JustineDevs
Object-oriented design and Core Engineering principles for AI agents and developers. Use when the user asks about OOP (four pillars), SOLID, encapsulation, abstraction, inheritance, polymorphism, Single Responsibility, Open/Closed, Liskov Substitution, Interface Segregation, Dependency Inversion, composition over inheritance, DRY, KISS, YAGNI, Law of Demeter, or association vs aggregation vs composition. Includes how each principle looks and example code.
structured-logging-axiom
by SecurityRonin
Use when implementing structured logging, setting up Axiom observability, migrating from console.* to a centralized logger, or configuring Vercel Log Drains for log collection in Next.js apps
leap-edge-sdk
by glody007
Liquid AI LEAP Edge SDK for on-device AI inference on Android and iOS. This skill should be used when building mobile apps with local LLM capabilities, implementing chat interfaces with streaming responses, or deploying small language models to edge devices. Triggers on tasks involving LeapSDK, LeapClient, ModelRunner, on-device inference, or mobile AI integration.
imagemin
by iShawnWang
Image compression skill using imagemin library. Compresses JPEG, PNG, GIF, SVG, and WebP images with optimized quality settings. Includes performance optimization techniques, batch processing strategies, and a ready-to-use CLI tool for AI assistants to invoke.
pricing-strategy
by fefogarcia
"When the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,' 'freemium,' 'free trial,' 'packaging,' 'price increase,' 'value metric,' 'Van Westendorp,' 'willingness to pay,' or 'monetization.' This skill covers pricing research, tier structure, and packaging strategy."
observability-distributed-tracing
by baotoq
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability for distributed systems.
python-engineering
by yariv1025
Production Python engineering patterns covering architecture, observability, testing, performance/concurrency, and core practices. Use when designing Python systems, implementing async/sync APIs, setting up monitoring, structuring tests, optimizing performance, or following Python best practices.
Advanced Quant Trading Platform - Orchestration Guide
by maminul007
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kind-senior-developer
by khw1031
특정 커밋이나 문서의 변경 사항을 친절한 시니어 개발자처럼 분석하고 설명합니다. 코드 분석, 커밋 설명, 변경 사항 이해, 코드 리뷰 설명, 시니어 설명, 코드 해설 요청 시 사용.
system_monitor
by cliuxinxin
Check the current system status including CPU usage, memory usage, and disk space.
decision-capture
by velcrafting
Capture non-trivial decisions as a proposed entry for a repo's decision log (e.g., DECISIONS.md). Use when work involves meaningful tradeoffs.
traces-and-audit
by tracemem
Auditing memory traces and debugging.
business-intelligence
by fefogarcia
Expert business intelligence covering dashboard design, data visualization, reporting automation, and executive insights delivery.
data-analyst
by mmcmedia
Analyze data structures, define metrics, KPIs, and reporting requirements for business dashboards and analytics systems. Use when McKinzie needs to understand what data to track, how to measure performance, or what should be displayed on dashboards across her content sites, Etsy shops, and business portfolio.
project-risks-and-changes
by piperubio
Risk & Change Management (Devil's Advocate): Identify risks, manage issues, and evaluate change requests. Use this skill to proactively detect threats, assess the impact of changes, and protect the project baseline.
lesson-learned
by cachemoney
"Analyze recent code changes via git history and extract software engineering lessons. Use when the user asks 'what is the lesson here?', 'what can I learn from this?', 'engineering takeaway', 'what did I just learn?', 'reflect on this code', or wants to extract principles from recent work."
intake-interview
by velcrafting
Interview to extract intent, constraints, assumptions, and success criteria for a new system or major feature. Produces an Intake Brief (not a plan, not code).
slurm
by SerendipityOneInc
Submit, manage, and monitor GPU workloads on SRP's Slurm clusters with Apptainer containers
log
by iulspop
Logs completed epics and significant accomplishments in reverse chronological order. Use after completing major features, releases, or architecture changes to maintain a project changelog.
wraps-sms
by wraps-team
TypeScript SDK for AWS End User Messaging (Pinpoint SMS) with opt-out management, batch sending, and E.164 validation.
observability-audit
by velcrafting
Ensure logging/metrics/tracing and auditability match the quality bar for changed behavior.
spanora-setup
by spanora
Setup Spanora AI observability in any project (JavaScript/TypeScript or Python). Use when user asks to "add spanora", "setup spanora", "integrate spanora", "add AI observability", "monitor LLM calls with spanora", "track AI costs", or mentions spanora in the context of adding observability to their project. Detects the language and installed AI SDKs (Vercel AI, Anthropic, OpenAI, LangChain) and configures the optimal integration pattern.
ab-test-setup
by ma1orek
When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking implementation, see analytics-tracking.
pricing-strategy
by Jackiexiao
"Help with pricing, packaging, tiers, and monetization decisions."