Monitoring
Logging, metrics, and observability
log-analyzer
by AIDotNet
解析和分析日志文件，支持模式匹配、过滤、统计和错误检测。
tapd-bug-analyzer
by ABCFed
自动化分析和定位 TAPD Bug 单中的问题，支持多种分析策略。
backup-strategy
by chaterm
备份策略设计
release-manager
by daffy0208
Ship features safely with progressive rollouts, feature flags, and canary deployments. Use when deploying risky features or need gradual rollouts.
product-analyst
by daffy0208
Track user metrics and provide data-driven insights for product decisions. Use when measuring product health, analyzing user behavior, conducting cohort analysis, or optimizing key metrics. Covers acquisition, engagement, retention, revenue metrics, and data-driven decision making.
Lint Hunter
by udapy
Debugging compiler errors and tracing lifetimes.
sentry-fix-issues
by getsentry
Find and fix issues from Sentry using MCP. Use when asked to fix Sentry errors, debug production issues, investigate exceptions, or resolve bugs reported in Sentry. Methodically analyzes stack traces, breadcrumbs, traces, and context to identify root causes.
gpu-training-acceleration
by dongzhuoyao
Use when optimizing PyTorch training speed or memory on CUDA GPUs — global flags, torch.compile, fused optimizers, mixed precision, gradient checkpointing, kernel fusion, memory layout, or latent-space training. Applies to any PyTorch training workload. Triggers: "torch.compile", "TF32", "fused optimizer", "mixed precision", "bf16", "fp16", "gradient checkpointing", "Triton kernel", "CUDA flags", "GPU slow", "GPU memory"
trustworthy-experiments
by wdavidturner
Use when asked to "run an A/B test", "design an experiment", "check statistical significance", "trust our results", "avoid false positives", or "experiment guardrails". Helps design, run, and interpret controlled experiments correctly. Based on Ronny Kohavi's framework from "Trustworthy Online Controlled Experiments".
sentry-setup-logging
by getsentry
Setup Sentry Logging in any project. Use when asked to add Sentry logs, enable structured logging, capture console logs, or integrate logging libraries (Consola, Loguru) with Sentry. Supports JavaScript, Python, and Ruby.
sentry-setup-metrics
by getsentry
Setup Sentry Metrics in any project. Use when asked to add custom metrics, track counters/gauges/distributions, or instrument application performance. Supports JavaScript, Python, and Ruby.
Security Auditing Skill
by martinholovsky
If it's not logged, it didn't happen. If logs can be tampered, you can't prove anything.
systemic-product-analyst
by organvm-iv-taxis
A rigorous protocol for auditing projects ("The Thing") and their market fit ("The World"). Uses parallel analysis lanes, friction mapping, and outcome testing to create actionable 30/60/90 day plans.
action-cable
by RoleModel
Setup and use ActionCable for real-time features in Rails applications using WebSockets. Use when implementing real-time updates, live notifications, broadcasting changes, or when the user mentions WebSockets, ActionCable, channels, broadcasting, or Turbo Streams over cable.
safe-delete
by robertmsale
Use the trash CLI for deletions so files are recoverable. Prefer this skill whenever a task involves removing files or directories.
ab-test-setup
by boisenoise
"Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness."
salvo-realtime
by salvo-rs
Implement real-time features using WebSocket and Server-Sent Events (SSE). Use for chat applications, live updates, notifications, and bidirectional communication.
Toolcrib
by robdtaylor
Tool inventory management for MNMUK machine shop. Tracks tooling, inserts, consumables with reorder points and usage. USE WHEN user asks 'tool inventory', 'what inserts', 'reorder', 'tool crib', 'do we have', 'tooling cost', or 'tool usage'.
ast-grep
by ssiumha
Creates ast-grep patterns for structural code search. Use when finding functions/classes by structure, refactoring code, or when grep returns too many false positives.
git-conflict
by ssiumha
Resolves Git conflicts (rebase, merge, cherry-pick, stash). Use when encountering merge conflicts during any Git operation.
altinity-expert-clickhouse-logs
by Altinity
Analyze ClickHouse system log table health including TTL configuration, disk usage, freshness, and cleanup. Use for system log issues and TTL configuration.
altinity-expert-clickhouse-part-log
by Altinity
Diagnose ClickHouse issues by analyzing system.part_log (part creation, merges, mutations, downloads, removals, moves). Use for too many parts / micro-batch inserts, merge backlog or slow merges, mutation storms (ALTER DELETE/UPDATE), unusual replication DownloadPart churn, unexpected RemovePart spikes, or ZooKeeper/Keeper znode growth correlated with part activity.
altinity-expert-clickhouse-metrics
by Altinity
Real-time monitoring of ClickHouse metrics, events, and asynchronous metrics. Use for load average, connections, queue monitoring, and resource saturation.
deployment
by ssiumha
Automates deployments and infrastructure management. Use for PM2, Helmfile/K8s, Ansible playbooks, database config, monitoring setup, or multi-server automation.