监控

grafana-expert

personamanagmentlayer

Expert-level Grafana dashboards, visualization, data sources, alerting, and production operations

metabolicfeatures

pwwang

Performs enrichment analysis (GSEA-based) for metabolic pathways across different cell groups to identify significantly enriched pathways. Uses fast gene set enrichment analysis (fgsea package) to rank pathways by their association with specific clusters, conditions, or cell states. Generates summary plots and enrichment visualizations for biological interpretation.

seuratclustering

pwwang

Performs unsupervised clustering on single-cell RNA-seq data using Seurat. This process finds nearest neighbors, computes UMAP for visualization, and applies Louvain/Leiden algorithms to identify cell clusters. Clusters can be explored at multiple resolutions to balance granularity and biological relevance.

competitor-price-tracker

manojbajaj95

Monitor competitor pricing pages and send alerts when prices change. Track discount patterns, promotional cycles, and pricing strategy shifts.

analytics-interpretation

manojbajaj95

Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights

FastAPI Observability

markus41

This skill should be used when the user asks to "add logging", "implement metrics", "add tracing", "configure Prometheus", "setup OpenTelemetry", "add health checks", "monitor API", or mentions observability, APM, monitoring, structured logging, distributed tracing, or Grafana. Provides comprehensive observability patterns.

ab-test-setup

manojbajaj95

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.

analyze-php-logs

dykyi-roman

Parses and analyzes PHP application logs in PSR-3/Monolog, Laravel, Symfony, and plain error_log formats. Extracts exceptions, stack traces, request context, error frequency, and correlates related errors.

bug-root-cause-finder

dykyi-roman

Root cause analysis methods for PHP bugs. Provides 5 Whys technique, fault tree analysis, git bisect guidance, and stack trace parsing.

industry-research

geekjourneyx

行业调研——researcher CLI + 多 Agent 对抗式研究引擎。输入一个行业/赛道/商业机会的模糊需求， 输出一份有据可依、经过证据校验和红蓝对抗检验的战略调研报告。内置国民经济行业分类映射、 MECE/PESTLE/波特五力等咨询框架、事前验尸法和黑格尔辩证法合题引擎。 支持精简/标准/深度三种报告深度。 触发方式：/industry-research、「行业调研」、「行业分析」、「赛道研究」、「市场调研」 Use when the user asks for industry research, sector analysis, market study, competitive landscape analysis, investment thesis research, or any request involving structured industry investigation. Also trigger when user mentions 调研报告, 行业研究, 赛道分析, 商业机会分析, 投资逻辑梳理, or similar phrases. Even casual requests like "帮我看看 XX行业怎么样" or "XX赛道值不值得做" should trigger this skill.

add-memory-trace-tags

openharmonyinsight

Use when adding new resource tracking types to memory profiling in developtools_profiler and third_party_musl repositories. Triggered by requests to add trace tags, resource labels, or memory tracking types.

menu-debug

openharmonyinsight

This skill should be used when user asks to "Menu宽度为0", "Menu宽度问题", "Menu显示异常", "Menu子窗口问题", "Menu layout异常", "recreate subwindow", "快速打开Menu问题", "Menu闪退", "Menu位置错误", "子窗口recreate", "Menu崩溃", "Menu打印recreate", "点击无响应", "点击菜单关闭", "菜单位置左上角", "菜单方向不对", "菜单避让坑", "宽度高度为0", or mentions any Menu component issues like Menu width being 0, Menu display problems, Menu subwindow issues, Menu layout exceptions, positioning errors, crashes, click response issues, menu closing immediately, incorrect positioning, direction issues, safe area issues, or zero width/height problems. Provides systematic debugging guidance for Menu component issues including width problems, subwindow recreation, layout exceptions, positioning errors, crash analysis, click issues, menu positioning, and dimension problems with automatic log enhancement patch generation.

Analyze current directory

openharmonyinsight

habit-tracker

LKB-99

"A comprehensive skill for tracking habits, maintaining streaks, and using gamification to stay motivated. Use this skill when users want to track daily, weekly, or monthly habits, build routines, or monitor personal growth. Triggers: habit tracker, track habits, new habit, daily routine, weekly goal, build habit, streak, gamification, monitor progress, rastreador de hábitos, novo hábito, rotina diária, meta semanal, criar hábito."

esp32-serial-logging

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.

quantification-metrics-processfeature-name

vamseeachanta

'Sub-skill of quantification-metrics: [Process/Feature Name] (+1).'

solo-retro

fortunto2

Post-pipeline retrospective — parse logs, score process quality, find waste patterns, suggest skill/script patches. Use after pipeline completes or when user says "retro", "evaluate pipeline", "what went wrong", "pipeline review", "check pipeline logs".

geo-infer-log

ActiveInferenceInstitute

Logistics optimization including route planning, fleet management, delivery scheduling, and supply chain modeling. Use when optimizing delivery routes, managing fleets, analyzing supply chain resilience, or computing emissions from transportation.

bash-cli-framework

vamseeachanta

Universal bash CLI patterns for colors, logging, headers, and error handling

dspy-5-evaluation-and-metrics

vamseeachanta

'Sub-skill of dspy: 5. Evaluation and Metrics (+1).'

geo-infer-ops

ActiveInferenceInstitute

Operations, monitoring, and observability for geospatial infrastructure. Use when setting up monitoring dashboards, configuring alerts, tracking system health, or managing deployment of spatial services.

ast-grep

knoopx

Searches code by AST patterns and performs structural refactoring across files. Use when finding function calls, replacing code patterns, or refactoring syntax that regex cannot reliably match.

predictability

toss

Use when getX()나 fetchX()에 숨은 부수 효과가 있거나, 같은 종류의 함수들이 서로 다른 반환 타입을 가지거나, 함수 이름과 실제 동작이 다를 때

ab-test-setup

silvainfm

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.