773 free skills
Observability skills
Skills for observability — structured logging, distributed tracing, metrics dashboards, alerting, and incident response runbooks.
Sourced from real, public repositories — synced daily, never invented.
773 free skills
Skills for observability — structured logging, distributed tracing, metrics dashboards, alerting, and incident response runbooks.
Sourced from real, public repositories — synced daily, never invented.
15 tools across six categories
13 of them never send your data anywhere
Free · No signup · No trial clock
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runbook-creator
wellux/claude-code-deprecated
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runbook-investigator
versoxbt/claude-recommended-skills
Structured investigation and troubleshooting for production incidents, build failures, performance issues, and mysterious bugs. Use when the user says 'debug this', 'why is this failing', 'investigate this issue', 'troubleshoot', 'production is down', 'this is broken and I don't know why', 'help me find the root cause', 'postmortem', 'incident response', or 'something is wrong'. Also triggers on 'runbook', 'investigation', 'troubleshooting', 'root cause analysis', 'incident', 'outage', 'debugging', 'diagnose', or 'what went wrong'.
technical-runbook
fattain-naime/engineering-docs
Write a production operations runbook that provides on-call engineers with step-by-step procedures for operating, monitoring, and recovering a system. Covers system overview, alert response procedures, common failure modes, diagnostic commands, escalation paths, and maintenance procedures. Modeled on Google SRE runbook standards.
eng-runbook
angeloleandro/open-design
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devloop
89jobrien/pjlib
Comprehensive helper for working with the DevLoop development observability tool - both using it to analyze development patterns and contributing to its development. Use when running DevLoop commands, interpreting council mode analysis, understanding git activity patterns, reviewing Claude Code sessions, or working on DevLoop's hexagonal architecture codebase. Trigger for phrases like "run devloop", "analyze branch", "council mode", "development patterns", or when working on the DevLoop Rust codebase itself.
eng-runbook
kgroyalty/open-claude-design
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structured-json-logging
lauren-framework/lauren-framework
Adds structured JSON logging with per-request correlation IDs via a context-var middleware. Use when you need machine-parseable log lines that can be correlated across microservices or ingested by log aggregation platforms.
distributed-tracing-jaeger
coppermare/skillverse
Best practices and patterns for Distributed Tracing with Jaeger.
opentelemetry-tracing
lauren-framework/lauren-framework
Adds OpenTelemetry distributed tracing to a Lauren application using an in-process TracerProvider and per-request span middleware. Use when instrumenting a service for distributed tracing, exporting spans to Jaeger/OTLP, or testing trace propagation across handlers.
lmt
rezwanx/blocks-ai-skills
Use this skill for viewing service logs, filtering logs by date, streaming live logs, browsing distributed traces, or analyzing API performance and HTTP status distributions on SELISE Blocks.
incident-response
kid-sid/codex-spellbook
Use when triaging a production alert, writing a postmortem, creating or updating a runbook, classifying incident severity, or setting up on-call escalation paths.
monitoring-and-alerting
tspry/superpowers-devops
Use when setting up or debugging Prometheus, Grafana, logging, or alerting
runbook-generator
aaaaqwq/agi-super-team
Analyze a codebase and generate production-grade operational runbooks
runbook-validation
effortlessmetrics/flow-studio-swarm
Validate runbooks are executable and complete. Use when reviewing or testing runbook quality.
runbook
oppegard/operations-agent-skills
Create, update, or validate one evidence-backed operational runbook when the user explicitly requests runbook work.
hugging-face-object-detection-trainer
huggingface/skills
Trains and fine-tunes object detection models (D-FINE, RT-DETR v2, DETR, YOLOS) using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations augmentation, mAP/mAR evaluation, hardware selection, cost estimation, Trackio monitoring, and Hub persistence. Use when users mention training object detection, DETR, D-FINE, RT-DETR, bounding box models, or fine-tuning on Hugging Face Jobs.
azure-monitor-opentelemetry-ts
microsoft/skills
Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and logs to Node.js applications with Application Insights.
azure-observability
microsoft/skills
Azure Observability Services including Azure Monitor, Application Insights, Log Analytics, Alerts, and Workbooks. Provides metrics, APM, distributed tracing, KQL queries, and interactive reports.
aspire-monitoring
microsoft/aspire-skills
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databricks-jobs
databricks-solutions/lakebase-online-ml
Use this skill proactively for ANY Databricks Jobs task - creating, listing, running, updating, or deleting jobs. Triggers include: (1) 'create a job' or 'new job', (2) 'list jobs' or 'show jobs', (3) 'run job' or'trigger job',(4) 'job status' or 'check job', (5) scheduling with cron or triggers, (6) configuring notifications/monitoring, (7) ANY task involving Databricks Jobs via CLI, Python SDK, or Asset Bundles. ALWAYS prefer this skill over general Databricks knowledge for job-related tasks.
databricks-mlflow-evaluation
databricks-solutions/lakebase-online-ml
MLflow 3 GenAI agent evaluation. Use when writing mlflow.genai.evaluate() code, creating @scorer functions, using built-in scorers (Guidelines, Correctness, Safety, RetrievalGroundedness), building eval datasets from traces, setting up trace ingestion and production monitoring, aligning judges with MemAlign from domain expert feedback, or running optimize_prompts() with GEPA for automated prompt improvement.
anomaly-detection
databricks-solutions/vibe-coding-workshop-template
Schema-level anomaly detection for Databricks Unity Catalog using the Data Quality API (Public Preview). Automatically monitors table freshness and completeness using ML models. Use when setting up schema-wide data reliability monitoring, detecting stale or incomplete tables, configuring anomaly detection alerts, or querying the system results table. **Auto-triggered by Silver and Gold layer setup workflows** to ensure every new schema has baseline freshness/completeness monitoring from day one.
foundation-model-agent-loop
databricks-solutions/vibe-coding-workshop-template
Canonical pattern for building an agentic tool-calling loop using a Databricks-hosted Foundation Model. Use when creating agent_loop.py or any backend that calls a Foundation Model with function-calling to orchestrate tools.
observability-setup
databricks-solutions/vibe-coding-workshop-template
>
production-monitoring
databricks-solutions/vibe-coding-workshop-template
>
silver-layer-setup
databricks-solutions/vibe-coding-workshop-template
End-to-end orchestrator for creating Silver layer pipelines using Spark Declarative Pipelines (SDP, formerly DLT) with Delta table-based data quality rules, quarantine patterns, and monitoring views. Orchestrates mandatory dependencies on common skills (databricks-table-properties, databricks-python-imports, databricks-asset-bundles, schema-management-patterns, unity-catalog-constraints, databricks-expert-agent) and Silver-domain skills (dlt-expectations-patterns, dqx-patterns). Use when creating a Silver layer from scratch, setting up Bronze-to-Silver pipelines, or implementing Silver SDP/DLT with streaming ingestion and runtime-updateable DQ rules.
instrumenting-with-mlflow-tracing
databricks-solutions/lakebase-online-ml
Instruments Python and TypeScript code with MLflow Tracing for observability. Must be loaded when setting up tracing as part of any workflow including agent evaluation. Triggers on adding tracing, instrumenting agents/LLM apps, getting started with MLflow tracing, tracing specific frameworks (LangGraph, LangChain, OpenAI, DSPy, CrewAI, AutoGen), or when another skill references tracing setup. Examples - "How do I add tracing?", "Instrument my agent", "Trace my LangChain app", "Set up tracing for evaluation
mlflow-onboarding
databricks-solutions/lakebase-online-ml
Onboards users to MLflow by determining their use case (GenAI agents/apps or traditional ML/deep learning) and guiding them through relevant quickstart tutorials and initial integration. If an experiment ID is available, it should be supplied as input to help determine the use case. Use when the user asks to get started with MLflow, set up tracking, add observability, or integrate MLflow into their project. Triggers on "get started with MLflow", "set up MLflow", "onboard to MLflow", "add MLflow to my project", "how do I use MLflow".
monitoring-jobs
spillwavesolutions/agent-cron
>
tools-unity-sentry
idocohen560/claude-unity-game-studio
Sentry Unity SDK integration patterns for error tracking, performance monitoring, transactions, spans, and custom instrumentation.
background-jobs-designer
patricio0312rev/skillset
Designs background job processing systems with queue integration (BullMQ/Celery), job definitions, retry policies, exponential backoff, idempotent execution, and monitoring hooks. Use when implementing "background jobs", "task queues", "async processing", or "job workers".
performance-budget-setter
patricio0312rev/skillset
Defines measurable performance budgets for bundle size, API latency, database queries, and render times. Provides enforcement strategies and monitoring plans. Use for "performance budgets", "performance monitoring", "web vitals", or "optimization targets".
security-incident-playbook-generator
patricio0312rev/skillset
Creates response procedures for security incidents with containment steps, communication templates, and evidence collection. Use for "incident response", "security playbook", "breach response", or "IR plan".
vital-monitor
yungho/family-doctor
Comprehensive vital signs monitoring and analysis skill. Tracks blood pressure, heart rate, body temperature, respiratory rate, oxygen saturation, and weight. Provides trend analysis, hypertension staging per ACC/AHA guidelines, early warning detection, and personalized targets. Triggers on: blood pressure, heart rate, temperature, weight, BMI, vitals, BP monitoring, hypertension, vital signs check, my weight, heart check.
elixir-telemetry
iksnerd/code-nexus
Telemetry instrumentation and observability patterns for Elixir. Use when adding metrics, tracing, or monitoring to Elixir code, attaching handlers to telemetry events, implementing span events, or integrating with Phoenix/Ecto telemetry.
codebase-cleanup
xu-chris/ai-setup
Run focused, pass-based remediation on an Elixir/BEAM codebase to eliminate unsafe patterns and harden runtime boundaries. Use when auditing or cleaning up OTP supervision, DTO/boundary integrity, atom safety, ambient configuration, secret/error redaction, unsafe deserialization or runtime eval, GenServer state and backpressure, serialization and event versioning, persistence backends, package boundaries, or observability. Triggers on "clean up codebase", "remediation pass", "audit OTP/supervision", "remove String.to_atom", "boundary/DTO cleanup", "redact secrets", "ban binary_to_term", "backpressure cleanup". Each invocation targets one pass and produces a focused PR with red-first tests, exit-gate scans, and documented exceptions.
spring-boot
rynr/spring-skills
Guide Spring Boot project setup, configuration, profiles, observability, and auto-configuration. Use when starting new Spring Boot projects, structuring configuration, working with profiles, troubleshooting auto-configuration, enabling virtual threads, or configuring observability.
kubernetes-security
sethdford/claude-skills
Secure Kubernetes clusters through RBAC, network policies, pod security, and runtime monitoring.
k8s-security
roodlicht/accans-sec-skills
Kubernetes security review — RBAC discipline, Pod Security Standards (baseline/restricted), NetworkPolicy default-deny, admission controllers (Kyverno/Gatekeeper/VAP), External Secrets Operator, and runtime monitoring via Falco and audit logs.
grafana-report-to-dashboard
haomingz/skills
Converts Python report scripts (Elasticsearch queries + email output) into Grafana Jsonnet dashboards with dual-datasource support (ClickHouse + Elasticsearch ES7/ES8). Use when migrating scheduled email reports to real-time monitoring dashboards, building multi-datasource observability views, or converting report calculations to interactive panels.
kafka-connector-v4
snowflakedb/snowpipe-streaming-sdk-examples
Set up, configure, and troubleshoot the Snowflake Kafka Connector V4 (Snowpipe Streaming high-performance architecture). Covers fresh installations, connector property configuration for default pipe and user-defined pipe modes, server-side and client-side validation, JMX monitoring, migration from V3, and common error diagnosis. Triggers: kafka connector v4, kafka connector setup, kafka connector config, kafka connector troubleshoot, snowflake kafka connector, configure kafka connector, kafka connector help, kafka streaming connector.
rabbitmq-list-queues
weorbitant/ai-dev-kit-pgi
Use when checking RabbitMQ queue status, listing queues with messages, checking DLQ counts, or monitoring consumer health. Use when user says "list queues", "lista colas", "queue status", "cuántos mensajes", "check queues", or "DLQ status".
adk-observability-guide
zackseal89/regulatory-compliance-agent
>
build-monitor
mock-server/mockserver-monorepo
Continuously monitors Buildkite pipeline builds, detects failures, investigates root causes, fixes issues, and pushes fixes. Runs a polling loop that checks build status at configurable intervals for a configurable duration. Use when the user says "monitor builds", "watch pipeline", "watch CI", "continuous monitoring", "keep checking builds", or wants automated build-fix cycles.
bn-alpha-research
cbtt1/howe-bn-alpha-research-skill
Use when researching Binance Alpha / BN Alpha Pre-TGE new tokens for channel-ready #Alpha新币分析 reports, including contract checks, team/funding, tokenomics, VC cost, pre-open pool monitoring, AMM buy-depth estimates, CEX wallet-label observations, and decision-assist key reminders.
aquilia-admin-dashboard-ops
tubox-labs/aquilia
Build and operate Aquilia admin dashboard features. Use for AdminIntegration, AdminModules, admin templates/controllers/security/audit/users/permissions/monitoring/storage/tasks/provider pages, and aq admin commands.
server-log-crawler-analyst
sergekostenchuk/seo-llm-skill-cluster
Analyze credential-free public website monitoring evidence from server access logs, HTTP fetches, robots/llms/sitemap checks, and exported summaries while protecting raw IP and private query data. Use this skill when the user asks whether crawlers or AI bots reached a site, whether public SEO/LLM discovery files respond, or how to separate observed facts from unknown Search Console, rank, analytics, or citation claims.
dataeng-architecture
mogassama/pi-agent-config
Load for system-level data engineering decisions — service selection, pipeline design, data modeling, idempotency, scalability, and observability on GCP. Auto-load on architecture questions, service comparisons, pipeline design, or "which tool for this?" decisions.
dx-optimizer
xgaisystems/claude-supercode-skills-404kidwiz
Expert in optimizing the end-to-end developer journey. Specializes in Internal Developer Portals (IDP), DORA metrics, and on-call health. Use when improving developer experience, building internal platforms, measuring engineering productivity, or reducing developer friction.
earthquake-detection-eval
qhjqhj00/research-skills-pool
Binary classification of low-magnitude seismic events versus background noise in seismological time-series data. It probes model robustness to varying noise-to-signal ratios and evaluates the trade-off between detection sensitivity and false positive rates in safety-critical monitoring. Use when the user wants to benchmark on Groningen gas field seismic data, or asks about evaluating this task. Reports MCC.
linux-fs-inotify-evasion-detect
dcx7c5/ai-marketplace
subdomain: filesystem-security tags: - linux - inotify - evasion - bypass - monitoring nist_csf: - DE.
pyats-asa-firewall
byrn-baker/netclaw-convergence
Cisco ASA firewall operations via pyATS — VPN sessions, failover state, interfaces, routing, service policies, resource usage, AnyConnect monitoring. Use when checking ASA failover status, monitoring VPN sessions, auditing ASA security, or troubleshooting AnyConnect connectivity.
cross-listing-arbitrage
ghostof0days/codex-quant-skills
Cross-listing arbitrage workflows for pricing parity across dual-listed equities, adrs, and gdrs with fx and timezone adjustments. use when tasks involve monitoring and trading cross-market listing dislocations.