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Monitoring & observability

2,005 rows from 527 repositories

Knowing what production is doing without asking it.

What Monitoring & observability skills agree on

605 skill files read, by 530 of the 532 authors on this shelf whose files we hold, 2026-09-06

The middle one of the 90 measured here is ~1.8k tokens long, counted with cl100k_base

Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.

What they tell the agent to do

  1. Use structured JSON logging40 of 530 in 36 filesalso worded as Use structured logging; Use structured JSON logs
  2. Link every alert to a runbook29 of 530 in 27 filesalso worded as Provide a runbook for every alert; Require runbooks for every alert
  3. Attach correlation IDs to every log line19 of 530 in 16 filesalso worded as Attach a correlation ID to every log line; Include a correlation ID on every line
  4. Alert on symptoms rather than causes19 of 530 in 17 filesalso worded as Alert on symptoms not causes; Alert on symptoms, not causes
  5. Use OpenTelemetry for distributed tracing15 of 530 in 14 filesalso worded as Use OpenTelemetry for tracing; Design distributed tracing using OpenTelemetry
  6. Alert on symptoms users feel15 of 530 in 13 filesalso worded as Alert on symptoms users feel, not on causes; Alert on user-facing symptoms
  7. Implement health check endpoints14 of 530 in 10 filesalso worded as Use health endpoints for status checks; Create health check endpoints
  8. Inspect existing dashboards first12 of 530 in 4 files
  9. Build the minimum useful board12 of 530 in 4 files
  10. Start from operator questions12 of 530 in 4 filesalso worded as Start from operator questions instead of layout
  11. Propagate trace context across boundaries11 of 530 in 10 filesalso worded as Propagate trace context outbound; Propagate W3C Trace Context across process boundaries.
  12. Include trace id in all log entries10 of 530 in 9 filesalso worded as Include trace IDs in every log line; Include trace ID in every log
  13. Include request IDs for correlation9 of 530 in 7 filesalso worded as Include correlation IDs in logs; Include correlation IDs for request tracing.
  14. Use structured logging with consistent fields9 of 530 in 8 filesalso worded as Use structured fields in log calls; Use structured JSON logs with consistent fields
  15. Track latency percentiles using histograms8 of 530 in 7 filesalso worded as track latency percentiles instead of averages; Track latency percentiles with histograms

What they tell it not to do

  1. Never log sensitive data27 of 530 in 24 filesalso worded as Log sensitive data; Do not log sensitive data
  2. Never log secrets, tokens, passwords, or full PII25 of 530 in 23 filesalso worded as Do not log secrets or PII; Never log secrets, tokens, or PII
  3. Never use unbounded values as metric labels20 of 530 in 17 filesalso worded as Do not use unbounded label values; Create unbounded cardinality in metric labels
  4. Do not use high-cardinality labels18 of 530also worded as Never use high-cardinality labels in metrics; Do not use high-cardinality labels
  5. Never use string interpolation in log calls15 of 530 in 12 filesalso worded as Use string interpolation in log messages; Never use string interpolation in log calls
  6. Do not include every available metric13 of 530 in 5 filesalso worded as Do not use for metric collection
  7. Never track latency as an average13 of 530 in 12 filesalso worded as Never track latency as an average without percentiles; Never use latency averages.
  8. Do not start from visual layout12 of 530 in 4 files
  9. Do not ship panels without titles, units, and sane thresholds12 of 530 in 4 filesalso worded as Do not ship panels without titles and units; Do not ship panels without titles units and thresholds
  10. Never log secrets10 of 530also worded as Never log API keys or secrets; Never log secrets directly

What they expect to be installed

  1. OpenTelemetry66 of 530 in 59 files
  2. Grafana61 of 530 in 44 files
  3. Prometheus60 of 530 in 52 files
  4. curl43 of 530
  5. jq29 of 530
  6. docker26 of 530
  7. Datadog26 of 530 in 23 files
  8. npm25 of 530
  9. python24 of 530 in 21 files
  10. grep22 of 530

What they ask it to produce

  1. Structured logs59 of 530 in 53 filesalso worded as Structured log; Structured JSON logs
  2. Metrics50 of 530 in 46 filesalso worded as Metric; metrics configuration
  3. Traces42 of 530 in 39 filesalso worded as Trace
  4. Dashboards34 of 530 in 32 filesalso worded as dashboard; dashboard design
  5. Alerts34 of 530 in 32 filesalso worded as Error alerts; Alert
  6. Alerting rules25 of 530 in 20 filesalso worded as alert rules; Alertmanager rules
  7. Valid dashboard JSON16 of 530 in 7 filesalso worded as dashboard JSON
  8. Runbooks16 of 530also worded as runbook; docs/runbooks/

When Monitoring & observability authors say to reach for one

The situations these authors wrote into their own files, counted out of the same 530 authors, with the skills that name each one

How Monitoring & observability skills are built

1,703 skill directories by 475 authors, read from their repositories’ own file trees 2026-08-05

The middle bundle among those shipping files is 2 files, 18.5 KB beside SKILL.md

Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.

The shape

  1. SKILL.md is the whole skill218 of 475 authors, 821 of 1,703 skills
  2. files ship beside it257 of 475 authors, 882 of 1,703 skills
  3. executable scripts ship inside87 of 475 authors, 250 of 1,703 skills

The folders they converge on

  1. references/170 of 475 authors, 536 of 1,703 skills
  2. scripts/70 of 475 authors, 220 of 1,703 skills
  3. assets/31 of 475 authors, 78 of 1,703 skills
  4. evals/29 of 475 authors, 60 of 1,703 skills
  5. agents/23 of 475 authors, 74 of 1,703 skills
  6. templates/18 of 475 authors, 30 of 1,703 skills

  • Mcp grafana

    grafana/mcp-grafana/io.github.grafana/mcp-grafana MCP server

    3,358★ repo

    An MCP server giving access to Grafana dashboards, data and more.

  • Prometheus MCP Server

    pab1it0/prometheus-mcp-server/io.github.pab1it0/prometheus-mcp-server MCP server

    512★ repo

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

  • Clickhouse system queries

    FrankChen021/datastoria/resources/skills/clickhouse-system-queries Skill

    no license325★ repo

    AI-native ClickHouse console for your cluster diagnostics and query generation, optimization and data visualization.

  • Qdrant advisor

    qdrant/skills/meta/qdrant-advisor Skill

    220★ repo

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

  • Ai observability

    rrezartprebreza/spring-boot-skills/skills/spring-boot-3/ai-observability Skill

    202★ repo

    Production-grade Claude Code and Codex skills for Spring Boot developers

  • Dt alerting

    Dynatrace/dynatrace-for-ai/skills/dt-alerting Skill

    120★ repo

    Skills, prompts, and instructions for building AI agents on top of Dynatrace production context

  • Otel browser

    ollygarden/opentelemetry-agent-skills/skills/otel-browser Skill

    89★ repo

    Vendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources

  • Ai operations

    harness/harness-skills/skills/ai-operations Skill

    83★ repo

    A collection of structured AI agent skills that enable Claude Code, Cursor, GitHub Copilot, and other AI coding assistants to create, operate, debug, and govern Harness CI/CD workflows through natural language.

  • Prometheus MCP Server

    tjhop/prometheus-mcp-server/io.github.tjhop/prometheus-mcp-server MCP server

    79★ repo

    An API-complete MCP server to manage Prometheus-compatible backends.

  • Mcp uptime kuma

    DavidFuchs/mcp-uptime-kuma/io.github.DavidFuchs/mcp-uptime-kuma MCP server

    39★ repo

    A Model Context Protocol (MCP) server for Uptime Kuma version 2.

  • Videodb monitoring skill

    video-db/openclaw-monitoring/videodb-monitoring-skill Skill

    no license25★ repo

    CCTV for Agents : Monitor your OpenClaw, Computer use agents in realtime using VideoDB

  • Symphony

    broomva/symphony/.agents/skills/symphony Skill

    9★ repo

    Rust orchestration daemon for coding agents — polls Linear/GitHub/Markdown, creates isolated workspaces, dispatches agent sessions with EGRI self-improvement.

  • Otelcol doctor

    s3onghyun/otelcol-doctor Skill

    8★

    A Claude Code skill that writes, fixes, and validates OpenTelemetry Collector configs — processor order, core-vs-contrib, pull-vs-push exporters, the works.

  • Devops engineer

    CrashBytes/claude-role-skills/skills/devops-engineer Skill

    6★ repo

    Claude Code plugin with 7 role-based professional skills for software teams — Scrum Master, Product Owner, Product Manager, UX/UI Developer, InfoSec Engineer, DevOps Engineer, and Software Migration Engineer

  • Observability mcp

    ThoTischner/observability-mcp/io.github.ThoTischner/observability-mcp MCP server

    6★ repo

    Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.

  • Aiperf

    air-gapped/skills/.claude/skills/aiperf Skill

    5★ repo

    Claude Code plugin marketplace — 58 installable reference skills across vLLM/SGLang inference, Kubernetes & Harvester, GPU host bring-up, observability, security, and agent workflows.

  • Audit

    NotHarshhaa/devops-skills/audit Skill

    5★ repo

    A collection of reusable DevOps Agent Skills for incident response, infrastructure auditing, Kubernetes, Terraform, CI/CD, observability, security, and platform engineering.

  • Robyn config backend best practices

    Lehsqa/robyn-config-skills/skills/robyn-config-backend-best-practices Skill

    no license3★ repo

    ⚡ Skill-based Claude Code extension layer for robyn-config that adds structured capabilities, generators, and reusable backend patterns for fast Robyn project development.

  • Using localstack

    SpillwaveSolutions/using-localstack-plugin/plugins/using-localstack-plugin/skills/using-localstack Skill

    3★ repo

    Plugin for using localstack and awslocal.

  • Decodo price monitoring

    Decodo/agent-skills/skills/decodo-price-monitoring Skill

    2★ repo

    Agent skills that teach AI coding agents to use Decodo for web scraping

  • Claude devops skill

    ronalships/claude-devops-skill Skill

    2★

    Opinionated production-grade DevOps defaults for Claude Code — Terraform, Kubernetes, CI/CD, Docker, cloud security, observability, cost, and DR. Stop generating infra that's technically correct but missing the senior-engineer instincts.

  • Mcp telemetry server

    arnavranjan005/mcp-telemetry/io.github.arnavranjan005/mcp-telemetry-server MCP server

    2★ repo

    Streams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.

  • Windows health check

    codepros100-dev/claude-windows-health-check/windows-health-check Skill

    1★ repo

    Comprehensive Windows system health check, diagnostics & remediation skill for Claude Code. 7-category audit with scoring and automated fixes.

  • Skill observability monitoring

    zavora-ai/skill-observability-monitoring Skill

    no license1★

    Observability skill — logs, traces, metrics, alerts, dashboards, incidents, SLOs via mcp-observability (32 tools)

  • Grafana llmops forge

    alebgl77/grafana-llmops-forge Skill

    1★

    Point it at any Grafana → full AI/LLM observability: FinOps by sovereignty, agents, EU AI Act — generated, deployed, vision-verified. Zero-dependency Agent Skill + CLI.

  • Kora v1

    kora-projects/kora-skills/plugins/kora-v1 Skill

    1★ repo

    Agent Skills for Kora Framework — compile-time DI for Java/Kotlin backend development.

  • Berserk

    berserkdb/berserk-skills/skills/berserk Skill

    1★ repo

    Berserk skills for AI coding agents

  • Alerting sla

    almasumdev/awesome-mobile-observability-agent-skills/.github/skills/alerts/alerting-sla Skill

    no license1★ repo

    Agent skills for logging, metrics, tracing, crash reporting, and analytics in mobile apps.

  • Vercel eve framework

    Xtqm/skills/skills/vercel-eve-framework Skill

    1★ repo

    I'll be adding my personal agent skills into this repo.

  • Production readiness audit

    P1tak4s/production-readiness-audit Skill

    1★

    Claude Agent Skill: scan, review & harden codebases for production — security, reliability, testing, data/compliance, ops, accessibility. Includes a dependency-free scanner, deep checklists, and templates.

  • Aws devops engineer professional

    toddkasper/expert-skills/aws/skills/aws-devops-engineer-professional Skill

    1★ repo

    Agent skills that give AI agents the operational competence of expert practitioners (Salesforce, AWS, GitHub Actions, web). SKILL.md format; Claude Code plugins. Not test-prep — certification is the scaffold and benchmark, not the product.

  • Agent observability

    KryptosAI/agent-observability/io.github.KryptosAI/agent-observability MCP server

    1★ repo

    Trace AI agent execution: every tool call, every error, every dollar. Open source, local-first.

  • DevHelm MCP Server

    devhelmhq/mcp-server/io.github.devhelmhq/mcp-server MCP server

    1★ repo

    Monitor uptime, manage incidents, configure alerting, and query dependency status via DevHelm

  • Agentry.sh Observability

    fr33dr4g0n/agentry-public/io.github.fr33dr4g0n/agentry-observability MCP server

    no license1★ repo

    Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.

  • Xitoring

    xitoring/mcp-server/io.github.xitoring/mcp-server MCP server

    no license1★ repo

    Connect AI assistants to Xitoring monitoring: servers, uptime, incidents, metrics, SSL, and alerts.

  • Sentinel

    rootstuff/sentinel-mcp/io.rootstuff/sentinel MCP server

    no license1★ repo

    Uptime, SSL, DNS and domain monitoring you can talk to from Claude or any MCP client.

  • Spring boot microservices

    gauravs19/spring-boot-microservices-skill/spring-boot-microservices Skill

    0★ repo

    Claude Code skill to design, scaffold, and review modern Java Spring Boot microservices (Spring Boot 4.x / Java 25 LTS). Installable as a plugin marketplace.

  • Grafana dashboards

    Sean-Michael/skills/grafana-dashboards Skill

    no license0★ repo

    Custom skills and prompts for Claude Code based on my personal workflows.

  • Mcp audit

    Lifeoflunatic/mcp-audit-skill/skills/mcp-audit Skill

    0★ repo

    MCP Infrastructure Audit Suite — Zero-install Claude Code skill. 30 governance rules, 39 protocol tests, health monitoring. Works with Claude Code, Cursor, Codex, Gemini CLI.

  • Thanos query

    Yusin0903/thanos-skills/skills/thanos-query Skill

    0★ repo

    Claude Code skill for CNCF Thanos, Prometheus, PromQL, and Kubernetes observability

  • Opentelemetry net instrumentation vb ja

    oreguchi/vb-winforms-skills/skills/opentelemetry-net-instrumentation-vb-ja Skill

    0★ repo

    Claude Code skills for building and modernizing VB.NET Windows Forms applications on modern .NET (8 / 9)

  • Unified token telemetry

    drewid74/unified-token-telemetry Skill

    no license0★

    Unified AI token usage telemetry — collect, store, and visualize token consumption across LiteLLM, OpenAI, Anthropic, GitHub Copilot, and flat-fee subscriptions

  • Apify google ai overview monitoring

    johnisanerd/claude-skill-google-ai-overview-monitoring/apify-google-ai-overview-monitoring Skill

    no license0★ repo

    Claude/agent skill: track brand visibility inside Google AI Overviews. Installs via npx skills add.

  • Account health diagnostics

    kochellenk-afk/google-ads-diagnostic-toolkit/skills/account-health-diagnostics Skill

    0★ repo

    10 production Claude Skills covering the full Google Ads diagnostic lifecycle: waste, spikes, Quality Score, budgets, reporting

  • Apify hotel price monitoring

    johnisanerd/claude-skill-hotel-price-monitoring/apify-hotel-price-monitoring Skill

    no license0★ repo

    Claude/agent skill: scheduled hotel rate snapshots for rate drop alerts and competitor watching. Installs via npx skills add.

  • Apify news monitoring

    johnisanerd/claude-skill-news-monitoring/apify-news-monitoring Skill

    no license0★ repo

    Claude/agent skill: monitor news coverage and brand mentions on a schedule. Installs via npx skills add.

  • Apify gas price monitoring

    johnisanerd/claude-skill-gas-price-monitoring/apify-gas-price-monitoring Skill

    no license0★ repo

    Claude/agent skill: scheduled fuel price snapshots for tracking changes. Installs via npx skills add.

  • Mac health check

    surendranb/loadout/skills/mac-health-check Skill

    0★ repo

    Universal, agent-agnostic skills for coding agents. Measure first, fix the real constraint, never delete without approval.

  • Skills

    sematext/sematext-otel-onboarding/skills Skill

    0★ repo

    OpenTelemetry onboarding for Sematext Cloud — reference examples shipping traces, metrics, and logs across multiple languages, an end-to-end multi-service tracing demo, and an open-source AI skill that walks engineers through the setup.

  • OpenClaw Observer for Claude CoWork

    zurbrick/OpenClaw-Observer-for-Claude-CoWork Skill

    no license0★

    Monitor your OpenClaw multi-agent deployment from Claude CoWork — interactive dashboard for channel health, token usage, session activity, and agent status

  • Logging best practices

    Turbovadim/turbo-skills/skills/logging-best-practices Skill

    no license0★ repo

    Reusable agent skills, starting with wide-event logging best practices.

  • Production readiness gate

    satishTheLegend/production-readiness-gate Skill

    0★

    Claude Code skill: a phased Production Readiness Review go/no-go gate (reliability, security, operability, cost, observability) with static code probes and a dated PRR record.

  • Skill

    xDzaky/solana-skill-quality-gate/scripts/fixtures/bad-skill/skill Skill

    0★ repo

    A pre-submit quality gate for Solana AI Kit skill builders — and a review accelerator for maintainers. Zero dependencies, read-only, 50 tests, SARIF output.

  • Ingestion pipeline architect

    satishTheLegend/ingestion-pipeline-architect Skill

    0★

    Design a resilient data ingestion/ETL pipeline from source to warehouse: contracts, idempotency, quality gates, lineage, backfill, and run-time observability.

  • J lens observability

    Gonzih/j-lens-observability-skill/j-lens-observability Skill

    0★ repo

    J-Lens-informed reasoning observability skill for OpenClaw, Claude, Codex, and AI harnesses

  • Monitoring aiops

    AIops-tools/Monitoring-AIops/skills/monitoring-aiops Skill

    0★ repo

    Governed SolarWinds Orion + PRTG ops: canned SWQL, alert rollup, 31 MCP tools (preview)

  • Hk pre owned rolex monitoring

    KelvinWu/hk-pre-owned-rolex-monitoring/skills/hk-pre-owned-rolex-monitoring Skill

    0★ repo

    Platform-neutral Agent Skill for auditable Hong Kong pre-owned Rolex inventory monitoring.

  • App verify

    nikhilkyn-png/app-verify Skill

    0★

    Claude Code skill: exploratory smoke-sweep + deploy verification for running/deployed web apps. Catches bugs that pass typecheck and return 200 but are wrong (dead DB columns, silent query failures, fake stats).

  • Product exposure monitoring and comment sentiment analysis

    fuzai123/Product-exposure-monitoring-and-comment-sentiment-analysis Skill

    no license0★

    Cross-agent product exposure monitoring, social metrics refresh, comment sentiment analysis, and verified tracker updates.

  • Mcpuptimeledger mcp

    clauxel/mcp-uptime-ledger-mcp/com.clauxel.mcpuptimeledger/mcpuptimeledger-mcp MCP server

    no license0★ repo

    MCP uptime, schema, auth, and SLA receipt monitoring.

All 2,005 in the catalog