Monitoring & observability
2,005 rows, by stacks then stars
605 of these skill files have been read, by 530 distinct authors, and what they tell an agent counted. What Monitoring & observability authors agree on, and what they forbid
grafana/mcp-grafana/io.github.grafana/mcp-grafana MCP server
3,358★ repoAn MCP server giving access to Grafana dashboards, data and more.
pab1it0/prometheus-mcp-server/io.github.pab1it0/prometheus-mcp-server MCP server
512★ repoMCP server providing Prometheus metrics access and PromQL query execution for AI assistants
FrankChen021/datastoria/resources/skills/clickhouse-system-queries Skill
no license325★ repoAI-native ClickHouse console for your cluster diagnostics and query generation, optimization and data visualization.
qdrant/skills/meta/qdrant-advisor Skill
220★ repoAgent 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
rrezartprebreza/spring-boot-skills/skills/spring-boot-3/ai-observability Skill
202★ repoProduction-grade Claude Code and Codex skills for Spring Boot developers
Dynatrace/dynatrace-for-ai/skills/dt-alerting Skill
120★ repoSkills, prompts, and instructions for building AI agents on top of Dynatrace production context
ollygarden/opentelemetry-agent-skills/skills/otel-browser Skill
89★ repoVendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources
harness/harness-skills/skills/ai-operations Skill
83★ repoA 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.
tjhop/prometheus-mcp-server/io.github.tjhop/prometheus-mcp-server MCP server
79★ repoAn API-complete MCP server to manage Prometheus-compatible backends.
DavidFuchs/mcp-uptime-kuma/io.github.DavidFuchs/mcp-uptime-kuma MCP server
39★ repoA Model Context Protocol (MCP) server for Uptime Kuma version 2.
video-db/openclaw-monitoring/videodb-monitoring-skill Skill
no license25★ repoCCTV for Agents : Monitor your OpenClaw, Computer use agents in realtime using VideoDB
broomva/symphony/.agents/skills/symphony Skill
9★ repoRust orchestration daemon for coding agents — polls Linear/GitHub/Markdown, creates isolated workspaces, dispatches agent sessions with EGRI self-improvement.
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.
CrashBytes/claude-role-skills/skills/devops-engineer Skill
6★ repoClaude 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
ThoTischner/observability-mcp/io.github.ThoTischner/observability-mcp MCP server
6★ repoUnified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.
air-gapped/skills/.claude/skills/aiperf Skill
5★ repoClaude Code plugin marketplace — 58 installable reference skills across vLLM/SGLang inference, Kubernetes & Harvester, GPU host bring-up, observability, security, and agent workflows.
NotHarshhaa/devops-skills/audit Skill
5★ repoA 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.
SpillwaveSolutions/using-localstack-plugin/plugins/using-localstack-plugin/skills/using-localstack Skill
3★ repoPlugin for using localstack and awslocal.
Decodo/agent-skills/skills/decodo-price-monitoring Skill
2★ repoAgent skills that teach AI coding agents to use Decodo for web scraping
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.
arnavranjan005/mcp-telemetry/io.github.arnavranjan005/mcp-telemetry-server MCP server
2★ repoStreams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.
codepros100-dev/claude-windows-health-check/windows-health-check Skill
1★ repoComprehensive 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)
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-projects/kora-skills/plugins/kora-v1 Skill
1★ repoAgent Skills for Kora Framework — compile-time DI for Java/Kotlin backend development.
berserkdb/berserk-skills/skills/berserk Skill
1★ repoBerserk skills for AI coding agents
almasumdev/awesome-mobile-observability-agent-skills/.github/skills/alerts/alerting-sla Skill
no license1★ repoAgent skills for logging, metrics, tracing, crash reporting, and analytics in mobile apps.
Xtqm/skills/skills/vercel-eve-framework Skill
1★ repoI'll be adding my personal agent skills into this repo.
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★ repoAgent 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.
KryptosAI/agent-observability/io.github.KryptosAI/agent-observability MCP server
1★ repoTrace AI agent execution: every tool call, every error, every dollar. Open source, local-first.
devhelmhq/mcp-server/io.github.devhelmhq/mcp-server MCP server
1★ repoMonitor uptime, manage incidents, configure alerting, and query dependency status via DevHelm
fr33dr4g0n/agentry-public/io.github.fr33dr4g0n/agentry-observability MCP server
no license1★ repoCanonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.
xitoring/mcp-server/io.github.xitoring/mcp-server MCP server
no license1★ repoConnect AI assistants to Xitoring monitoring: servers, uptime, incidents, metrics, SSL, and alerts.
rootstuff/sentinel-mcp/io.rootstuff/sentinel MCP server
no license1★ repoUptime, SSL, DNS and domain monitoring you can talk to from Claude or any MCP client.
gauravs19/spring-boot-microservices-skill/spring-boot-microservices Skill
0★ repoClaude Code skill to design, scaffold, and review modern Java Spring Boot microservices (Spring Boot 4.x / Java 25 LTS). Installable as a plugin marketplace.
Sean-Michael/skills/grafana-dashboards Skill
no license0★ repoCustom skills and prompts for Claude Code based on my personal workflows.
Lifeoflunatic/mcp-audit-skill/skills/mcp-audit Skill
0★ repoMCP Infrastructure Audit Suite — Zero-install Claude Code skill. 30 governance rules, 39 protocol tests, health monitoring. Works with Claude Code, Cursor, Codex, Gemini CLI.
Yusin0903/thanos-skills/skills/thanos-query Skill
0★ repoClaude 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★ repoClaude Code skills for building and modernizing VB.NET Windows Forms applications on modern .NET (8 / 9)
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★ repoClaude/agent skill: track brand visibility inside Google AI Overviews. Installs via npx skills add.
kochellenk-afk/google-ads-diagnostic-toolkit/skills/account-health-diagnostics Skill
0★ repo10 production Claude Skills covering the full Google Ads diagnostic lifecycle: waste, spikes, Quality Score, budgets, reporting
johnisanerd/claude-skill-hotel-price-monitoring/apify-hotel-price-monitoring Skill
no license0★ repoClaude/agent skill: scheduled hotel rate snapshots for rate drop alerts and competitor watching. Installs via npx skills add.
johnisanerd/claude-skill-news-monitoring/apify-news-monitoring Skill
no license0★ repoClaude/agent skill: monitor news coverage and brand mentions on a schedule. Installs via npx skills add.
johnisanerd/claude-skill-gas-price-monitoring/apify-gas-price-monitoring Skill
no license0★ repoClaude/agent skill: scheduled fuel price snapshots for tracking changes. Installs via npx skills add.
surendranb/loadout/skills/mac-health-check Skill
0★ repoUniversal, agent-agnostic skills for coding agents. Measure first, fix the real constraint, never delete without approval.
sematext/sematext-otel-onboarding/skills Skill
0★ repoOpenTelemetry 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
Turbovadim/turbo-skills/skills/logging-best-practices Skill
no license0★ repoReusable agent skills, starting with wide-event logging best practices.
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.
xDzaky/solana-skill-quality-gate/scripts/fixtures/bad-skill/skill Skill
0★ repoA pre-submit quality gate for Solana AI Kit skill builders — and a review accelerator for maintainers. Zero dependencies, read-only, 50 tests, SARIF output.
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.
Gonzih/j-lens-observability-skill/j-lens-observability Skill
0★ repoJ-Lens-informed reasoning observability skill for OpenClaw, Claude, Codex, and AI harnesses
AIops-tools/Monitoring-AIops/skills/monitoring-aiops Skill
0★ repoGoverned SolarWinds Orion + PRTG ops: canned SWQL, alert rollup, 31 MCP tools (preview)
KelvinWu/hk-pre-owned-rolex-monitoring/skills/hk-pre-owned-rolex-monitoring Skill
0★ repoPlatform-neutral Agent Skill for auditable Hong Kong pre-owned Rolex inventory monitoring.
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.
clauxel/mcp-uptime-ledger-mcp/com.clauxel.mcpuptimeledger/mcpuptimeledger-mcp MCP server
no license0★ repoMCP uptime, schema, auth, and SLA receipt monitoring.