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Updated 2w ago

by Dynatrace

dynatrace-for-ai

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

Works with
  • Claude

163 GitHub stars (163)

+2 in 16 days

Stars gained per day · daily snapshots since Sep 30
Stars gained per day, Sep 30 to Oct 16: +2 in total; the busiest day was Oct 10 with +2 stars.Oct 1: 0 starsOct 2: 0 starsOct 3: 0 starsOct 4: 0 starsOct 5: 0 starsOct 6: 0 starsOct 7: 0 starsOct 8: 0 starsOct 9: 0 starsOct 10: +2 starsOct 11: 0 starsOct 12: 0 starsOct 13: 0 starsOct 14: 0 starsOct 15: 0 starsOct 16: 0 stars
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  • 30 skills (30 skills found in its SKILL.md files)
  • 35 forks (35 forks)
  • 2w ago last update (Last updated 2w ago)

Install

Skills CLI

npx skills add Dynatrace/dynatrace-for-ai

Asks which skills and agents to install. Just one: npx skills add Dynatrace/dynatrace-for-ai --skill dt-alerting — add -g for every project.

Claude Code

git clone https://github.com/Dynatrace/dynatrace-for-aicp -r "dynatrace-for-ai/skills/dt-alerting" ~/.claude/skills/

Copies the dt-alerting skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add Dynatrace/dynatrace-for-ai

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md — showing the first 30 of 34 files.

  • dt-alerting

    End-to-end Dynatrace alerting lifecycle — anomaly detector setup and model selection (static threshold, adaptive baseline, seasonal baseline), alert event storage in Grail, problem grouping and denoising by root cause analysis, and workflow-based notification routing (email, Slack, ServiceNow, webhook). Use when configuring alerting, choosing between detector types, querying alert event history,…

    skills/dt-alerting/SKILL.md on GitHub (opens in a new tab)
  • dt-app-dashboards

    Work with Dynatrace dashboards - create, modify, query, and analyze dashboard JSON including tiles, layouts, DQL queries, variables, and visualizations.

    skills/dt-app-dashboards/SKILL.md on GitHub (opens in a new tab)
  • dt-app-notebooks

    Work with Dynatrace notebooks - create, modify, query, and analyze notebook JSON including sections, DQL queries, and visualizations.

    skills/dt-app-notebooks/SKILL.md on GitHub (opens in a new tab)
  • dt-dql-essentials

    Core DQL syntax, pitfalls, query patterns, and query optimization. Load to write, build, fix, or OPTIMIZE a DQL query — prevents syntax errors and makes queries faster, more efficient, and cheaper (less data scanned = lower query consumption/cost per run). Covers fetch commands, data models, field namespaces, time alignment, entity/smartscape patterns, metric discovery, and performance/cost optim…

    skills/dt-dql-essentials/SKILL.md on GitHub (opens in a new tab)
  • dt-js-runtime

    Dynatrace server-side JS runtime — function contract, runtime limits, Web APIs, Node.js modules, fetch with credential vault, and the @dynatrace-sdk/* catalog.

    skills/dt-js-runtime/SKILL.md on GitHub (opens in a new tab)
  • dt-migration

    Migrate Dynatrace classic and Gen2 entity-based DQL to Smartscape equivalents. Covers three scenarios. (1) mass data queries filtered by classic entity conditions — migrate to direct dimension filters first, Smartscape only as fallback; (2) mass data queries using entity subqueries for filtering — same dimension-first strategy; (3) pure entity list queries — migrate fetch dt.entity.* to smartscap…

    skills/dt-migration/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-analytics

    Analyze dashboards and notebooks using Davis analyzers — anomaly detection, novelty scoring, and correlation. Use when the user references a specific Dynatrace dashboard or notebook (by URL, UUID, or name) and asks what it shows, which DQL queries it runs, whether a tile looks off, or wants to find anomalies, score novelty, or correlate its metrics. The trigger is a dashboard or notebook as the d…

    skills/dt-obs-analytics/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-aws

    AWS cloud resource monitoring including EC2, RDS, Lambda, ECS/EKS, VPC networking, load balancers, S3, DynamoDB, SQS/SNS, and cost optimization. Use when analyzing AWS infrastructure, resource inventory, security compliance, capacity planning, or cost savings. Trigger: "show EC2 instances", "find RDS databases", "VPC resources", "AWS cost optimization", "Lambda functions", "ECS services", "securi…

    skills/dt-obs-aws/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-azure

    Azure cloud resources including VMs, VMSS, SQL Database, Storage, AKS, App Service, Functions, VNet networking, load balancers, Event Hubs, Container Apps, and Key Vault. Monitor Azure infrastructure, analyze resource usage, audit security posture, and manage organizational hierarchy across subscriptions and resource groups.

    skills/dt-obs-azure/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-compliance-assistant

    Monitor and investigate EU DORA compliance posture using Dynatrace Compliance Assistant. Covers compliance score, CIF health, incident lifecycle, and ICT risk inputs (vulnerabilities, security detection findings, misconfigurations). Trigger: "DORA compliance", "Digital Operational Resilience Act", "compliance score", "compliance snapshot", "score tier", "Critical or Important Functions", "CIF", "…

    skills/dt-obs-compliance-assistant/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-ext-monitors

    3rd-party test and monitor result ingestion into Dynatrace Grail via the platform events ingest API (platform/ingest/custom/events/). Use when sending external synthetic test outcomes, CI monitor data, or third-party check results to Dynatrace. Covers token scope, full event schema for external_test_run and external_test_step (including dt.security_context, ci.*, trace correlation, and pipeline-a…

    skills/dt-obs-ext-monitors/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-frontends

    Real User Monitoring (RUM) on Dynatrace — web and mobile frontends. Core Web Vitals, user sessions, page performance, mobile crashes, frontend errors, and frontend-backend linking. Query via `user.events`, `user.sessions`, and `dt.frontend.*` metrics. Does NOT cover synthetic monitoring (HTTP/browser/network checks) — that's a separate domain.

    skills/dt-obs-frontends/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-gcp

    GCP cloud resources including Compute Engine, GKE, Cloud Run, Pub/Sub, VPC networking, DNS, IAM, Secret Manager, and monitoring. Monitor GCP infrastructure, analyze resource usage, audit security posture, and manage organizational hierarchy across projects and folders.

    skills/dt-obs-gcp/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-genai

    Analyze & debug GenAI/LLM apps: token cost & caching by prompt, model & provider; latency/errors; agent & tool loops/failures; conversations; guardrails; evaluations; OpenTelemetry/dt-evals setup.

    skills/dt-obs-genai/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-hosts

    Host and process metrics including CPU, memory, disk, network, containers, and process-level telemetry. Use when analyzing infrastructure health, resource utilization, process consumption, or host discovery. Also use when building timeseries queries for host metrics that feed into analytical workflows like anomaly detection, forecasting, or seasonality analysis. Trigger: "show hosts", "CPU usage"…

    skills/dt-obs-hosts/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-kubernetes

    Kubernetes cluster, pod, node, and workload monitoring. Use when analyzing K8s health, resource optimization, pod failures, OOMKills, scheduling, or security posture. Also use for Kubernetes operational events like pod restarts, OOM events, evictions, and cluster event history. Trigger: "Kubernetes pods", "K8s cluster health", "OOMKill", "pod restarts", "container CPU", "namespace resource usage"…

    skills/dt-obs-kubernetes/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-log-semantic-mapping

    Suggest and validate semantic dictionary (SD) mappings for audit log integrations using raw vendor log payloads or live ingested events. Use when: mapping a vendor audit log feed, authentication logs, user activity logs to the Dynatrace SD; checking required semantic fields; proposing OpenPipeline processor extraction rules based on DQL; running runtime validation (fetches live logs by log.source…

    skills/dt-obs-log-semantic-mapping/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-logs

    Log querying, filtering, pattern analysis, and error rate calculation. Use when searching application or infrastructure logs, analyzing error patterns, or correlating log data. Trigger: "show error logs", "search logs for keyword", "log error rate", "recent errors", "logs from last hour", "find log entries", "top error messages", "log patterns", "parse JSON logs", "logs by process group", "log tr…

    skills/dt-obs-logs/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-network-devices

    Analyze SNMP-monitored network devices (switches, routers, firewalls, load balancers) in Dynatrace. Three data layers: Smartscape topology (`EXT_NETWORK_DEVICE` / `EXT_NETWORK_INTERFACE` nodes, `belongs_to` and `calls` edges); `com.dynatrace.extension.network_device.*` metrics (CPU, memory, uptime, throughput, saturation, errors); and logs (SNMP traps, syslog, auto-discovery). Use to inventory de…

    skills/dt-obs-network-devices/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-network-flows

    Network flow analysis in Dynatrace across three sources: OneAgent flows (host/process/pod-to-peer connections in the `default_network_flows` Grail bucket), NetFlow/IPFIX/sFlow (via an OpenTelemetry Collector), and cloud flow logs (AWS VPC / Transit Gateway; Azure and GCP planned). Use to analyze traffic between entities, find top talkers by bandwidth, map communication dependencies, investigate c…

    skills/dt-obs-network-flows/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-predictive-analytics

    Predictive analytics for Dynatrace — time series forecasting with the timeseries-forecast tool, capacity saturation planning, trend and anomaly detection across hosts, services, and infrastructure.

    skills/dt-obs-predictive-analytics/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-problems

    DAVIS problem analysis including root cause identification, impact assessment, and correlation with other telemetry. Use when querying or investigating detected problems. Trigger: "active problems", "root cause analysis", "problem impact", "affected users", "list problems", "P-12345 details", "recurring problems", "problem history", "problem trending", "blast radius", "which entity caused the pro…

    skills/dt-obs-problems/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-services

    Service performance monitoring with RED metrics (Rate, Errors, Duration) and runtime-specific telemetry for Java, .NET, Node.js, Python, PHP, and Go. Use when analyzing service health, SLA compliance, or runtime issues. Trigger: "service response time", "error rate", "throughput", "SLA compliance", "service mesh overhead", "JVM GC", "Java heap", "Node.js event loop", ".NET CLR", "Python threads",…

    skills/dt-obs-services/SKILL.md on GitHub (opens in a new tab)
  • dt-obs-tracing

    Distributed traces, spans, service dependencies, and request flow analysis. Use when investigating span-level details, failures, performance bottlenecks, or trace correlation. Trigger: "trace analysis", "slow requests", "failed spans", "service dependencies", "distributed trace", "span details", "HTTP status codes in traces", "database query spans", "messaging spans", "gRPC calls", "Lambda cold s…

    skills/dt-obs-tracing/SKILL.md on GitHub (opens in a new tab)
  • dt-platform-costs

    Query and analyze a Dynatrace tenant's ACTUAL billing and usage data with DQL against dt.system.events — DPS consumption breakdown, cost-normalized spend ranking, included volume deduction, chargeback/showback, cost drivers, spending trends, cost investigation, metrics ingest optimization, query cost attribution, workflow total cost, entity-level cost drill-down (RUM, hosts, synthetic, K8s), and…

    skills/dt-platform-costs/SKILL.md on GitHub (opens in a new tab)
  • dt-sec-contextualization

    Resolve security signals, IoC matches, or Smartscape nodes to runtime Dynatrace entities and connect findings on different entity levels through a shared runtime entity. Covers identity-to-Smartscape mapping (incl. container-image digest/ID to workload), cross-level topology (K8s pod detection vs. node CVE via pod-to-node), per-entity risk summarization, and coverage match recipes shared by dt-se…

    skills/dt-sec-contextualization/SKILL.md on GitHub (opens in a new tab)
  • dt-sec-insights

    Query and analyze Dynatrace security data in security.events with DQL: vulnerabilities, threat detections, compliance posture, and scan coverage. Covers Dynatrace-native Runtime Vulnerability Analytics (RVA — CVEs, reachability, exposure, exploit), Runtime Application Protection (RAP), Automated Detections, and Security Posture Management (KSPM/CSPM), plus external security products and tools. Tr…

    skills/dt-sec-insights/SKILL.md on GitHub (opens in a new tab)
  • dt-sec-ioc-hunting

    Hunt threat-intelligence indicators of compromise (IoCs) across Dynatrace logs and spans and produce a 0-100 threat-exposure score. Extracts and normalizes IoCs — IPs, Domains (hostnames included), URLs, Emails, CVEs, File hashes (md5/sha1/sha256), MITRE TTPs — from unstructured reports, advisories, advisory URLs, pasted text, or STIX, then hunts them in fetch logs and fetch spans. Trigger: hunt…

    skills/dt-sec-ioc-hunting/SKILL.md on GitHub (opens in a new tab)
  • dt-sec-semantic-mapping

    Suggest and validate semantic dictionary (SD) mappings for new security integrations using vendor API samples or live events. Use when: mapping a new security vendor data to Dynatrace SD; checking required fields; validating namespaces; highlighting discrepancies vs the semantic dictionary; proposing mapping improvements; running runtime validation against live tenant data.

    skills/dt-sec-semantic-mapping/SKILL.md on GitHub (opens in a new tab)
  • dt-setup-android

    Instruments an existing Android project (Kotlin or Java) with the Dynatrace Mobile Agent for basic monitoring. Covers zero-to-first-event setup only: Gradle plugin, agent config, and user privacy opt-in. Do not use for advanced Dynatrace configuration beyond initial instrumentation.

    skills/dt-setup-android/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.