Everything AI agents need to work with Dynatrace, starting with skills.
Skills are portable knowledge packages following the Agent Skills open format. They give AI coding agents the domain-specific context to query, analyze, and interpret Dynatrace data. They work with Claude Code, GitHub Copilot, Cursor, OpenCode, Gemini CLI, and 30+ other compatible tools.
npx skills add dynatrace/dynatrace-for-aiWorks with Claude Code, Cursor, Cline, GitHub Copilot, OpenCode, and other compatible agents.
claude plugin marketplace add dynatrace/dynatrace-for-ai
claude plugin install dynatrace@dynatrace-for-aiThe plugin includes the Dynatrace MCP server. Set these environment variables before starting Claude Code to connect it to your environment:
export DT_ENVIRONMENT=https://<env>.apps.dynatrace.com # e.g. https://abc12345.apps.dynatrace.com
export DT_PLATFORM_TOKEN=<your-platform-token>Please consult the Dynatrace MCP server docs for a full list of scopes required for using the MCP Server with a Platform Token.
Update with claude plugin marketplace update && claude plugin update dynatrace@dynatrace-for-ai.
The bundled MCP server connects to your Dynatrace environment. See the Dynatrace Privacy Policy for details on data handling.
Copy skill directories into your agent's skills path (.agents/skills/, .claude/skills/, .cursor/skills/, etc.).
Skills provide knowledge only. To run live queries and manage your environment, pair them with a tool.
dtctl is a kubectl-style CLI for the Dynatrace platform. It ships with its own Agent Skill that teaches agents how to operate it.
brew install dynatrace-oss/tap/dtctl # Install
dtctl auth login --context my-env \
--environment "https://<env>.apps.dynatrace.com" # Authenticate
npx skills add dynatrace-oss/dtctl # Install the dtctl skill
dtctl doctor # Verify setupOr install the dtctl skill with dtctl itself: dtctl skills install
The Dynatrace MCP server provides Dynatrace API access via MCP. The Claude Code plugin bundles the MCP server configuration automatically — just set DT_ENVIRONMENT and DT_PLATFORM_TOKEN as shown above. For other agents that support MCP natively, see the MCP server docs.
The MCP server is remote — Dynatrace hosts it, so there is nothing to install. Releases are published to the official MCP registry as io.github.Dynatrace/dynatrace-for-ai, so MCP hosts that read the registry can add it by name.
| Skill | Description |
|---|---|
| dt-dql-essentials | DQL syntax rules, common pitfalls, and query patterns. Load this before writing any DQL. |
| Skill | Description |
|---|---|
| dt-obs-services | Service RED metrics and runtime telemetry for .NET, Java, Node.js, Python, PHP, and Go. |
| dt-obs-frontends | Real User Monitoring, Web Vitals, user sessions, mobile crashes, and frontend errors. |
| dt-obs-tracing | Distributed traces, spans, service dependencies, and failure detection. |
| dt-obs-hosts | Host and process metrics: CPU, memory, disk, network, and containers. |
| dt-obs-kubernetes | Kubernetes clusters, pods, nodes, workloads, labels, and resource relationships. |
| dt-obs-aws | AWS resources: EC2, RDS, Lambda, ECS/EKS, VPC, load balancers, and cost optimization. |
| dt-obs-azure | Azure resources: VMs, VMSS, SQL Database, Storage, AKS, App Service, Functions, VNet, Event Hubs, Container Apps, and Key Vault. |
| dt-obs-gcp | GCP resources: Compute Engine, GKE, Cloud Run, Pub/Sub, VPC, DNS, IAM, and Secret Manager. |
| dt-obs-logs | Log queries, filtering, pattern analysis, and log correlation. |
| dt-obs-problems | Problem entities, root cause analysis, impact assessment, and problem correlation. |
| dt-obs-predictive-analytics | Time series forecasting, capacity saturation planning, and trend/anomaly detection across hosts, services, and infrastructure. |
| dt-alerting | End-to-end alerting lifecycle: anomaly detector setup, alert events in Grail, problem grouping, and workflow notification routing. |
| dt-obs-analytics | Analyze Dynatrace dashboards and notebooks with Davis analyzers: anomaly detection, novelty scoring, and metric correlation. |
| dt-obs-ext-monitors | Ingest third-party test and monitor results into Dynatrace Grail via the platform events ingest API. |
| dt-obs-genai | Analyze observability signals from GenAI applications: golden signals, LLM cost/token analytics, agent tool-call behavior, and evaluation results. |
| dt-obs-log-semantic-mapping | Suggest and validate semantic dictionary mappings for audit log integrations, using vendor log payloads or live ingested events. |
| Skill | Description |
|---|---|
| dt-sec-insights | Query and analyze security data in security.events: Runtime Vulnerability Analytics, Runtime Application Protection, Automated Detections (MITRE ATT&CK), and Security Posture Management (KSPM/CSPM). |
| dt-sec-contextualization | Resolve security signals and IoC matches to runtime entities, and connect findings across topology levels through a shared runtime entity. |
| dt-sec-ioc-hunting | Hunt threat-intelligence indicators of compromise across logs and spans, producing a threat-exposure score. |
| dt-sec-semantic-mapping | Suggest and validate semantic dictionary mappings for new security integrations, using vendor API samples or live events. |
| Skill | Description |
|---|---|
| dt-obs-android | Instrument an existing Android project (Kotlin or Java) with the Dynatrace Mobile Agent: Gradle plugin, agent config, and user privacy opt-in. |
| dt-obs-flutter | Integrate the Dynatrace Flutter Plugin: dependency setup, config, SDK bootstrap, navigation tracking, and verification. |
| dt-obs-ios | Set up the Dynatrace iOS SDK via Swift Package Manager: SPM dependency, Dynatrace.plist config, privacy opt-in, and Xcode build verification. |
| dt-obs-react-native | Integrate the Dynatrace React Native Plugin for bare React Native and Expo: dependency setup, dynatrace.config.js, Babel registration, navigation tracking, and verification. |
| Skill | Description |
|---|---|
| dt-app-dashboards | Create, modify, and analyze Dynatrace dashboards: tiles, layouts, variables, and visualizations. |
| dt-app-notebooks | Create, modify, and analyze Dynatrace notebooks: sections, DQL queries, and analytics workflows. |
| dt-js-runtime | Dynatrace server-side JavaScript runtime: function contract, runtime limits, Web APIs, Node.js modules, and the @dynatrace-sdk/* catalog. |
| dt-platform-costs | Query and analyze a Dynatrace tenant's actual billing and usage data with DQL: DPS consumption breakdown, cost-normalized spend ranking, chargeback/showback, cost drivers, and entity-level cost drill-down. |
| Skill | Description |
|---|---|
| dt-migration | Migrate classic entity-based DQL and topology navigation to Smartscape equivalents. |
Prompts are reusable task templates for common Dynatrace workflows. You can copy them from the /prompts/ directory and paste them directly into any AI chat. For VS Code/GitHub Copilot users, copy prompts into .github/prompts/ to use as slash commands (e.g. /troubleshoot-problem).
Each prompt references the relevant skills above — load those skills first for best results.
| Prompt | Description |
|---|---|
| dt-daily-standup | Generate a daily standup report for one or more services. |
| dt-health-check | Check the health of a service in production. |
| dt-incident-response | Respond to an active production incident with triage, root cause, and a shareable report. |
| dt-investigate-error | Investigate recent errors using Davis Problems as the entry point (problems → logs → traces). |
| dt-performance-regression | Analyze whether a recent deployment caused a performance regression. |
| dt-troubleshoot-problem | Troubleshoot an existing Dynatrace problem with structured log and trace investigation. |
Skills follow the Agent Skills specification and use progressive disclosure:
- Catalog - Agents load only
name+description(~100 tokens per skill) to know what's available. - Instructions - When relevant, the full
SKILL.mdis loaded (<5000 tokens). - Resources - Detailed reference files in
references/are loaded on demand.
Install all skills without penalty. Agents only load what they need.
Skill content (skills/) is maintained internally at Dynatrace and published here periodically. PRs that modify skill files will not be accepted — please open an issue instead to suggest changes. See CONTRIBUTING.md for details on what can be contributed directly.
Apache-2.0