React Doctor
makeplane/plane
Scans React code for lint, accessibility, bundle size and architecture issues, reports a health score and checks that changes do not lower it.
Real User Monitoring (RUM) on Dynatrace — web and mobile frontends.
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dt-obs-frontends .claude/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .claude/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontendsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/dt-obs-frontends .agents/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .agents/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/dt-obs-frontends .cursor/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .cursor/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Dynatrace/dynatrace-for-ai.git --path skills/dt-obs-frontends--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/dt-obs-frontends .gemini/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .gemini/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontendsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/dt-obs-frontends .github/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .github/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Dynatrace/dynatrace-for-ai dt-obs-frontends --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dynatrace/dynatrace-for-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/dt-obs-frontends .opencode/skills/dt-obs-frontends && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "dt-obs-frontends" agent skill from https://github.com/Dynatrace/dynatrace-for-ai/tree/main/skills/dt-obs-frontends into .opencode/skills/dt-obs-frontends/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dt-obs-frontends", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
dt-obs-frontendsReal User Monitoring (RUM) on Dynatrace — web and mobile frontends.
Dt Obs Frontends is an agent skill from Dynatrace/dynatrace-for-ai. 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.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including reference files (for example `references/characteristics.md`, `references/csp-violations.md` and `references/error-tracking.md`).
It sits in Frontend & Design, covering Web performance. The repository describes itself as: Skills, prompts, and instructions for building AI agents on top of Dynatrace production context. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 4f9aa71. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.dynatrace.comweb.devFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Dt Obs Frontends loads about 2.3k tokens when it runs, and up to ~36k if it reads all its reference files. Until then it costs about 91 tokens; SKILL.md has 842 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Dynatrace/dynatrace-for-ai at commit 4f9aa71, republished under its Apache-2.0 licence (© Dynatrace). 842 words, ~2,309 tokens.
.claude/skills/dt-obs-frontends/SKILL.md (or your agent's skills folder). This skill also uses 12 other files; get the full folder from GitHub.Monitor web and mobile frontends using Real User Monitoring with DQL. Targets RUM on the latest Dynatrace — do not use RUM Classic data.
Concepts and data model: https://docs.dynatrace.com/docs/observe/digital-experience/new-rum-experience/concepts
Three data sources, each for a different question:
| Source | Use for | Granularity |
|---|---|---|
timeseries dt.frontend.* | Trends, dashboards, alerting | Aggregated metric |
fetch user.events | Root cause, individual page views / requests / clicks / errors | Per-event |
fetch user.sessions | Bounce rate, session duration, session-level aggregates | Per-session |
Rule of thumb: start with metrics for the shape of the problem, drill into events for the why. Use sessions when the question is about user journeys, not individual interactions.
Full event model: https://docs.dynatrace.com/docs/semantic-dictionary/model/rum/user-events
DQL language reference (functions, syntax, operators): https://docs.dynatrace.com/docs/platform/grail/dynatrace-query-language
Key dt.frontend.* metrics (all support dimensions: frontend.name, device.type, geo.country.iso_code, browser.name, os.name, dt.rum.user_type, dt.smartscape.frontend):
dt.frontend.web.page.largest_contentful_paint / dt.frontend.web.page.interaction_to_next_paint / dt.frontend.web.page.cumulative_layout_shift / dt.frontend.web.page.first_input_delay — Core Web Vitalsdt.frontend.web.navigation.time_to_first_byte / dt.frontend.web.navigation.dom_interactive / dt.frontend.web.navigation.load_event_end — Navigation timingdt.frontend.error.count — Error countsdt.frontend.request.count / dt.frontend.request.duration — Request volume and latencydt.frontend.user_action.count / dt.frontend.user_action.duration — User action volume and durationdt.frontend.session.active.estimated_count / dt.frontend.user.active.estimated_count — Active sessions and users (cardinality metrics; use countDistinct() aggregation)All sources (user.events + user.sessions):
frontend.name — frontend identifier (preferred for all filtering); array on user.sessions (session can span multiple frontends). dt.smartscape.frontend is the Smartscape entity reference — use it to access entity attributes such as tags or linked services, not for name-based filtering. Avoid querying Smartscape to resolve a name to an entity ID and then joining with user.events — always filter on frontend.name directly.dt.rum.user_type — real_user, synthetic, robotdt.rum.application.type — web or mobiledt.rum.session.id, dt.rum.instance.idos.name, geo.country.iso_code, client.ispclient.ip — client IP address (sensitive field — hidden by default; see Field Permissions below)user.events — web only:
browser.name, browser.version, device.typeuser.events — mobile only:
device.model.identifier, device.manufacturer, app.short_versionCommon characteristic filters (scope user.events to a specific event type — use as | filter characteristics.has_X):
characteristics.has_page_summary — page loads (web)characteristics.has_view_summary — views (SPA + mobile screens)characteristics.has_navigation — navigation eventscharacteristics.has_user_action — user actionscharacteristics.has_error — all errorsFull characteristics reference: references/characteristics.md
Some fields are sensitive and belong to the builtin-sensitive-user-events-and-sessions fieldset. They are hidden by default on both user.events and user.sessions — users without access see null, and queries that filter or group by these fields silently return no results.
Sensitive fields used in this skill:
client.ip — client IP addressuser.identifier — real user identityGrant access with the following policy statement:
ALLOW storage:fieldsets:read WHERE storage:fieldset-name="builtin-sensitive-user-events-and-sessions"Reference: Field permissions
Most investigations follow this layered approach regardless of the specific problem domain (errors, performance, background activity, etc.):
1. Identify the frontend
Start by grouping by: {frontend.name} to find which application is affected. Filter by dt.rum.application.type (web or mobile) if you need to split web from mobile analysis upfront.
2. Find the affected page or view
Both fields are available on all events (not scoped to a specific characteristic):
page.name — the page URL normalised to a Dynatrace entity name; web onlyview.name — the SPA route or mobile screen name; available on web and mobileBoth can be present on the same event. For web SPAs, page.name reflects the top-level document while view.name reflects the current route — grouping by view.name gives finer granularity. For mobile, use view.name only.
Additional narrowing dimensions
| Dimension | Field | Platform | When to use |
|---|---|---|---|
| Specific request / endpoint | url.domain, url.path | web + mobile | Performance or error pattern on a specific API call |
| Individual user session | dt.rum.session.id | web + mobile | Reproduce a specific user's journey; connects to session replay |
| Device form factor | device.type | web only | Desktop vs mobile browser vs tablet pattern |
| Browser compatibility | browser.name, browser.version | web only | Issue only on certain browsers |
| App version | app.short_version | mobile only | Regression introduced in a specific app release |
| Geography | geo.country.iso_code | web + mobile | Regional infrastructure or CDN issue |
| Synthetic vs real traffic | dt.rum.user_type | web + mobile | Exclude synthetic monitors before user-facing analysis |
Each workflow maps to one or more references. Load the reference when you start the workflow, not upfront.
| Workflow | Reference |
|---|---|
| Event characteristics — types, filters, event_type derivation | references/characteristics.md |
| Web Vitals (LCP, FCP, FID, INP, CLS) | references/web-vitals.md |
| Session, bounce, engagement analysis | references/user-sessions.md |
| User actions — interaction lifecycle, completion reasons, timeouts | references/user-actions.md |
| Errors, exceptions, failed requests | references/error-tracking.md |
Frontend-backend linking — mechanisms, trace coverage, frontend.link | references/frontend-backend-linking.md |
| CSP violations — security policy enforcement and blocked resources | references/csp-violations.md |
| Mobile app starts, crashes, ANR, native signals | references/mobile-monitoring.md |
| Request latency, long tasks, JS profiling, geo performance | references/web-performance-analysis.md |
| Visibility changes — tab switching, background time, engagement quality | references/visibility-changes.md |
| Slow page load — backend vs render vs network vs JS triage | references/slow-page-load-playbook.md |
| Diagnosing zero results, anomalies, ambiguous data | references/troubleshooting.md |
Web vitals thresholds (LCP, INP, CLS, FCP, TTFB): https://web.dev/articles/vitals
Use this skill for real-user web and mobile frontend telemetry — Core Web Vitals, sessions, clicks, errors, crashes, request latency from the browser/app, and frontend-backend linking.
Use a different skill for:
dt-obs-syntheticdt-obs-services, dt-obs-tracingdt-obs-hostsdt-obs-logsdt-obs-problems© Dynatrace, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 12 other files (references) in skills/dt-obs-frontends of Dynatrace/dynatrace-for-ai.
Open the folder on GitHubat commit 4f9aa71
Dt Obs Frontends next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Dt Obs Frontends this skillDynatrace/dynatrace-for-ai | 162 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| React Doctormakeplane/plane | 61k | 12 repos | ~657 | Automated safety check: Pass | AGPL-3.0 | |
| Fixing Motion Performanceibelick/ui-skills | 9.5k | 5 repos | ~1.4k | Automated safety check: Pass | MIT | |
| GSAP Performance Tuninggreensock/gsap-skills | 16k | 4 repos | ~1k | Automated safety check: Pass | MIT | |
| React Frontend Development Guidelinesdiet103/claude-code-infrastructure-showcase | 10k | 2 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Web Quality Auditaddyosmani/web-quality-skills | 2.9k | — | ~2.6k | Automated safety check: Pass | MIT |
makeplane/plane
Scans React code for lint, accessibility, bundle size and architecture issues, reports a health score and checks that changes do not lower it.
ibelick/ui-skills
Audits and fixes web animation performance: layout thrashing, work that belongs on the compositor, scroll-linked motion and costly blur effects.
greensock/gsap-skills
Guides the agent to keep GSAP animations smooth by animating transforms and opacity, batching DOM reads and writes, and avoiding layout-heavy properties.
diet103/claude-code-infrastructure-showcase
Guidelines for React 18 and TypeScript apps covering Suspense data fetching, lazy loading, feature folders, MUI v7 styling, TanStack Router and performance.
addyosmani/web-quality-skills
Run an evidence-led web quality audit covering performance, accessibility, SEO, best practices, and agentic browsing.
AgriciDaniel/codex-seo
Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic.
Dynatrace/dynatrace-for-ai
Analyze dashboards and notebooks using Davis analyzers — anomaly detection, novelty scoring, and correlation.
Dynatrace/dynatrace-for-ai
Set up the Dynatrace iOS SDK (OneAgent) in an iOS project using Swift Package Manager.
Dynatrace/dynatrace-for-ai
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…
Dynatrace/dynatrace-for-ai
AWS cloud resource monitoring including EC2, RDS, Lambda, ECS/EKS, VPC networking, load balancers, S3, DynamoDB, SQS/SNS, and cost optimization.
Dynatrace/dynatrace-for-ai
3rd-party test and monitor result ingestion into Dynatrace Grail via the platform events ingest API (platform/ingest/custom/events/).
Dynatrace/dynatrace-for-ai
DAVIS problem analysis including root cause identification, impact assessment, and correlation with other telemetry.
Categories
Real User Monitoring (RUM) on Dynatrace — web and mobile frontends. Dt Obs Frontends is an agent skill from Dynatrace/dynatrace-for-ai. Real User Monitoring (RUM) on Dynatrace — web and mobile frontends.
Dt Obs Frontends fits situations like: tasks that involve Web performance.
Run `npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a claude-code`. Or copy the skill folder (skills/dt-obs-frontends in Dynatrace/dynatrace-for-ai) into .claude/skills/dt-obs-frontends in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a codex`. Or copy the skill folder (skills/dt-obs-frontends in Dynatrace/dynatrace-for-ai) into .agents/skills/dt-obs-frontends in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Dynatrace/dynatrace-for-ai --skill dt-obs-frontends -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dt-obs-frontends, .gemini/skills/dt-obs-frontends, .github/skills/dt-obs-frontends and .opencode/skills/dt-obs-frontends in your project.
SKILL.md names no scripts, command-line tools or credentials: Dt Obs Frontends is instructions for the agent only.
SKILL.md names 2 domains. As links in the text: docs.dynatrace.com and web.dev. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Dt Obs Frontends is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 33k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Dt Obs Frontends: React Doctor (makeplane/plane, 61k stars), Fixing Motion Performance (ibelick/ui-skills, 9.5k stars), GSAP Performance Tuning (greensock/gsap-skills, 16k stars) and React Frontend Development Guidelines (diet103/claude-code-infrastructure-showcase, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Dynatrace (a GitHub organization) maintains it in Dynatrace/dynatrace-for-ai, which has 162 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on October 1, 2026.
Source: Dynatrace/dynatrace-for-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.