Instrument a developer's own LLM app or agent with Grafana Agent Observability. Use for initial setup, incomplete or broken instrumentation, missing generations, or empty Performance charts. Reads the code, checks SDK and OpenTelemetry setup, and iterates…
Diagnose Entity Graph problems: missing entities, missing edges, disconnected clusters, or filtering issues. Use when the user reports that Entity Graph doesn't look right, services are missing, edges aren't appearing, or environments can't be filtered.…
Guides a contributor and their coding agent through adding or extending a capability in the grafana/gcx codebase: deciding whether a new command is needed and where it belongs (provider, datasource kind, resource adapter, cloud command, or bundled skill),…
Tag and release a new gcx version. Use when the user wants to cut a release, tag a version, run the release process, or says "release patch/minor/major".
Review someone else's gcx pull request, produce a ranked report with a verdict, and optionally post it to GitHub as line-anchored inline comments. Covers what to report, in what order, when to stop, how to rank over-engineering findings, how to judge whether…
Shows Synthetic Monitoring check health - check inventory, per-check pass/fail status with success rates, and success-rate timelines as terminal graphs. Use when the user asks about Synthetic Monitoring check health, status, or trends. Trigger on phrases like…
Manages Grafana Cloud resources via the gcx CLI. Trigger when the user wants to inspect, create, update, delete, query, or automate any Grafana resource - dashboards, datasources, alerts, SLOs, synthetic checks, oncall, incidents, fleet, k6, knowledge graph,…
Investigates application problems and incidents using Grafana metrics, logs, and traces via gcx. Use for alerts, errors, latency, regressions, blast radius, or trace comparison. Uses qualified baselines and trace diff to investigate execution changes. Accepts…
Reference for porting a Grafana Cloud product from the legacy grafana-cloud-cli into a gcx provider — adapter, schema/example registration, CRUD redirect commands. HUMAN-DRIVEN — this skill is outside the integrate-with-gcx v1 autonomous workflow and must not…
(Experimental) End-to-end observability setup for Grafana Cloud using gcx. Covers instrumentation, SLOs, alerting, synthetic monitoring, k6 load testing, IRM on-call, dashboards, cost optimization, and GitOps export. Use when the user wants to set up…
Use for the implementation workflow once a capability is already classified as a Grafana Cloud product provider (SLO, OnCall, Synthetic Monitoring, k6, ML, etc.) — provider package, commands, config keys, optional resource adapters. Trigger on "add provider",…
Sets up gcx: installation, context creation, authentication, and connection to a Grafana instance. Covers Grafana Cloud and on-premise deployments, environment variable overrides for CI/CD, default datasource configuration, and troubleshooting connection and…
Creates, updates, exports, and deletes Synthetic Monitoring checks from YAML definitions via gcx. Use when the user wants to create, update, pull, push, or delete Synthetic Monitoring checks. Trigger on phrases like "create a check", "add a synthetic check",…
Research, interview, and develop an engineering RFC from an idea, notes, or an existing draft. Use when asked to create or substantially develop an RFC; ordinary questions and small document edits do not need this workflow.
Reconcile an existing engineering RFC with implemented changes and verification evidence, including PoCs and verified or archived OpenSpec changes. Run when explicitly instructed to update an RFC after verified implementation. After OpenSpec archival, suggest…
Creates, updates, syncs, and deletes Grafana SLO definitions via gcx with dry-run validation and GitOps pull/push workflows. Use when the user wants to create, update, pull, push, or delete SLO definitions. Trigger on phrases like "create an SLO", "update SLO…
Use for the implementation workflow that adds gcx CLI support for a datasource type not registered in internal/datasources/providers — query client, command constructors, DatasourceProvider registration. Trigger on "add support for an unsupported datasource…
Inspects and manages Grafana Agent Observability resources via gcx: conversations, generations, experiments, evaluators, rules, scores, and templates. Use when the user wants to list or search conversations, export experiment conversations, inspect…
Run a narrated, read-only demo tour of gcx for customer or colleague presentations. Showcases the breadth of gcx across every Grafana Cloud product area — resources, datasources, metrics, logs, traces, SLOs, alerts, synthetic monitoring, IRM, k6, fleet, and…
Triages active Grafana OnCall alert groups via gcx - list, inspect, acknowledge, silence, resolve. Use when the user is triaging what is actively paging in Grafana OnCall, or asks about active alert groups, acknowledging or silencing or resolving fires,…
Sets up production evaluation and guardrails for a DEPLOYED AI agent in Grafana Agent Observability, grounded in the agent's own code and its real ingested traffic. The judgment layer on top of the `agento11y` skill: it reads the agent's source (system…
Use early in an AI-agent project — before ship, before real traffic — to build a starter test suite for the agent and run it offline. Reads the agent's own code (system prompt, tools, task), writes a labeled draft suite of test cases (happy/edge/adversarial)…
Scaffolds a new Go project for managing Grafana resources as code via gcx dev scaffold. Use when the user wants to create a new Grafana resources-as-code project, start a new dashboards-as-code repo, scaffold a gcx project, or asks "how do I get started with…
Designs and creates Grafana dashboards with gcx, using `gcx dashboards snapshot` as a visual feedback loop. Use when the user wants to create a new Grafana dashboard, add panels, variables, or annotations to an existing dashboard, design dashboard panels,…
Manages and inspects existing Grafana dashboards via gcx: list, get, search, audit what a saved dashboard actually contains (its panels and their types, the queries and expressions as saved, which datasource each panel uses, variables and what they are wired…
Checks Grafana SLO health, error budget, and burn rate via gcx, with timeline graphs for trends. Use when the user asks about SLO health, wants an overview of all SLOs, or needs status of a specific SLO. Trigger on phrases like "how are my SLOs doing", "SLO…
Diagnoses breaching Grafana SLOs via gcx - root cause analysis, dimensional breakdown, alert rule correlation, runbook access. Use when a specific SLO is breaching or alerting and the user needs to understand why. Trigger on phrases like "investigate SLO",…
Analyzes Grafana SLO timeline trends via gcx and produces data-backed advisory recommendations: objective tuning, alerting sensitivity review, label visibility, or window adjustments. Use when the user wants to analyze SLO performance trends and receive…
Diagnoses why a Synthetic Monitoring check is failing - triages probe failures, classifies failure scope, runs per-probe breakdown, and identifies root cause. Use when the user wants to investigate a failing check. Trigger on phrases like "why is my check…
Imports existing Grafana dashboards as Go builder code via gcx. Use when the user wants to convert live dashboards to builder code, migrate dashboards to code, or reverse-engineer a dashboard from a Grafana instance. Triggers on "import dashboard", "convert…
Generates typed Go stub files and grafana-foundation-sdk builder boilerplate for dashboards and alert rules. Use only when the user explicitly asks for stubs, generated resource skeletons, or builder boilerplate. This is scaffolding only; for designing or…
Investigate Grafana alerts to determine why they are firing, their scope, and impact. Use when the user asks about a specific alert, wants to understand alert behavior, or needs to diagnose why an alert is in a firing or pending state. Trigger on phrases like…
Regenerate the gcx marketing bento-box slide (slide.html) with verified commands from the current codebase. Builds a fresh binary and reflects against the actual command tree. Use when the user says "regenerate slide", "update slide", "generate slide", or…
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