Address pull-request comments and reviews iteratively until the PR is clean — fetch all comments with paranoid pagination, classify by author (AI bot vs human), verify each finding, address it, find similar patterns, reply per-thread, resolve threads, pull SonarCloud findings, check CI before pushing, retrigger AI…
Developer workflow for creating or updating Netdata topology producers and topology Function payloads using the production netdata.topology.v1 schema. Use when adding or migrating topology:network-connections, topology:streaming, topology:snmp, vSphere topology, correlation rules, graph presentation, drilldowns…
Best practices and orientation for AI assistants authoring or modifying Netdata data-collection plugins or modules in any language. Read before adding a new collector, modifying an existing one, working on logs, topology, NetFlow/sFlow/IPFIX, OTEL ingestion, SNMP profiles, statsd, Prometheus scraping, or interactive…
A read-only shell skill for examining files and running diagnostic commands in a restricted environment. A shell is a text interface for operating-system commands.
Analyze Kubernetes workload metrics and produce policy-constrained CPU/memory rightsizing recommendations with optional patch generation and rollback-safe apply.
A Chinese-language workflow for handling Kubernetes nodes marked NotReady. Kubernetes is a system for running and managing containerized applications across machines.
Query a live Prometheus's historical ALERTS series to statistically recommend better 'for:' hold-down durations, reducing spurious short-lived alerts and alert fatigue. Use interactively when an alert is firing too often/too briefly and needs its hysteresis tuned, or when auditing a rules file's for: values against…
Identify Prometheus alert/recording rules that have no promtool unit-test coverage, and scaffold true-positive/false-positive/hysteresis test-case skeletons for them. Use when bootstrapping unit tests for new or existing PromQL rules, or auditing test coverage of a rules file. Fully hermetic: reads only local…
Render end-to-end previews of what an alert notification will actually look like (plain-text email, HTML email, Slack attachment JSON, raw webhook JSON) by replaying a Prometheus unit-test file's expected alerts through a live Alertmanager. Effectively a "print preview" for alerts. Use to review notification…