centralization-risk
Trigger Pattern Protocol has privileged capabilities (AdminCap, OwnerCap, UpgradeCap, TreasuryCap, custom caps) - Inject Into Breadth agents (optional), depth-state-trace
Trigger Pattern Protocol has privileged capabilities (AdminCap, OwnerCap, UpgradeCap, TreasuryCap, custom caps) - Inject Into Breadth agents (optional), depth-state-trace
Trigger Pattern SHARE_ALLOCATION flag detected in pattern scan - Inject Into Breadth agents, depth-edge-case
Trigger Pattern SHARE_ALLOCATION flag detected in pattern scan - Inject Into Breadth agents, depth-edge-case
Trigger Pattern SHARE_ALLOCATION flag detected in pattern scan - Inject Into Breadth agents, depth-edge-case
Trigger Pattern TOKEN_2022 flag detected (token_2022/spl_token_2022/transfer_checked usage) - Inject Into Breadth agents, depth agents
Trigger Pattern Protocol has privileged authorities (admin, operator, upgrade authority, governance) - Inject Into Breadth agents (optional), depth-state-trace
Provides AWS CloudFormation patterns for CloudWatch monitoring, metrics, alarms, dashboards, logs, and observability. Use when creating CloudWatch metrics, alarms, dashboards, log groups, log subscriptions, anomaly detection, synthesized canaries, Application Signals, and implementing template structure with Parameters, Outputs, Mappings, Conditions, cross-stack references, and CloudWatch best practices for monitoring production infrastructure.
Provides patterns to configure Spring Boot Actuator for production-grade monitoring, health probes, secured management endpoints, and Micrometer metrics across JVM services. Use when setting up monitoring, health checks, or metrics for Spring Boot applications.
This skill provides comprehensive guidance for SAP Cloud Logging service on SAP BTP. Use when setting up Cloud Logging instances, configuring log ingestion from Cloud Foundry or Kyma runtimes, implementing OpenTelemetry observability, analyzing logs/metrics/traces in OpenSearch Dashboards, configuring SAML authentication, managing certificates, or troubleshooting ingestion issues. Covers service plans (dev/standard/large), all 4 instance creation methods (BTP Cockpit, CF CLI, BTP CLI, Service Operator), all 4 ingestion methods (Cloud Foundry, Kyma, OpenTelemetry, JSON API), and security best practices.
Navigate to X Pro (TweetDeck), set up monitoring columns, and manage multi-column view. Use when users want to use X Pro / TweetDeck features or set up a multi-column dashboard.
Review data pipelines, warehouses, analytics infrastructure for reliability, quality, performance, governance, and cost. Spawns specialized agents (data-engineer, data-scientist, performance-analyst, security-auditor) to audit in parallel, then debate architecture trade-offs. Use when evaluating data platforms, assessing pipeline health, optimizing queries, or auditing data governance and compliance. Keywords: data pipeline, warehouse, analytics, ETL, data quality, query optimization, data governance, compliance, data platform.
Deploy Ember in production environments with daemon mode, Prometheus metrics export, and Docker. Use this skill whenever someone asks about running ember headless, exporting Prometheus metrics, setting up ember in Docker or docker-compose, integrating ember with Grafana, configuring health checks, or any production deployment of Caddy/FrankenPHP monitoring. For JSON output, scripting, and CI pipelines, see the ember-json skill instead.
Calibrate guardrail thresholds from live hardware telemetry and emit environment presets. Use when thresholds are hand-tuned or drift with hardware changes.
Activate when users need help setting up, configuring, or troubleshooting LimaCharlie adapters to ingest telemetry from cloud services, identity providers, log sources, or other data sources.
Query logs from Axiom for debugging (read-only, no ingestion allowed)
Validate, lint, audit, or fix PromQL queries and alerting rules; detects anti-patterns.
Generate/create/write PromQL queries, metric expressions, alerting rules, recording rules, Prometheus dashboards.
Generate LogQL queries, log stream selectors, metric queries, and alerting rules for Grafana Loki.
Generate/create Fluent Bit configs — INPUT, FILTER, OUTPUT, parsers, log pipeline.
Validate, lint, audit, or check Fluent Bit configs (INPUT, FILTER, OUTPUT, tag routing).