keep
Customer Success engineer — onboarding optimization, health scoring, expansion revenue, churn prevention, and NRR growth.
lens-audit
Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions. Recommend what to keep, kill, or add. Use when asked "are our dashboards useful", "analytics review", or "metrics audit".
lens-chart
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vigil
Observability and reliability engineer — SLOs, alerting, instrumentation, and incident response.
volt-driver
Build a device driver or protocol handler — I2C sensors, BLE services, MQTT clients, SPI peripherals with interrupt-driven I/O and clean HAL abstraction. Use when asked to "write a driver", "I2C device", "BLE service", "MQTT client", or "sensor integration".
lens-dashboard
Design and spec an analytical dashboard — define the question each chart answers, write the SQL queries, spec the layout and refresh cadence. Produces a complete dashboard spec ready to implement. Use when asked to "build a dashboard", "analytics dashboard", "BI dashboard", "weekly product health", or "visualize this data".
lens-metrics
Produce a complete metrics definition doc — metric name, formula, data source, segmentation, SQL or event tracking spec, and what good/bad looks like. Given a product area, outputs the full metrics spec. Use when asked to "define KPIs", "metrics framework", "what should we measure", "north star metric", or "instrument this feature".
volt-firmware
Produce a complete firmware architecture spec for a described device — layer diagram, module responsibilities, HAL interface definitions, key state machines, RTOS decision. Use when asked to "design firmware architecture", "plan embedded firmware", "architect an IoT device", "how should I structure this firmware", or given a device description and asked what the firmware should look like.
volt-ota
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management approach, failure modes and recovery. Use when asked about "OTA updates", "firmware updates over the air", "how do I update devices in the field", "OTA strategy", or "remote firmware update design".
lumen-recon
Analytics reconnaissance — scan existing event tracking, metric definitions, dashboards, and analytics configuration to understand what is currently being measured. Use when asked to "what are we tracking", "audit our analytics", "what metrics exist", "analytics inventory", or before designing new metrics or instrumentation.
lumen-metrics
Metrics architecture — produce a complete metrics plan given a product description. North Star, input metrics tree, instrumentation spec, action triggers, and counter-metrics. Use when asked to "design a metrics framework", "what should we measure", "build a metrics system", "define our KPIs", "what are our success metrics", "metrics strategy", or "what do we track".
lumen-instrument
Instrumentation plan — design event taxonomy, property schema, and tracking plan for analytics tools. Use when asked to "what should we track", "instrumentation plan", "set up analytics events", "analytics event schema", "tracking plan", or "instrument this feature".
lumen-funnel
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lumen-abtest
A/B test design — produce an experiment spec with hypothesis, primary metric, MDE, sample size, run time, and decision rule. Also determines when NOT to A/B test and what to do instead. Use when asked to "design an A/B test", "should we test this", "experiment design", "how do we know if this works", "what's the sample size", or "set up an experiment".
lens
Analytics and BI engineer — dashboards, metrics design, reporting pipelines, and data storytelling.
ink-seo
SEO strategy and keyword research — build topic clusters, keyword gap analysis, on-page audit, and prioritized SEO roadmap. Use when asked to "improve our SEO", "do keyword research", "build a topic cluster", or "why aren't we ranking".
touch
Mobile engineer — native iOS/Android, cross-platform, app stores, mobile performance.
touch-ui
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touch-release
Set up mobile release pipeline — Fastlane, code signing, CI, beta distribution, versioning. Use when asked about "app store setup", "release pipeline", "fastlane", "beta distribution", or "signing".
touch-recon
Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover. Use when asked to "understand this app", "mobile assessment", or "app health".
touch-feature
Produce a mobile feature spec — user story, technical approach, component breakdown, platform-specific considerations, edge cases. Use when asked to "add a screen", "spec this feature", "mobile feature", "new tab", "push notifications", or "deep link".
ink
Content Marketing engineer — blog strategy, SEO, thought leadership, developer content, case studies, and content calendar.
keep-expand
Design expansion revenue playbooks — upsell triggers, seat expansion sequences, tier upgrade paths, and cross-sell motions. Use when asked to "grow existing customers", "increase NRR", "design upsell", or "how do we get customers to expand".
touch-audit
Mobile audit — app size, startup time, crash reporting, store compliance, accessibility, offline behavior. Use when asked for "mobile review", "app store readiness", "mobile performance", or "crash analysis".
touch-app
Produce a complete mobile app architecture design — platform choice, navigation structure, state management, data layer, key screens. Use when asked to "build a mobile app", "new app", "create iOS/Android app", "app architecture", or "cross-platform app".
keep-health
Design a customer health scoring model — define signals, weights, thresholds, and action triggers. Use when asked to "build health scoring", "how do we predict churn", "what signals indicate a customer is at risk", or "design our health model".
warden-iam
Build IAM from scratch — roles, policies, service accounts with least privilege. Use when asked to "set up IAM", "create roles", "service accounts", or "access control".
warden-recon
Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps. Use when asked about "security posture", "how secure is this", or "security assessment".
detecting-data-anomalies
'Process identify anomalies and outliers in datasets using machine learning
building-automl-pipelines
'Build automated machine learning pipelines with feature engineering,
orchestrating-multi-agent-systems
'Execute orchestrate multi-agent systems with handoffs, routing, and
validating-ai-ethics-and-fairness
'Validate AI/ML models and datasets for bias, fairness, and ethical concerns.
warden-scan
Automated SAST + dependency vulnerability scan. Runs Semgrep (code vulnerabilities) and pip-audit (CVE-matched dependencies) and writes a structured JSON report. Use when asked to "scan for vulnerabilities", "run a security scan", "check for CVEs", or "audit dependencies".
warden-threat
Produce a threat model — assets, ranked threats, mitigations, accepted risks. Use when asked to "threat model this", "what could go wrong security-wise", "map our attack surface", or before designing any security-sensitive feature.
warden
Security engineer — IAM, secrets, threat modeling, hardening, auth, and supply chain security.
canva-deploy-integration
Deploy a Canva Connect backend with exact redirect URIs, runtime-only secrets, protected migrations, and verified rollback. Use when promoting to staging or production. Trigger with: "deploy Canva integration", "configure Canva callback", "release Canva backend".
planning-disaster-recovery
'Execute use when you need to work with backup and recovery.
generating-docker-compose-files
'Execute use when you need to work with Docker Compose.
engineer-design-diagram
"Generate production-grade engineering design diagrams (architecture,\
managing-environment-configurations
'Implement environment and configuration management with comprehensive
fairdb-backup-manager
'Manage use when you need to work with backup and recovery.
gh-dash
'Provides a GitHub pull request dashboard directly in the terminal. Use
generating-smart-commits
'Execute use when generating conventional commit messages from staged
building-gitops-workflows
'Execute use when constructing GitOps workflows using ArgoCD or Flux.
generating-helm-charts
'Execute use when generating Helm charts for Kubernetes applications.
generating-infrastructure-as-code
'Execute use when generating infrastructure as code configurations. Trigger
detecting-infrastructure-drift
'Execute use when detecting infrastructure drift from desired state.
adk-infra-expert
'Execute use when provisioning Vertex AI ADK infrastructure with Terraform.
genkit-infra-expert
'Execute use when deploying Genkit applications to production with Terraform.
gh-actions-validator
'Validate use when validating GitHub Actions workflows for Google Cloud
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