vigil-instrument
Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks. Outputs actual code and config, not a plan. Use when asked to "add monitoring", "instrument this", "add logging", "set up tracing", or "observability".
vigil-recon
Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots. Use when asked "what monitoring exists", "observability assessment", or "what can we see".
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".
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".
volt-power
Power management audit — analyze sleep modes, wake sources, power state machines, radio duty cycles, and battery life estimates. Use when asked to "audit power usage", "optimize battery life", "review power management", "why is my battery draining", "power budget analysis", or "sleep mode review".
volt-recon
Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags. Use when asked to "understand this firmware", "device inventory", or "embedded assessment".
volt
Embedded and IoT engineer — firmware, microcontrollers, OTA updates, device protocols.
warden-audit
Full security audit — secrets, dependencies, IAM, auth, injection, XSS, HTTPS, rate limiting, public storage. Use when asked for "security audit", "check for vulnerabilities", "security review", or "are we secure".
warden-harden
Produce a hardening spec and implement it — auth patterns, security headers, rate limiting, input validation, secrets management, dependency hygiene. Use when asked to "harden this", "add security to this service", "what security do I need", or "secure this before launch".
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".
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.
validating-ai-ethics-and-fairness
'Validate AI/ML models and datasets for bias, fairness, and ethical concerns.
orchestrating-multi-agent-systems
'Execute orchestrate multi-agent systems with handoffs, routing, and
detecting-data-anomalies
'Process identify anomalies and outliers in datasets using machine learning
building-automl-pipelines
'Build automated machine learning pipelines with feature engineering,
building-classification-models
'Build and evaluate classification models for supervised learning tasks
running-clustering-algorithms
'Analyze datasets by running clustering algorithms (K-means, DBSCAN,
processing-computer-vision-tasks
'Process images using object detection, classification, and segmentation.
preprocessing-data-with-automated-pipelines
'Process automate data cleaning, transformation, and validation for ML
creating-data-visualizations
'Generate plots, charts, and graphs from data with automatic visualization
splitting-datasets
'Process split datasets into training, validation, and testing sets for
optimizing-deep-learning-models
'Optimize deep learning models using Adam, SGD, and learning rate scheduling
setting-up-experiment-tracking
'Implement machine learning experiment tracking using MLflow or Weights
engineering-features-for-machine-learning
'Execute create, select, and transform features to improve machine learning
tuning-hyperparameters
'Optimize machine learning model hyperparameters using grid search, random
adk-deployment-specialist
'Deploy and orchestrate Vertex AI ADK agents using A2A protocol. Manages
adk-engineer
'Execute software engineer specializing in creating production-ready
gcp-examples-expert
'Generate production-ready Google Cloud code examples from official repositories
genkit-production-expert
'Build production Firebase Genkit applications including RAG systems,
adk-agent-builder
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vertex-agent-builder
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vertex-engine-inspector
'Inspect and validate Vertex AI Agent Engine deployments including Code
validator-expert
'Validate production readiness of Vertex AI Agent Engine deployments
local-tts
'Generate speech locally from text using VoxCPM2 (2B params, Apache-2.0).
training-machine-learning-models
'Build train machine learning models with automated workflows. Analyzes
deploying-machine-learning-models
'Deploy this skill enables AI assistant to deploy machine learning models
evaluating-machine-learning-models
'Build this skill allows AI assistant to evaluate machine learning models
explaining-machine-learning-models
'Build this skill enables AI assistant to provide interpretability and
tracking-model-versions
'Build this skill enables AI assistant to track and manage ai/ml model
building-neural-networks
'Execute this skill allows AI assistant to construct and configure neural
analyzing-text-with-nlp
'Execute this skill enables AI assistant to perform natural language
ollama-setup
'Configure auto-configure Ollama when user needs local LLM deployment,
building-recommendation-systems
'Execute this skill empowers AI assistant to construct recommendation
performing-regression-analysis
'Execute this skill empowers AI assistant to perform regression analysis
analyzing-text-sentiment
'Execute this skill enables AI assistant to analyze the sentiment of
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