Set up Grafana Cloud Database Observability for MySQL and PostgreSQL — enables `pg_stat_statements` / Performance Schema, creates a least-privilege monitoring user, configures the `database_observability.postgres` / `database_observability.mysql` Alloy components, ships query samples + visual explain plans + RED metrics + schema details to Grafana Cloud, and correlates slow queries with application traces via `db.statement` / `db.system` OTel attributes. Use when monitoring database performance, diagnosing slow queries, setting up DB observability for RDS / Aurora / Cloud SQL / Azure Database / self-managed instances, correlating DB metrics with APM, or alerting on query latency — even when the user says "my database is slow", "find the slow queries", or "monitor RDS" without saying "observability".

Use when writing, modifying, or debugging Playwright-based tests in the orchestration cluster webapp — integration tests, visual regression tests, or accessibility tests. Use when working with MSW network-level mocking via @msw/playwright, Page Object Models, axe-core accessibility checks, or screenshot comparisons. Trigger whenever someone is working in the test/ directory of the OC webapp at webapp/client/apps/orchestration-cluster-webapp/test/.

All AI CLI tools × available models × required subscriptions × Bloom max capability. Reference table for choosing which models to use in multi-agent-shogun. Trigger: "model list", "what models", "model comparison", "which models can I use", "モデル一覧", "モデル比較", "どのモデルが使える"

State-machine driven iterative planning and execution for complex coding tasks. Cycle: Explore → Plan → Execute → Reflect → Pivot. Filesystem as persistent memory. Use for multi-file tasks, migrations, refactoring, failed tasks, or anything non-trivial.

Search the Web Capture Obsidian vault for ideation and research. Use when the user wants to find or explore saved content.

Execute use when managing Kubernetes network policies and firewall rules. Trigger with phrases like "create network policy", "configure firewall rules", "restrict pod communication", or "setup ingress/egress rules". Generates Kubernetes NetworkPolicy manifests following least privilege and zero-trust principles.

Detect infrastructure drift between Terraform state and actual cloud resources. Identifies unmanaged resources, manual changes, and configuration drift. Use when: - User asks to check for infrastructure drift - User wants to find unmanaged cloud resources - User mentions "drift detection" or "Terraform drift" - User asks to compare cloud state to IaC - User wants to audit infrastructure changes

Process use when you need to work with deadlock detection. This skill provides deadlock detection and resolution with comprehensive guidance and automation. Trigger with phrases like "detect deadlocks", "resolve deadlocks", or "prevent deadlocks".

Process this skill enables AI assistant to generate realistic test data and database seed scripts for development and testing environments. it uses faker libraries to create realistic data, maintains relational integrity, and allows configurable data volumes. u... Use when working with databases or data models. Trigger with phrases like 'database', 'query', or 'schema'.

Turning research artifacts into actionable PM insight. Customer interviews, user research notes, support ticket reviews, sales call transcripts, survey data, in-app feedback, all synthesized into the decisions they are meant to inform. The discipline of moving from raw discovery data to clear product direction without losing signal in the synthesis or fabricating insight that was not actually there. Triggers on research synthesis, customer interview synthesis, user research analysis, discovery readout, research insights, sales call analysis, support ticket analysis, qualitative data analysis. Also triggers when a team has done research but cannot turn it into decisions, when synthesis is producing pretty decks but no roadmap movement, or when an upcoming PM decision needs to be grounded in research already conducted.

A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common failure modes that produce confidently wrong shipping decisions.

Create Excalidraw diagrams programmatically. Use when the user wants architecture diagrams, flowcharts, or any visual diagram with a hand-drawn aesthetic, where editable output and drag-and-drop editing add value over Mermaid's text-only approach.

Generate Playwright integration tests for Vaadin 25 views using the DramaFinder library. Use when the user wants to write IT tests for a Vaadin view, mentions DramaFinder, or asks about Playwright testing in a Vaadin project.

UiPath bug reports and improvement suggestions via `uip feedback send`. Use for 'report issue', 'send feedback', 'file a bug', or the /uipath-feedback command. For investigating an error rather than reporting one→uipath-troubleshoot.

UiPath Admin via `uip admin` — Identity Server (users, groups, robot accounts, external OAuth2 apps, secrets), Authorization (custom roles, role assignments, permission catalog, effective-access via check-access PDP), OMS (org read/update, tenant lifecycle, service provisioning, regions, async operation polling), IP Restriction (allowlist, enforcement switch, bypass rules, lockout safety), Audit (event sources, paginated queries, day-wise-JSON-folder or single-CSV exports — login history, compliance dumps, who-did-what-when-where on a resource). Troubleshoot: diagnose access-denied, investigate login failures, role misconfiguration, IP lockout, PAT/app auth issues. For Orchestrator-specific roles/permissions/folders/jobs→uipath-platform. For RPA workflows→uipath-rpa.

Write or review UX copy — microcopy, error messages, empty states, CTAs. Trigger with "write copy for", "what should this button say?", "review this error message", or when naming a CTA, wording a confirmation dialog, filling an empty state, or writing onboarding text.

Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".

React/TypeScript frontend development rules including type safety, component design, state management, and error handling. Use when implementing React components, TypeScript code, or frontend features.

AI-powered code review using CodeRabbit. Default code-review skill. Trigger for any explicit review request AND autonomously when the agent thinks a review is needed (code/PR/quality/security).

Unified team skill for tech debt identification and remediation. Scans codebase for tech debt, assesses severity, plans and executes fixes with validation. Uses team-worker agent architecture with roles/ for domain logic. Coordinator orchestrates pipeline, workers are team-worker agents. Triggers on "team tech debt".