- Dot As AnalysisFolded into dot-analysis — load that instead.microsoft/amplifier-bundle-dot-graph4
- Dot AuthoringUse when writing, fixing or reviewing a DOT/Graphviz diagram — absorbs dot-syntax, dot-patterns and dot-quality (syntax lookup, templates, the title/legend law, quality gate).microsoft/amplifier-bundle-dot-graph4
- Dot Graph IntelligenceFolded into dot-analysis — load that instead.microsoft/amplifier-bundle-dot-graph4
- Dot PatternsFolded into dot-authoring — load that instead.microsoft/amplifier-bundle-dot-graph4
- Dot QualityFolded into dot-authoring — load that instead.microsoft/amplifier-bundle-dot-graph4
- Dot SyntaxFolded into dot-authoring — load that instead.microsoft/amplifier-bundle-dot-graph4
- Duroxide Orchestration VersioningGuidance for safely versioning Duroxide orchestrations — file structure, naming conventions, workflow, and registry registration.microsoft/PilotSwarm4
- Editorial StandardsThe editing pass order, the measure-don't-assert rule, and which surface answers which question.microsoft/PilotSwarm4
- Excalidraw DiagramCreate Excalidraw diagram JSON files that make visual arguments. Use when the user wants to visualize workflows, architectures, or concepts.microsoft/frontier-ai-starter-kit-rvas4
- Finance Research StandardsEvidence, timestamp, numerical, and communication standards for stock and finance research.microsoft/PilotSwarm4
- FinetuningFine-tune models on Azure AI Foundry using SFT (supervised), DPO (preference), or RFT (reinforcement with graders). Covers dataset preparation, training job submission, deployment, and evaluation. USE FOR: fine-tune, SFT, DPO, RFT, training data, grader, distillation, fine-tuned model, training job, large file upload, calibrate grader, deploy fine-tuned model, evaluate fine-tuned model. DO NOT USE FOR: general model deployment without fine-tuning (use deploy-model), agent creation (use agents), microsoft/frontier-ai-starter-kit-rvas4
- Foundry Hosted AgentsBuild, deploy, and manage Microsoft Foundry hosted (containerized) agents — Responses + Invocations protocols, agent.yaml, azd ai agent, per-agent Entra identity, dedicated endpoints, ACR. Use for Advanced Deploy as a Hosted Agent.microsoft/frontier-ai-starter-kit-rvas4
- Foundry Iq Knowledge BasesBuild Microsoft Foundry IQ knowledge bases (preview) — multi-source, permission-aware grounding with agentic retrieval (query decomposition + parallel search + reranking); expose to agents via MCP. Use for Foundations Step 4 (Knowledge Base — Index + Foundry IQ).microsoft/frontier-ai-starter-kit-rvas4
- Foundry ModelsDiscover, deploy, and manage Microsoft Foundry models; preset vs customized deployments; capacity discovery across regions; quota; PTU vs PAYG; RAI policy. Use for Foundations Step 2 (Model Selection & the Playground).microsoft/frontier-ai-starter-kit-rvas4
- Foundry ObservabilityTrace, monitor, and evaluate Microsoft Foundry agents — OpenTelemetry GenAI traces in Application Insights (KQL), eval↔trace correlation, azd ai agent monitor, dataset curation from prod traces, built-in quality + safety/RAI evaluators, batch evals, regression detection. Use for Advanced Tracing & Observability and Evaluation & Red Teaming.microsoft/frontier-ai-starter-kit-rvas4
- Foundry Projects ResourcesProvision Microsoft Foundry resources and projects; wire connections (key / OAuth / managed identity / agent identity); standard vs private-network infra. Use for Foundations Step 1 (Setup & Provisioning).microsoft/frontier-ai-starter-kit-rvas4
- Foundry ToolboxesCurate intent-based Microsoft Foundry Toolboxes (preview) — one MCP-compatible endpoint bundling MCP, Web Search, Azure AI Search, Code Interpreter, File Search, OpenAPI, A2A, Browser Automation, and Computer Use tools. Build once, consume everywhere. Use for Advanced Action Tools.microsoft/frontier-ai-starter-kit-rvas4
- Foundry WorkflowsMulti-agent orchestration in Microsoft Foundry — declarative workflow vs A2A tool call vs Connected Agents pattern; Microsoft Agent Framework (MAF) patterns including Magentic manager/planner. Use for the Magentic Workflows and MAF Extras.microsoft/frontier-ai-starter-kit-rvas4
- Frontend DesignCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.microsoft/frontier-ai-starter-kit-rvas4
- Frontend DesignCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.microsoft/frontier-ghcp-rvas4
- Frontend EngineerPro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is built, tested, responsive, accessible, and visually verified in a real browser. Use alongside vercel-cli for production-quality deployments.microsoft/amplifier-app-nanoclaw4
- Get Qodo RulesLoads org- and repo-level coding rules from Qodo before code tasks begin, ensuring all generation and modification follows team standards. Use before any code generation or modification task when rules are not already loaded. Invoke when user asks to write, edit, refactor, or review code, or when starting implementation planning.microsoft/amplifier-app-nanoclaw4
- Graph DebugHow to inspect and render the shared knowledge GRAPH (size, health, Mermaid, orphans, duplicates) and see what graph search a session ran. Read this before answering about the graph. Applies only when the graph tools are present.microsoft/PilotSwarm4
- Grill With DocsA relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.microsoft/frontier-ghcp-rvas4
- GrillingInterview the user relentlessly about a plan or design. Use when the user wants to stress-test a plan before building, or uses any 'grill' trigger phrases.microsoft/frontier-ai-starter-kit-rvas4
- GrillingGrill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.microsoft/frontier-ghcp-rvas4
- HandoffCompact the current conversation into a handoff document for another agent to pick up.microsoft/frontier-ghcp-rvas4
- Horizon Facts Eval SweepRun and analyze the horizon-facts cross-model evaluation sweep (graph-grounded vs parametric+web closed-QA), sweeping harvester × query × judge models into a 3×3×3 score tensor with an LLM-generated bias-aware report. Use when collecting fresh sweep results, re-running a subset of cells, changing the model set, or interpreting judge bias.microsoft/PilotSwarm4
- Horizondb IdiosyncrasiesWork with Azure HorizonDB (preview) — its AI/embedding features, extension allow-listing, AGE/pgvector/pg_durable quirks, and the connection/TLS gotchas discovered while bringing up the horizon-facts incubator. Use when connecting to a HorizonDB cluster, enabling extensions, writing AGE Cypher, wiring in-DB embeddings via pg_durable df.http(), or debugging "extension not allow-listed" / "access to library not allowed" / "self-signed certificate" / Cypher syntax errors.microsoft/PilotSwarm4
- Html VisualsHow to build a self-contained HTML visual for the session canvas or the portal viewer — the sandbox contract, responsive rules, and the chart/dashboard idioms that survive it.microsoft/PilotSwarm4
- Humanize WritingUse when the user wants text to sound more human, says writing sounds "too AI" or "too ChatGPT," asks to humanize or rewrite a draft to feel natural, or shares content wanting it to feel authentic and less robotic. Also applies to LinkedIn posts, blog drafts, or emails where the user wants a more genuine voice.microsoft/frontier-ai-starter-kit-rvas4
- Humanize WritingUse when the user wants text to sound more human, says writing sounds "too AI" or "too ChatGPT," asks to humanize or rewrite a draft to feel natural, or shares content wanting it to feel authentic and less robotic. Also applies to LinkedIn posts, blog drafts, or emails where the user wants a more genuine voice.microsoft/frontier-ghcp-rvas4
- ImpeccableUse when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a frontend interface. Covers websites, landing pages, dashboards, product UI, app shells, components, forms, settings, onboarding, and empty states. Handles UX review, visual hierarchy, information architecture, cognitive load, accessibility, performance, responsive behavior, theming, anti-patterns, typography, fonts, spacing, lamicrosoft/frontier-ai-starter-kit-rvas4
- ImpeccableUse when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a frontend interface. Covers websites, landing pages, dashboards, product UI, app shells, components, forms, settings, onboarding, and empty states. Handles UX review, visual hierarchy, information architecture, cognitive load, accessibility, performance, responsive behavior, theming, anti-patterns, typography, fonts, spacing, lamicrosoft/frontier-ai-starter-kit-rvas4
- ImplementImplement a piece of work based on a spec or set of tickets.microsoft/frontier-ghcp-rvas4
- Improve Codebase ArchitectureScan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.microsoft/frontier-ghcp-rvas4
- Incident ResponseDomain knowledge for investigating production incidents — triage steps, correlation patterns, and escalation criteria.microsoft/PilotSwarm4
- Init First AgentWalk the operator through creating the first NanoClaw agent for a DM channel — resolve the operator's channel identity, wire the DM messaging group to a new agent, and trigger a welcome DM via the normal delivery path. Use after channel credentials are configured and the service is running.microsoft/amplifier-app-nanoclaw4
- Init OnecliInstall and initialize OneCLI Agent Vault. Migrates existing .env credentials to the vault. Use after /update-nanoclaw brings in OneCLI as a breaking change, or for first-time OneCLI setup.microsoft/amplifier-app-nanoclaw4
- Investigate Duroxide RuntimeInvestigate live Duroxide orchestration behavior, session-affined activities, worker routing, hydration/dehydration, and AKS log/DB evidence. Use when tracing which pod ran a session activity, why warm state was missing, or whether a failure was caused by affinity loss, explicit dehydration, or a worker crash.microsoft/PilotSwarm4
- Manage ChannelsWire channels to agent groups, manage isolation levels, add new channel groups. Use after adding a channel, during setup, or standalone to reconfigure.microsoft/amplifier-app-nanoclaw4
- Manage MountsConfigure which host directories agent containers can access. View, add, or remove mount allowlist entries. Triggers on "mounts", "mount allowlist", "agent access to directories", "container mounts".microsoft/amplifier-app-nanoclaw4
- Microsoft FoundryDeploy, evaluate, fine-tune, and manage Foundry agents end-to-end: Docker build, ACR push, hosted/prompt agent create, container start, batch eval, continuous eval, prompt optimizer, Agent Optimizer scaffold, agent.yaml, dataset curation from traces, model fine-tuning (SFT/DPO/RFT). USE FOR: deploy agent, hosted agent, create agent, add tool to agent, invoke agent, evaluate agent, continuous eval, continuous monitoring, optimize prompt, improve prompt, optimize agent instructions, deploy model, microsoft/frontier-ai-starter-kit-rvas4
- Microsoft Opentelemetry MigrationMigrate from A365 Observability SDK to Microsoft.OpenTelemetry distro. Use when converting an existing agent that uses Microsoft.Agents.A365.Observability packages to the unified distro. Covers package swap, API mapping, Program.cs rewrite, token resolver migration, and validation.microsoft/opentelemetry-distro-dotnet4
- Microsoft Opentelemetry SetupSet up Microsoft.OpenTelemetry distro in a new .NET application. Use when adding observability to an agent, ASP.NET Core app, console app, or Agent Framework project. Covers package installation, exporter configuration, token resolver setup, baggage context, and instrumentation options.microsoft/opentelemetry-distro-dotnet4
- Migrate From OpenclawMigrate from OpenClaw to NanoClaw. Detects existing OpenClaw installation, extracts identity, channel credentials, scheduled tasks, and other config, then guides interactive migration. Triggers on "migrate from openclaw", "openclaw migration", "import from openclaw".microsoft/amplifier-app-nanoclaw4
- Migrate From V1Finish migrating a NanoClaw v1 install into v2. Run after `bash migrate-v2.sh` completes. Seeds the owner, cleans up CLAUDE.local.md files, reconciles container configs, and helps port custom v1 code. Triggers on "migrate from v1", "finish migration", "v1 migration".microsoft/amplifier-app-nanoclaw4
- Migrate NanoclawExtracts user customizations from a fork, generates a replayable migration guide, and upgrades to upstream by reapplying customizations on a clean base. Replaces merge-based upgrades with intent-based migration.microsoft/amplifier-app-nanoclaw4
- NotesKeep dated notes in your own folder, so later sessions can pick up where earlier ones stopped.microsoft/PilotSwarm4
- Onecli GatewayOneCLI Gateway: transparent HTTPS proxy that injects stored credentials into outbound calls. You MUST use this skill when the user asks you to read emails, check calendar, access GitHub repos, create issues, check Stripe payments, or interact with ANY external service or API. Do NOT use browser extensions or OAuth CLI tools. Make HTTP requests directly; the gateway injects credentials automatically.microsoft/amplifier-app-nanoclaw4
- Orchestration Session LifecycleHow a PilotSwarm session maps to a duroxide orchestration. Read this before concluding that an "idle" session's orchestration is broken, stopped or stuck: most idle sessions are healthy, dehydrated and waiting for their next stimulus.microsoft/PilotSwarm4
- Parallax InvestigationFolded into dot-analysis — load that instead.microsoft/amplifier-bundle-dot-graph4
- Pilotswarm Agent VersioningUse when creating or editing PilotSwarm app agents in agents/*.agent.md. Covers schemaVersion/version frontmatter, version bump guidance, and prompt layer version visibility.microsoft/PilotSwarm4
- Pilotswarm Aks DeployDeploy or inspect PilotSwarm on AKS; route managed Azure updates through Actions and explicit legacy targets through their operator recipes.microsoft/PilotSwarm4
- Pilotswarm Aks IdentityUse when setting up cross-cluster AKS access with Workload Identity, RBAC, and kubectl configuration for PilotSwarm workers.microsoft/PilotSwarm4
- Pilotswarm Aks ResetReset remote PilotSwarm state for AKS safely. Use when wiping the PilotSwarm database/blob state, clearing stale orchestration history, or recovering from namespace drift and replay/nondeterminism issues.microsoft/PilotSwarm4
- Pilotswarm ArchitectureThe shape of PilotSwarm — the pieces, how a turn flows through them, and the rules that constrain each layer.microsoft/PilotSwarm4
- Pilotswarm Azure DeployerUse when packaging and deploying a PilotSwarm-based app to Azure or AKS. Covers remote worker parity, environment/config wiring, manifests, and rollout constraints.microsoft/PilotSwarm4
- Pilotswarm Azure LessonsWorkarounds for common Azure issues: RBAC with Conditional Access, PostgreSQL region restrictions, Key Vault + CSI Driver setup.microsoft/PilotSwarm4
- Pilotswarm Cli BuilderUse when creating or updating a plugin-driven CLI/TUI app on top of PilotSwarm. Covers plugin.json branding, agent/skill layout, worker modules, keybinding/help sync, and the DevOps sample structure.microsoft/PilotSwarm4