- Pilotswarm Duroxide VersioningUse when changing PilotSwarm durable orchestration behavior, continue-as-new state, or replay-sensitive control flow.microsoft/PilotSwarm4
- Pilotswarm Hybrid DatastoreUse when a PilotSwarm app needs stock PostgreSQL for runtime storage plus HorizonDB for enhanced facts, semantic/lexical search, and the knowledge graph. Covers env topology, horizonConfigFromEnv wiring, harvester agents, Azure secret/resource guidance, and the rule that Docker defaults remain stock Postgres.microsoft/PilotSwarm4
- Pilotswarm Knowledge HarvesterUse when an SDK or CLI app needs to ingest external sources into durable, searchable knowledge and an open knowledge graph. Covers enabling the EnhancedFactStore + GraphStore providers, authoring a crawler:true agent, the crawl→graph→reader flow, ACL/scopeKey evidence, and tests.microsoft/PilotSwarm4
- Pilotswarm New Env DeployScaffold a PilotSwarm Azure environment or update an existing Bicep/GitOps stamp; route managed deployments through Actions.microsoft/PilotSwarm4
- Pilotswarm PerfRun and analyze PilotSwarm performance workflows, starting with SDK sub-agent spawn perf. Use when collecting fresh perf baselines, comparing runs, generating stable perf reports, or updating perf memory and next steps.microsoft/PilotSwarm4
- Pilotswarm Portal App RegUse when bringing up a PilotSwarm portal stamp with `PORTAL_AUTH_PROVIDER=entra` and no existing `PORTAL_AUTH_ENTRA_CLIENT_ID`. Drives the Entra app-registration step (create app, configure redirect URIs, optionally define app roles + require assignment, capture tenant/client IDs). Skip entirely for `PORTAL_AUTH_PROVIDER=none` or when a client ID is already supplied.microsoft/PilotSwarm4
- Pilotswarm Portal Auth AssignmentsUse when adding or removing users / groups from the 'admin' or 'user' app roles on a PilotSwarm portal Entra app. Wraps deploy/scripts/auth/Set-PortalAuthAssignments.ps1 — idempotent, re-runnable, resolves UPNs / object ids / group display names. Required after `Setup-PortalAuth.ps1 -CreateAppRoles` when admission is role-driven. Other skills/agents that need to grant or revoke portal access should delegate here instead of generating the Graph calls themselves.microsoft/PilotSwarm4
- Pilotswarm Portal BuilderUse when creating or updating a browser portal on top of PilotSwarm. Covers portal branding, plugin.json.portal, named-agent exposure, auth add-ons, and remote deployment wiring.microsoft/PilotSwarm4
- Pilotswarm ReleasePrepare and cut Microsoft PilotSwarm releases through GitHub Actions, with all-provider testing, package tarballs and automatic test deployment.microsoft/PilotSwarm4
- Pilotswarm Sdk BuilderUse when creating or updating an SDK-first app on top of PilotSwarm. Covers the client/worker split, plugin layering, tool registration, tests, and the DevOps sample structure.microsoft/PilotSwarm4
- Pilotswarm TuiModify or extend the PilotSwarm terminal UI. Covers the shared-first architecture across ui-core, ui-react, and packages/app/tui, the current layout and visual conventions, prompt/question behavior, and the requirement to keep maintainer docs updated as the TUI evolves.microsoft/PilotSwarm4
- Pilotswarm Vpn Client ProfileUse after deploying a PilotSwarm stamp with VPN_GATEWAY_ENABLED=true when an operator needs the Azure VPN client profile (azurevpnconfig.xml). Wraps deploy/scripts/auth/Get-VpnClientProfile.ps1 — downloads the gateway-issued profile zip via 'az network vnet-gateway vpn-client generate' and extracts it under the gitignored deploy/envs/local/<env>/vpn-client/ folder. The XML is the same for every user (no per-user credentials), and end users still authenticate with their own Entra ID at connect timicrosoft/PilotSwarm4
- PresetIntelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions. Automatically checks current region first and shows alternatives if needed. USE FOR: quick deployment, optimal region, best region, automatic region selection, fast setup, multi-region capacity check, high availability deployment, deploy to best location. DO NOT USE FOR: custom SKU selection (use customize), specific version selection (use customize), custom capacity configuration (usmicrosoft/frontier-ai-starter-kit-rvas4
- PrototypeBuild a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like.microsoft/frontier-ghcp-rvas4
- Qodo Pr ResolverReview and resolve PR issues with Qodo - get AI-powered code review issues and fix them interactively (GitHub, GitLab, Bitbucket, Azure DevOps)microsoft/amplifier-app-nanoclaw4
- ResearchInvestigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo. Use when the user wants a topic researched, docs or API facts gathered, or reading legwork delegated to a background agent.microsoft/frontier-ghcp-rvas4
- Resolving Merge ConflictsUse when you need to resolve an in-progress git merge/rebase conflict.microsoft/frontier-ghcp-rvas4
- ResourcemgrInfrastructure and resource monitoring agent. Tracks compute, storage, database, and runtime footprint.microsoft/PilotSwarm4
- Resume Site SyncUpdate a personal portfolio website by comparing a current resume with an updated resume, proposing website changes, and applying approved edits. Use this skill when the user asks to update their portfolio website from a new or updated resume.microsoft/student-learning-series4
- Rvap BrandApplies the RVAP (Real Value Acceleration Program) brand identity — colors, fonts, logo, and layout patterns — consistently to any GitHub Pages website. Use this skill whenever someone asks to brand, rebrand, apply RVAP/RVAS visual identity, make a site look RVAP, match the brand kit, or transform a GitHub Pages site's look and feel to match RVAP. Also trigger when the user shares an HTML/CSS/MkDocs site and says it should look consistent with other RVAP/RVAS materials, even if they don't explicmicrosoft/frontier-ai-starter-kit-rvas4
- Rvap BrandApplies the RVAP (Real Value Acceleration Program) brand identity — colors, fonts, logo, and layout patterns — consistently to any GitHub Pages website. Use this skill whenever someone asks to brand, rebrand, apply RVAP/RVAS visual identity, make a site look RVAP, match the brand kit, or transform a GitHub Pages site's look and feel to match RVAP. Also trigger when the user shares an HTML/CSS/MkDocs site and says it should look consistent with other RVAP/RVAS materials, even if they don't explicmicrosoft/frontier-ghcp-rvas4
- Schema MigrationAdd or modify a PostgreSQL schema migration for the CMS or Facts store. Covers creating migration functions, stored procedure changes, diff file generation, and TypeScript caller updates.microsoft/PilotSwarm4
- Self CustomizeCustomize your own agent — add capabilities, install packages, add MCP servers, edit code or CLAUDE.md. Use when the user asks you to add a feature, install a tool, or modify how you work. For non-trivial code changes, delegate to a builder agent via create_agent.microsoft/amplifier-app-nanoclaw4
- SetupRun initial NanoClaw setup. Use when user wants to install NanoClaw, configure it, or go through first-time setup. Triggers on "setup", "install", "configure nanoclaw", or first-time setup requests.microsoft/amplifier-app-nanoclaw4
- Setup Matt Pocock SkillsConfigure this repo for the engineering skills — set up its issue tracker, triage label vocabulary, and domain doc layout. Run once before first use of the other engineering skills.microsoft/frontier-ghcp-rvas4
- Share A FileShare a file with other people through the shared folder, and find what others shared.microsoft/PilotSwarm4
- Slack FormattingFormat messages for Slack using mrkdwn syntax. Use when responding to Slack channels (folder starts with "slack_" or JID contains slack identifiers).microsoft/amplifier-app-nanoclaw4
- SweeperSystem maintenance agent that monitors and cleans up completed/zombie sessions.microsoft/PilotSwarm4
- TddTest-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.microsoft/frontier-ghcp-rvas4
- TeachTeach the user a new skill or concept, within this workspace.microsoft/frontier-ghcp-rvas4
- To QuestionnaireTurn a decision you can't fully answer into a questionnaire for someone else to fill in.microsoft/frontier-ghcp-rvas4
- To SpecTurn the current conversation into a spec and publish it to the project issue tracker — no interview, just synthesis of what you've already discussed.microsoft/frontier-ghcp-rvas4
- To TicketsBreak a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured tracker — edges as text in one file per ticket locally, or native blocking links on a real tracker.microsoft/frontier-ghcp-rvas4
- TriageMove issues and external PRs through a state machine of triage roles — categorise, verify, grill if needed, and write agent-ready briefs.microsoft/frontier-ghcp-rvas4
- UnslopCut AI tells from any writing. Must always apply.microsoft/frontier-ghcp-rvas4
- Update NanoclawEfficiently bring upstream NanoClaw updates into a customized install, with preview, selective cherry-pick, and low token usage.microsoft/amplifier-app-nanoclaw4
- Update SkillsCheck for and apply updates to installed skill branches from upstream.microsoft/amplifier-app-nanoclaw4
- Use Native Credential ProxyReplace OneCLI gateway with the built-in credential proxy. For users who want simple .env-based credential management without installing OneCLI. Reads API key or OAuth token from .env and injects into container API requests.microsoft/amplifier-app-nanoclaw4
- Valuation MethodsCompact valuation discipline for DCF, multiples, and scenario analysis.microsoft/PilotSwarm4
- Vercel CliDeploy apps to Vercel. Use when asked to deploy, ship, or publish a web application, or manage Vercel projects, domains, and environment variables.microsoft/amplifier-app-nanoclaw4
- Vercel CliDeploy apps to Vercel. Use when asked to deploy, ship, or publish a web application, or manage Vercel projects, domains, and environment variables.microsoft/amplifier-app-nanoclaw4
- Wait WhatStop. That last message did not land — re-pitch it.microsoft/frontier-ghcp-rvas4
- WayfinderPlan a huge chunk of work — more than one agent session can hold — as a shared map of decision tickets on your issue tracker, and resolve them one at a time until the way to the destination is clear.microsoft/frontier-ghcp-rvas4
- WelcomeIntroduce yourself to a newly connected channel. Triggered automatically when a channel is first wired. Send a friendly greeting and brief overview of what you can do.microsoft/amplifier-app-nanoclaw4
- Whatsapp FormattingFormat messages for WhatsApp, including mentions that render as real WhatsApp tags. Use when responding in a WhatsApp conversation (platform_id / chatJid ends with @s.whatsapp.net or @g.us).microsoft/amplifier-app-nanoclaw4
- WizardGenerate an interactive bash wizard that walks a human through steps only they can perform. Use when provisioning infrastructure, setting up credentials or CI secrets, walking an unfamiliar third-party dashboard, or running a one-off migration or cutover. Don't invoke this for steps the agent can perform itself.microsoft/frontier-ghcp-rvas4
- Writing For AgentsWriting documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md.microsoft/frontier-ghcp-rvas4
- X IntegrationX (Twitter) integration for NanoClaw. Post tweets, like, reply, retweet, and quote. Use for setup, testing, or troubleshooting X functionality. Triggers on "setup x", "x integration", "twitter", "post tweet", "tweet".microsoft/amplifier-app-nanoclaw4
- Chaos ImpactSynthesize an Azure Monitor impact report for a Chaos Studio v2 ScenarioRun: pulls the run, walks targeted resources, queries metrics/logs/activity-log/alerts over the run window ± buffer, and renders a Markdown + JSON impact card.microsoft/chaos-studio3
- Create WorkspaceProvision a Microsoft.Chaos/workspaces resource (v2), bind a managed identity, set scopes, and grant Reader RBAC on the scope.microsoft/chaos-studio3
- Demo RunbookPresenter guide for walking Anna (or anyone) through the SQL + AI in Action demos live on stage. Use when the user asks to "walk me through the <demo> demo", "what's my next step / what do I say next / give me the next prompt", "how do I present <demo>", or is mid-demo and needs the next beat's narration, literal prompt, and expected result. Routes to the per-demo PRESENTER-RUNBOOK.md files. Covers zavacliniq, zavahospital, azuresqlcontainer (live-site), and hyperscale. Does NOT build/deploy — hmicrosoft/sqlaiinaction3
- Html Slide To PngRender a fixed-size HTML slide/diagram to a crisp, full-frame PNG for PowerPoint or docs. Use when asked to "generate a PNG from an HTML slide", "make a slide image", "export architecture-slide.html to PNG", or when a browser-tool screenshot comes out clipped/blank. Uses Edge/Chrome CLASSIC headless — NOT the VS Code Playwright browser tool (its headed viewport is stuck tiny and clips everything).microsoft/sqlaiinaction3
- HyperscaleaiZavaFin Act 3 "Add AI" demo — Azure SQL Hyperscale DiskANN vector search + in-database Phi-4 loan scoring, all in T-SQL. Use when the user wants to build/provision the demo (Provision-Hyperscale, Deploy-Base, build SQL 00–04), run the demo live (Run-LiveDemo.ps1 — e.g. "build demo", "run demo live", "run the hyperscale demo"), tear it down, or work anywhere under hyperscale/.microsoft/sqlaiinaction3
- Live Site SqlLive-site triage playbook for Azure SQL on-call incidents — protocol, diagnostic catalog (dx_index_exists, dx_resource_pressure, dx_deadlock_recent), hybrid search, and grounded mitigation generation. Loaded by the live-site-sql custom agent. Use when the user asks to mitigate, triage, or diagnose a Zava SQL incident.microsoft/sqlaiinaction3
- Role DefinitionsDetailed model routing role definitions, decision flowchart, model tier grid, and fallback chain best practices. Load when authoring agents or debugging model routing.microsoft/amplifier-bundle-routing-matrix3
- Run ScenarioExecute a ScenarioConfiguration and stream ScenarioRun status with per-action breakdown until terminal state.microsoft/chaos-studio3
- Setup ScenarioDiscover recommended scenarios, build and validate a ScenarioConfiguration, and auto-fix resource permissions.microsoft/chaos-studio3
- Start ChaosOrchestrate the full Chaos Studio v2 workflow: auth → workspace → scenario → run. Shares a single state file and supports resume.microsoft/chaos-studio3
- ZavacliniqZavaClinIQ – AI-powered outpatient clinical assistant using SQL Server 2025 vector search + Foundry Local (phi-4, qwen3-embedding). Use when: deploying zavacliniq scripts, building clinical evidence embeddings, running vector search procs, generating AI care plans via RAG, working in sqlserver2025/zavacliniq/.microsoft/sqlaiinaction3
- ZavahospitalZavaHospital – AI-powered inpatient clinical assistant using SQL Server 2025 vector search + NVIDIA NIM on AKS (GPU). Use when: deploying zavahospital build scripts, building encounter/doctor-note embeddings, running vector search or clinical recommendation procs, presenting the on-stage demo, or working in sqlserver2025/zavahospital/.microsoft/sqlaiinaction3