- Add GchatAdd Google Chat channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add GithubAdd GitHub channel integration via Chat SDK. PR and issue comment threads as conversations.microsoft/amplifier-app-nanoclaw4
- Add Gmail ToolAdd Gmail as an MCP tool (read, search, send, label, draft) using OneCLI-managed OAuth. The agent gets Gmail tools in every enabled group; OneCLI injects real tokens at request time so no raw credentials are ever in the container or on disk in usable form.microsoft/amplifier-app-nanoclaw4
- Add ImessageAdd iMessage channel integration via Chat SDK. Local (macOS) or remote (Photon API) mode.microsoft/amplifier-app-nanoclaw4
- Add Karpathy Llm WikiAdd a persistent wiki knowledge base to a NanoClaw group. Based on Karpathy's LLM Wiki pattern. Triggers on "add wiki", "wiki", "knowledge base", "llm wiki", "karpathy wiki".microsoft/amplifier-app-nanoclaw4
- Add LinearAdd Linear channel integration via Chat SDK. Issue comment threads as conversations.microsoft/amplifier-app-nanoclaw4
- Add Macos StatusbarAdd a macOS menu bar status indicator for NanoClaw. Shows a bolt icon with a green/red dot indicating whether NanoClaw is running, with Start, Stop, and Restart controls. macOS only.microsoft/amplifier-app-nanoclaw4
- Add MatrixAdd Matrix channel integration via Chat SDK. Works with any Matrix homeserver.microsoft/amplifier-app-nanoclaw4
- Add MnemonAdd persistent graph-based memory via mnemon. Agents recall past context before responding and remember insights after each turn.microsoft/amplifier-app-nanoclaw4
- Add Ollama ProviderRoute a NanoClaw agent group to a local Ollama model instead of the Anthropic API. Ollama speaks the Anthropic API natively (v1/messages), so no provider code changes are needed — just env var overrides and a model setting. Use when the user wants to run their agent locally, cut API costs, or experiment with open-weight models. See docs/ollama.md for background.microsoft/amplifier-app-nanoclaw4
- Add Ollama ToolAdd Ollama MCP server so the container agent can call local models and optionally manage the Ollama model library.microsoft/amplifier-app-nanoclaw4
- Add OpencodeUse OpenCode as an agent provider (AGENT_PROVIDER=opencode). OpenRouter, OpenAI, Google, DeepSeek, etc. via OpenCode config — not the Anthropic Agent SDK. Per-session and per-group via agent_provider; host passes OPENCODE_* and XDG mount when spawning containers.microsoft/amplifier-app-nanoclaw4
- Add ResendAdd Resend (email) channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add RtkInstall rtk token-compression proxy into agent containers. Routes Bash tool calls through rtk for 60–90% token savings on dev commands (git, cargo, pytest, docker, kubectl, etc.).microsoft/amplifier-app-nanoclaw4
- Add SignalAdd Signal channel integration via signal-cli TCP daemon. Native adapter — no Chat SDK bridge.microsoft/amplifier-app-nanoclaw4
- Add SlackAdd Slack channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add TeamsAdd Microsoft Teams channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add TelegramAdd Telegram channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add TestAdd a new integration test to PilotSwarm test suite. Tests verify end-to-end flows through PilotSwarmClient, duroxide orchestration, and the Copilot SDK.microsoft/PilotSwarm4
- Add ToolAdd a new tool to PilotSwarm. Covers defining the tool with defineTool(), registering it on the worker (worker-level or per-session), referencing it from the client via toolNames, and adding an integration test.microsoft/PilotSwarm4
- Add VercelAdd Vercel deployment capability to NanoClaw agents. Installs the Vercel CLI in agent containers and sets up OneCLI credential injection for api.vercel.com. Use when the user wants agents to deploy web applications to Vercel.microsoft/amplifier-app-nanoclaw4
- Add WebexAdd Webex channel integration via Chat SDK.microsoft/amplifier-app-nanoclaw4
- Add WechatAdd WeChat (personal) channel integration via Tencent's official iLink Bot API. Uses long-polling and QR scan — no webhook, no ToS risk, no paid token.microsoft/amplifier-app-nanoclaw4
- Add WhatsappAdd WhatsApp channel via native Baileys adapter. Direct connection — no Chat SDK bridge. Uses QR code or pairing code for authentication.microsoft/amplifier-app-nanoclaw4
- Add Whatsapp CloudAdd WhatsApp Business Cloud API channel via Chat SDK. Official Meta API.microsoft/amplifier-app-nanoclaw4
- Agent BrowserBrowse the web for any task — research topics, read articles, interact with web apps, fill forms, take screenshots, extract data, and test web pages. Use whenever a browser would be useful, not just when the user explicitly asks.microsoft/amplifier-app-nanoclaw4
- Agent Repair LoopThe order of operations for changing a live package safely — diagnose, patch, publish, converge, verify, roll back. Use whenever you are about to modify an agent package that something is already running on.microsoft/PilotSwarm4
- Agent VersioningUse when creating or editing PilotSwarm .agent.md files, prompt-layer manifests, or builder templates that generate agents. Covers schemaVersion/version frontmatter, SemVer bump guidance, and session.prompt_layers expectations.microsoft/PilotSwarm4
- Ai Slop DetectorUser-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or exists because of common LLM failure modes. Use only when the user explicitly asks to run the ai-slop-detector skill, asks for an AI-slop audit, or asks to list AI-generated slop in documents/code. Do not auto-trigger for normal writing edits, humanizing text, code review, linting, or implementation microsoft/frontier-ai-starter-kit-rvas4
- Ai Slop DetectorUser-invocable audit skill for detecting and surfacing AI-slop in documents and code: content that sounds AI-generated, is useless, generic, overconfident, fake, verbose, mechanically structured, or exists because of common LLM failure modes. Use only when the user explicitly asks to run the ai-slop-detector skill, asks for an AI-slop audit, or asks to list AI-generated slop in documents/code. Do not auto-trigger for normal writing edits, humanizing text, code review, linting, or implementation microsoft/frontier-ghcp-rvas4
- Architecture Overview DiagramFolded into dot-analysis — still runnable as /architecture-overview-diagram.microsoft/amplifier-bundle-dot-graph4
- Ask MattAsk which skill or flow fits your situation. A router over the skills in this repo.microsoft/frontier-ghcp-rvas4
- Aspire**WORKFLOW SKILL** - Top-level router for Aspire 13.4 distributed apps. Detects the AppHost, enforces safety guardrails, and routes to the right sub-skill. USE FOR: Aspire AppHost detected, aspire CLI, distributed app, cloud-native .NET, aspire start, aspire stop, aspire resource, aspire deploy, aspire destroy, aspire publish, aspire init, aspire new, aspire add, aspire integration list/search, aspire wait, aspire describe, aspire ps, aspire dashboard run, aspire doctor, aspire update, aspire lomicrosoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Aspire Deployment**WORKFLOW SKILL** — Deploy Aspire apps from AppHost models to Docker Compose, Kubernetes, Azure, or AWS. WHEN: "deploy Aspire app", "publish Aspire artifacts", "deploy to Azure Container Apps", "generate Kubernetes artifacts", "tear down Aspire deployment". INVOKES: aspire CLI, Aspire docs, target cloud/container CLIs. FOR SINGLE OPERATIONS: use generic Azure, Kubernetes, Docker, or AWS tools only when no Aspire AppHost exists.microsoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Aspire Init**WORKFLOW SKILL** - First-run flow for adding Aspire to a repo. Picks `aspire new` (greenfield) or `aspire init` (existing repo), drops the AppHost skeleton, then hands off to `aspireify` for resource wiring. USE FOR: aspire init, aspire new, aspire-starter, aspire-ts-starter, aspire-py-starter, add Aspire to existing repo, scaffold Aspire app, bootstrap Aspire, no AppHost detected, install aspireify, generated .aspire/modules. DO NOT USE FOR: AppHost wiring on an existing AppHost (use aspireifmicrosoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Aspire Monitoring**ANALYSIS SKILL** - Observe Aspire apps: logs, traces, metrics, resource state, telemetry export, browser telemetry, and the standalone dashboard. Routes between local Aspire CLI, AKS workload diagnostics, and deployed Azure resource health. USE FOR: aspire logs, aspire otel logs, aspire otel traces, aspire otel spans, aspire describe, aspire ps, aspire export, aspire dashboard run, --include-hidden, browser logs in dashboard, WithBrowserLogs, App Insights query, AKS pod logs, container app logmicrosoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Aspire Orchestration**WORKFLOW SKILL** — Manage Aspire AppHost lifecycle and recover from file locks, port conflicts, and orphaned processes. WHEN: "start my Aspire app", "aspire start", "aspire stop", "aspire wait", "restart the API service", "file lock error", "MSB3491", "CS2012", "port already in use", "upgrade Aspire CLI", "aspire update --self", "proxies missing in aspire ps", "--include-hidden", "aspire integration list", "aspire integration search", "default watch", "hot reload". INVOKES: aspire CLI (start, microsoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Aspireify**WORKFLOW SKILL** - Wire an Aspire AppHost after `aspire init` drops a skeleton. Scans the repo, proposes a resource graph, edits the AppHost (C#, file-based C#, or TypeScript), wires `Aspire.ServiceDefaults` + OTel, validates with `aspire start`, then self-deactivates. USE FOR: wire AppHost, scaffold resource graph, add Postgres/Redis/Rabbit/Mongo to Aspire, connect frontend to API, after `aspire init` what next, AddNextJsApp, AddViteApp, WithBrowserLogs, file-based apphost.cs, apphost.ts, unimicrosoft/Build26-BRK205-aspire-for-agents-transform-how-you-build-and-deploy-distributed-apps4
- Azure AiUse for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.microsoft/frontier-ai-starter-kit-rvas4
- Azure AigatewayConfigure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.microsoft/frontier-ai-starter-kit-rvas4
- Canvas AppsInteractive and SHARED canvas apps — page actions, the canvas_kv store, requests the page queues, the session's files and declared commands (canvas-ws), saving apps. Load before any canvas that takes input, uses files, or is shared.microsoft/PilotSwarm4
- CapacityDiscovers available Azure OpenAI model capacity across regions and projects. Analyzes quota limits, compares availability, and recommends optimal deployment locations based on capacity requirements. USE FOR: find capacity, check quota, where can I deploy, capacity discovery, best region for capacity, multi-project capacity search, quota analysis, model availability, region comparison, check TPM availability. DO NOT USE FOR: actual deployment (hand off to preset or customize after discovery), quomicrosoft/frontier-ai-starter-kit-rvas4
- ClawInstall the claw CLI tool — run NanoClaw agent containers from the command line without opening a chat app.microsoft/amplifier-app-nanoclaw4
- Code ReviewReview the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/spec asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in-progress changes, or asks to "review since X".microsoft/frontier-ghcp-rvas4
- Codebase DesignShared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another skill needs the deep-module vocabulary.microsoft/frontier-ghcp-rvas4
- Content Accuracy AuditAudit session content (activity guides, scenario lessons, READMEs, validate.py, solution.md, the rendered _site/, docs/, skills, infra, scripts) for correctness, currency, hallucinations, broken cross-references, and pacing. Cross-checks every Azure / Microsoft Foundry SDK signature, CLI command, env var, and API surface against official Microsoft Learn docs via the microsoft-docs MCP and the live web. USE WHEN: review content for errors, fact-check the docs, find hallucinations, check if the domicrosoft/frontier-ai-starter-kit-rvas4
- Content AuditAudit RVAS delivery session content (tracks, challenges, docs, starter code) for correctness, hallucinations, outdated information, pacing, broken links, and convention violations, then fix what it finds. Verifies claims against official Azure and tooling docs on the internet. Use when asked to 'review the content', 'check for errors', 'find hallucinations', 'is this still accurate', 'verify the docs', 'check links', 'audit a track', 'is this challenge doable in time', 'fact-check this', or befomicrosoft/frontier-ghcp-rvas4
- Convert To Apple ContainerSwitch from Docker to Apple Container for macOS-native container isolation. Use when the user wants Apple Container instead of Docker, or is setting up on macOS and prefers the native runtime. Triggers on "apple container", "convert to apple container", "switch to apple container", or "use apple container".microsoft/amplifier-app-nanoclaw4
- Cost Latency AnalysisHow to compute model latency and estimated $ cost from PilotSwarm data. Read this before calling a model "slow" or "expensive": most slowness is orchestration overhead, and a cost is a guess unless it cites a published price card.microsoft/PilotSwarm4
- Customer Activity ForgeResearch a customer and industry from public sources, then generate ranked AI-application ideas mapped to relevant scenario playbooks, with implementation gaps made explicit.microsoft/frontier-ai-starter-kit-rvas4
- CustomizeInteractive guided deployment flow for Azure OpenAI models with full customization control. Step-by-step selection of model version, SKU (GlobalStandard/Standard/ProvisionedManaged), capacity, RAI policy (content filter), and advanced options (dynamic quota, priority processing, spillover). USE FOR: custom deployment, customize model deployment, choose version, select SKU, set capacity, configure content filter, RAI policy, deployment options, detailed deployment, advanced deployment, PTU deploymicrosoft/frontier-ai-starter-kit-rvas4
- CustomizeAdd new capabilities or modify NanoClaw behavior. Use when user wants to add channels (Telegram, Slack, email input), change triggers, add integrations, modify the router, or make any other customizations. This is an interactive skill that asks questions to understand what the user wants.microsoft/amplifier-app-nanoclaw4
- DebugDebug container agent issues. Use when things aren't working, container fails, authentication problems, or to understand how the container system works. Covers logs, environment variables, mounts, and common issues.microsoft/amplifier-app-nanoclaw4
- Debug OrchestrationDiagnose and fix nondeterminism errors in the duroxide orchestration. Covers the replay model, common violations, and how to audit orchestration code for determinism.microsoft/PilotSwarm4
- Debug TestDiagnose and fix a failing integration test in PilotSwarm. Covers the full call chain from PilotSwarmSession.sendAndWait through duroxide orchestration to CopilotSession, common failure patterns, and how to inspect orchestration and CMS state.microsoft/PilotSwarm4
- Deploy ModelUnified Azure OpenAI model deployment skill with intelligent intent-based routing. Handles quick preset deployments, fully customized deployments (version/SKU/capacity/RAI policy), and capacity discovery across regions and projects. USE FOR: deploy model, deploy gpt, create deployment, model deployment, deploy openai model, set up model, provision model, find capacity, check model availability, where can I deploy, best region for model, capacity analysis. DO NOT USE FOR: listing existing deploymmicrosoft/frontier-ai-starter-kit-rvas4
- Deployment SafetyDeployment best practices — canary patterns, rollback triggers, and health check interpretation.microsoft/PilotSwarm4
- Diagnosing BugsDiagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.microsoft/frontier-ghcp-rvas4
- Domain ModelingBuild and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural decision, or when another skill needs to maintain the domain model.microsoft/frontier-ghcp-rvas4
- Dot AnalysisUse when a diagram is the analysis instrument, not the output — absorbs dot-graph-intelligence, dot-as-analysis, parallax-investigation, architecture-overview-diagram.microsoft/amplifier-bundle-dot-graph4