Microsoft

Scaffold a new plugin and prepare it for distribution. WHEN: 'create a new plugin', 'scaffold a new plugin'

Updated 21 hours ago

Assess and improve the reliability posture of PaaS Applications (Azure Functions and Azure App Service). Scans deployed resources for zone redundancy, ZRS storage, health probes, and multi-region failover. Presents a feature-pivoted checklist, then drives staged remediation (CLI or IaC patches) end-to-end with user confirmation. WHEN: "assess reliability", "check reliability", "zone redundant", "multi-region failover", "high availability", "disaster recovery", "single points of failure", "reliability posture", "resiliency".

Updated 2 days ago

Searches the Azure skills catalog and recommends installable agent skills by matching an Azure task to skill metadata and plugin installation guidance. WHEN: before starting any task that involves an Azure or Microsoft-cloud service, product, or data source, when no currently loaded skill or tool already covers it.

Updated 8 days ago

List, find, and show Azure resources across subscriptions or resource groups. Handles prompts like "list the websites in my subscription", "list my web apps", "show my app services", "list virtual machines", "list my VMs", "show storage accounts", "find container apps", and "what resources do I have". USE FOR: list websites, list web apps, list app services, show websites in subscription, resource inventory, find resources by tag, tag analysis, orphaned resource discovery (not for cost analysis), unattached disks, count resources by type, cross-subscription lookup, and Azure Resource Graph queries. DO NOT USE FOR: deploying/changing resources (use azure-deploy), cost optimization (use cost-optimization from the optional azure-cost plugin), or non-Azure clouds.

Updated 9 days ago

Intelligently 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 (use customize), PTU deployments (use customize).

Updated 9 days ago

End-to-end orchestrator: from a business idea, app idea, or existing app to running Azure deployment with cost estimates and pre-deploy approval. Analyzes your app, auto-detects the right Azure services, scaffolds infrastructure code, and deploys — tailored to your app, not a template. Handles moving existing apps to Azure without rewriting or with minimal changes. WHEN: bring your app to Azure, plan my app, cost to run, is my code ready to deploy, deploy my app to the cloud, deploy all my services, what Azure services do I need, plan my Azure deployment, deploy my new app to Azure, one-click deploy, I have an app and want it on Azure, migrate my app to Azure, help me get started, build an app, no code yet, starter project. DO NOT USE FOR: use azd for deployment(use azure-deploy), optimizing existing costs (use cost-optimization), code readiness checks only (use azure-app-onboard-prereq).

Updated 9 days ago

Automate browser interactions, test web pages and work with Playwright tests.

Updated yesterday

Explains how to develop Playwright - add APIs, MCP tools, CLI commands, and vendor dependencies.

Updated 4 months ago

Assess and improve the reliability posture of PaaS Applications (Azure Functions and Azure App Service). Scans deployed resources for zone redundancy, ZRS storage, health probes, and multi-region failover. Presents a feature-pivoted checklist, then drives staged remediation (CLI or IaC patches) end-to-end with user confirmation. WHEN: "assess reliability", "check reliability", "zone redundant", "multi-region failover", "high availability", "disaster recovery", "single points of failure", "reliability posture", "resiliency".

Updated yesterday

Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted agent scaffold/develop/run/deploy/troubleshoot, prompt agent create, create agent, update agent, add tool to agent, invoke agent, agent.yaml, agent insights, pull agent insights, evaluate agent, batch eval, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, prompt optimizer, optimize agent instructions, Agent Optimizer scaffold, dataset curation from traces, deploy model, model fine-tuning (SFT/DPO/RFT), Foundry project, RBAC, role assignment, permissions, quota, capacity, region, deployment failure, AI Services, create Foundry resource, knowledge index, customize deployment, onboard, availability, training-data, grader, distillation, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure-prepare).

Updated 7 days ago

List, find, and show Azure resources across subscriptions or resource groups. Handles prompts like "list the websites in my subscription", "list my web apps", "show my app services", "list virtual machines", "list my VMs", "show storage accounts", "find container apps", and "what resources do I have". USE FOR: list websites, list web apps, list app services, show websites in subscription, resource inventory, find resources by tag, tag analysis, orphaned resource discovery (not for cost analysis), unattached disks, count resources by type, cross-subscription lookup, and Azure Resource Graph queries. DO NOT USE FOR: deploying/changing resources (use azure-deploy), cost optimization (use cost-optimization from the optional azure-cost plugin), or non-Azure clouds.

Updated 8 days ago

Prepare azd-based Azure projects for deployment: generates azure.yaml, infrastructure (Bicep/Terraform), and Dockerfiles for the Azure Developer CLI (azd) workflow. USE ONLY when the user explicitly wants to use azd as the deployment tool, or the project already has an azure.yaml file. DO NOT USE FOR: non-azd deployments, Python App Service code-only deploys (use python-appservice-deploy), or cross-cloud migration (use azure-cloud-migrate). WHEN: prepare app for azd, create azure.yaml, set up azd infrastructure, modernize app for Azure with azd, deploy with azd, function app, timer trigger, service bus trigger, event-driven function, managed identity, generate Bicep, generate Terraform, create and deploy to Azure.

Updated 8 days ago

End-to-end orchestrator: from a business idea, app idea, or existing app to running Azure deployment with cost estimates and pre-deploy approval. Analyzes your app, auto-detects the right Azure services, scaffolds infrastructure code, and deploys — tailored to your app, not a template. Handles moving existing apps to Azure without rewriting or with minimal changes. WHEN: bring your app to Azure, plan my app, cost to run, is my code ready to deploy, deploy my app to the cloud, deploy all my services, what Azure services do I need, plan my Azure deployment, deploy my new app to Azure, one-click deploy, I have an app and want it on Azure, migrate my app to Azure, help me get started, build an app, no code yet, starter project. DO NOT USE FOR: use azd for deployment(use azure-deploy), optimizing existing costs (use cost-optimization), code readiness checks only (use azure-app-onboard-prereq).

Updated 8 days ago

Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents

Updated 8 days ago

Automate browser interactions, test web pages and work with Playwright tests.

Updated 3 days ago

Development workflows for the playwright-cli repository. Use when the user asks about rolling dependencies, releasing, or other repo maintenance tasks.

Updated 6 months ago

Prepare and publish stable Agent Lightning releases through the repository's version bump, pull-request checks, merge, tag, PyPI trusted-publishing, and versioned-documentation workflows. Use when asked to plan, cut, verify, or explain a release; treat nightly TestPyPI builds as a separate path.

Updated last month

Provides the action space, tradeoffs, and evaluation context for improving an editable AI agent against a benchmark while preserving its deployment contract. Use when optimizing agent accuracy, cost, latency, or reliability.

Updated 2 months ago

Use when the user wants Cursor to learn from recent local sessions, asks for an offline sleep or dream cycle, wants to consolidate recurring work into a Cursor skill, or requests SkillOpt-Sleep status, harvest, dry-run, run, scheduling, review, or adoption. Drives the validation-gated skillopt_sleep engine with Cursor transcripts and the optional Cursor Agent CLI backend.

Updated last month

Reference-only OpenClaw adaptation of SkillOpt-Sleep. Use it to study or port the contributed DeepSeek wrapper, not as a ready-to-run installation.

Updated 3 months ago

Create and validate a minimal AGT Copilot CLI policy tailored to the repository being inspected.

Updated 2 months ago

Migrate Python apps from Azure OpenAI Chat Completions to the Responses API. Covers AzureOpenAI/AsyncAzureOpenAI client migration to the v1 endpoint, streaming, tools, structured output, multi-turn, EntraID auth, and model compatibility checks. Python-focused, Azure OpenAI-specific. USE FOR: migrate to responses API, switch from chat completions, openai responses, upgrade openai SDK, responses API migration, move from completions to responses, gpt-5 migration, azure openai python migration, chat completions to responses, AzureOpenAI to OpenAI client, python azure openai upgrade. DO NOT USE FOR: building new apps from scratch (start with responses directly), Node/TypeScript/C#/Java/Go migrations (this skill is Python-only), Azure infrastructure setup (use azure-prepare), deploying models (use microsoft-foundry).

Updated 3 months ago

Add a new color theme to the Ontology Playground. Use when someone wants to create, author, or plug in a theme, palette, color scheme, dark mode, or light mode, or add an entry to the theme picker. Covers the appStore registration plus the CSS token block.

Updated 4 months ago

Add a contributor ontology to catalogue/community/. Use when a community member submits an RDF/OWL file and wants it listed in the Playground catalogue under their GitHub username.

Updated 4 months ago

Generate approved person names for examples, demos, quests, tests, docs, and sample data. Use when a task needs fictional person names, customer names, employee names, patient names, student names, instructor names, or other human names.

Updated 4 months ago

Import customer or external RDF/OWL into this repo's catalogue format. Use when user drops an RDF/OWL file and wants it catalogue-ready (metadata, category, validation, compile).

Updated 4 months ago

Generate Ontology School course paths/labs with progressive step ontologies from source ontology material. Use when user asks to tutorialize an ontology into school lessons and per-step builds.

Updated 4 months ago

Standard collaboration patterns for all squad agents — worktree awareness, decisions, cross-agent communication

Updated 4 months ago

Standard recovery patterns for all squad agents. When something fails, adapt — don't just report the failure.

Updated 4 months ago

Squad branching model: dev-first workflow with insiders preview channel

Updated 4 months ago

Reviewer rejection workflow and strict lockout semantics

Updated 4 months ago

Never read .env files or write secrets to .squad/ committed files

Updated 4 months ago

Find and resume interrupted Copilot CLI sessions using session_store queries

Updated 4 months ago

Follow bocpy commenting and documentation conventions. Use when: adding comments to C or Python files, writing docstrings, documenting structs or classes, adding Doxygen doc-comments, using Sphinx param style, suppressing linter warnings with noqa, or following flake8 style rules (Q000, D205, D209, N802).

Updated 4 months ago

Write tests for bocpy Behavior-Oriented Concurrency code. Use when: writing pytest tests for @when behaviors, Cown scheduling, send/receive messaging, cown grouping, chained behaviors, exception propagation. Covers parameter-count rules, module-level class requirements, and the quiesce()+unwrap() result-reading pattern.

Updated 4 months ago

Think in Behavior-Oriented Concurrency, not threads-and-locks. Use when: writing or reviewing any bocpy code (library, examples, tests), about to reach for time.sleep / threading.Event / atomic counters / polling loops / wait_for_* helpers, designing how a downstream behavior observes an upstream one, scheduling work to run after the next worker is free, or building loop / tail-recursion patterns. Catches the reflex to apply classical synchronization to a problem that wants a cown.

Updated 4 months ago

Multi-perspective planning with rebuttal rounds and adversarial review loop. Use when: planning complex changes, designing architecture, evaluating implementation strategies, drafting implementation plans, or when /plan is invoked. Spawns three planner subagents, runs rebuttals on disagreements, synthesizes their outputs, then iteratively hardens the plan through an adversarial review loop until it passes scrutiny. All intermediate artifacts are persisted to .copilot/ so the process can be restarted from any step.

Updated 4 months ago

Write a C extension whose custom types can live inside a bocpy Cown and travel between worker sub-interpreters. Use when: writing a native type (matrix, buffer, GPU handle, opaque C resource) that needs to round-trip through @when, send/receive, or any other bocpy primitive that crosses interpreter boundaries; designing the producer/consumer XIData callbacks; implementing proto-Region ownership semantics; setting up multi-phase init and per-interpreter type registration. Covers the bocpy public C ABI (bocpy.h, xidata.h, BOCPY_NO_OWNER, bocpy_interpid, XIDATA_REGISTERCLASS, XIDATA_GETDATA_FUNC, XIDATA_INIT), the setup.py boilerplate, and the worker-import contract.

Updated 4 months ago

Finalize a feature branch for merge. Use when finishing a feature branch, preparing for merge, releasing a new version, bumping the version, adding a changelog entry, or when asked to finalize, wrap up, or close out a PR. Covers version bump across all files, CHANGELOG entry, Sphinx + README updates, editor-lens pass over the diff, lint, and test verification. Replaces the older version-bump skill.

Updated 4 months ago