Microsoft

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1.7k skills
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2.7k repo stars
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Pr Testing · microsoft bundle
Use when asked to test a microsoft/aspire pull request, including CLI, hosting, dashboard, component, template, and VS Code extension changes. Also covers testing PRs that change CI infrastructure — GitHub Actions (workflows, actions, gh-aw agentic workflows, CI scripts under .github/ and eng/) and Azure DevOps pipelines (eng/pipelines, eng/common).

2.7k repo stars
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Backport Pr · microsoft
Backports a merged PR to a release branch by triggering the /backport bot, waiting for the bot-created PR, and filling in the shiproom template (Customer Impact, Testing, Risk, Regression?). Use when asked to: backport a PR, port a fix to a release branch, fill in a backport template, prepare a backport for shiproom review.

2.7k repo stars
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Azdo Internal · microsoft
Expert knowledge for triggering, monitoring, and validating changes to the Aspire internal Azure DevOps pipeline (microsoft-aspire, definition 1602) on dnceng/internal. Use when asked to trigger an internal/AzDO build, check pipeline/build status, push to the internal mirror, or validate eng/ pipeline (eng/pipelines/azure-pipelines.yml / release pipeline) changes for the microsoft/aspire repository.

2.7k repo stars
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CLI E2e Testing · microsoft bundle
Use when creating, modifying, debugging, or reviewing Aspire CLI end-to-end tests that use Hex1b terminal automation under tests/Aspire.Cli.EndToEnd.Tests/.

2.7k repo stars
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Vscode Extension · microsoft
Use when investigating, developing, debugging, testing, or reviewing Aspire VS Code extension behavior under extension/, including extension UI, command, debugger, RPC, DCP, MCP, and CLI-integration issues or features.

2.7k repo stars
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Dashboard Testing · microsoft
Guide for writing tests for the Aspire Dashboard. Use this when asked to create, modify, or debug dashboard unit tests or Blazor component tests.

2.7k repo stars
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Issue Investigation · microsoft
Investigates GitHub issues in microsoft/aspire by gathering issue context, routing to specialized skills, preparing the right reproduction environment, reproducing behavior, and drafting evidence-backed findings or insufficient-info comments for user approval. Use when asked to investigate, reproduce, validate, debug, triage, or root-cause an Aspire issue.

2.7k repo stars
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CLI Channel Debugging · microsoft bundle
Emulates any Aspire CLI build identity (channel, version, commit, package source) from a locally built CLI using ASPIRE_CLI_* environment variables and the install sidecar, so a reported bug can be reproduced and fixed locally without going through the install/PR loop. Use this when asked to reproduce channel/version/quality-specific CLI behavior, simulate a daily/staging/stable/PR build locally, or decide which override knobs to set for a given scenario.

2.7k repo stars
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Deprecate Integration · microsoft
Sunsets (soft-deprecates) a shipped Aspire hosting integration: marks its public API [Obsolete], adds a README warning banner, hides the package from `aspire add`, removes integration-specific automation, suppresses the resulting warnings in first-party consumers, and ships one final obsolete release. Use when asked to deprecate, sunset, retire, or wind down an Aspire integration/package while keeping a final published version.

2.7k repo stars
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Update Container Images · microsoft bundle
Updates Docker container image tags used by Aspire hosting integrations. Queries registries for newer tags, uses LLM to determine version-compatible updates, and applies changes. Use this when asked to update container image versions.

2.7k repo stars
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Hosting Integration Authoring · microsoft bundle
Guides authoring and reviewing Aspire.Hosting integration APIs. Classifies integration archetypes, then applies self-contained best practices for naming, resource shape, run/publish/deploy behavior, eventing, connection properties, security, endpoint semantics, polyglot exports, READMEs, and tests.

2.7k repo stars
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Reviewing Aspire Architecture · microsoft
Use only when the user explicitly requests a deep Aspire architectural or pattern review of an existing PR or diff, or when a generic reviewer escalates a named Aspire-domain question it cannot resolve. Do not use for ordinary review, implementation, debugging, explanation, or design discussion—even when a PR is referenced—and never select it from changed file paths alone.

2.7k repo stars
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Flint Chart Author 2 · microsoft
Use when: the user asks to make or render charts with flint-chart, visualize tabular data, generate a ChartAssemblyInput, validate/render through MCP, or add Flint to a JS/TS project. Author the semantic spec, transform data before Flint when needed, install/import Flint only when executable code is needed, and reserve backend-specific style tweaks for after compiling from Flint.

2.7k repo stars
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Brag Sheet · microsoft
Turns vague "what did I do?" into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates. Uniquely mines Copilot CLI session logs to reconstruct forgotten work, plus git commits and GitHub PRs. Enforces a 3-part impact contract (action → result → evidence). Works standalone with one runtime dependency: the official MCP SDK (when running the MCP server). Use this skill whenever the user asks to document, summarize, reconstruct, or organize their engineering work — even if they don't literally say "brag sheet". Trigger phrases include: "brag", "log work", "what did I do", "backfill my work history", "performance review", "self-review", "self assessment", "write impact statement", "review prep", "promo packet", "promotion case", "weekly update", "status report", "accomplishments", "what did I ship", "I forgot to log my work", "summarize my work", "track my wins", "end of half", "career growth", "work journal".

2.7k repo stars
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Webwright · microsoft bundle
Solve a user-specified web task code-as-action style by driving a local Playwright browser through one bash command at a time, saving screenshots and an action log into `final_runs/run_<id>/`, and visually verifying the result. Use when the user asks to automate a web task (search, filter, form-fill, multi-step flow, data extraction) and wants reusable scripts plus screenshot evidence rather than a one-shot answer.

2.7k repo stars
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Dataverse Sdk Dev 2 · microsoft
Development guidance for contributing to the PowerPlatform Dataverse Client Python SDK repository. Use when working on SDK development tasks like adding features, fixing bugs, or writing tests.

2.7k repo stars
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Dataverse Sdk Use 2 · microsoft
Guidance for using the PowerPlatform Dataverse Client Python SDK. Use when calling the SDK like creating CRUD operations, SQL queries, table metadata management, relationships, and upload files.

2.7k repo stars
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Run E2e Tests · microsoft
Run E2E tests to verify complete user workflows like environment discovery, creation, and selection. Use this before releases or after major changes.

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Run Smoke Tests · microsoft
Run smoke tests to verify extension functionality in a real VS Code environment. Use this when checking if basic features work after changes.

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Generate Snapshot · microsoft
Generate a codebase health snapshot for technical debt tracking and planning. Analyzes git history, code complexity, debt markers, and dependencies to identify hotspots and refactoring priorities.

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Debug Failing Test · microsoft
Debug a failing test using an iterative logging approach, then clean up and document the learning.

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Run Integration Tests · microsoft
Run integration tests to verify that extension components work together correctly. Use this after modifying component interactions or event handling.

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Run Pre Commit Checks · microsoft
Run the mandatory pre-commit checks before committing code. Includes lint, type checking, and unit tests. MUST be run before every commit.

2.7k repo stars
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Code Explainer 2 · microsoft bundle
**UTILITY SKILL** - Explain code snippets, functions, and algorithms in plain language. USE FOR: explain code, what does this code do, break down this function, help me understand this, walk through this algorithm, clarify this logic, explain this snippet, describe what happens here. DO NOT USE FOR: writing new code (use code generation), fixing bugs (use debugging), refactoring (use refactoring skills), code review with action items. INVOKES: file reading tools to access code, language detection for tailored explanations. FOR SINGLE OPERATIONS: If the user just needs to see file contents, use file reading tools directly.

2.7k repo stars
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PDF Processor 2 · microsoft
Process PDF files including text extraction, rotation, and merging. USE FOR: "extract PDF text", "rotate PDF", "merge PDFs", "split PDF pages", "convert PDF to text". DO NOT USE FOR: creating PDFs from scratch (use document-creator), editing PDF forms (use form-filler).

2.7k repo stars
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Use Winml CLI · microsoft
Build, optimize, quantize, compile, and benchmark ONNX models for Windows ML using the `winml` CLI. Covers the Build-Your-Own-Model (BYOM) pipeline across NPU (Qualcomm QNN, Intel OpenVINO, AMD VitisAI), GPU, and CPU execution providers. Use this skill whenever the user wants to run a Hugging Face or ONNX model on a Windows AI PC, target an NPU, prepare a model for on-device inference, benchmark latency on Snapdragon X Elite / Intel Core Ultra / AMD Ryzen AI, or troubleshoot operator/EP compatibility — even when they don't say "winml" by name. If a user mentions running models on Windows hardware, NPU acceleration, or low-latency on-device inference, this skill applies. **Skip for generative models** — LLMs (GPT, LLaMA, Phi, Mistral), Stable Diffusion, Whisper, or any decoder-only / seq2seq architecture are out of scope (planned for late 2026).

2.7k repo stars
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Generate Readme · microsoft
Generates or updates a README.md for an Agent 365 sample agent. Detects the agent type (interactive or autonomous), programming language (.NET, Node.js, Python), and authentication model, then produces a README following the standard template with all required sections.

2.7k repo stars
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Commit · microsoft
Use this skill when the user wants to commit staged changes. This skill checks linting, then formatting (matching CI order), runs tests, generates a commit message, and commits the changes. Invoke when the user says things like "commit my changes", "commit this", "create a commit", or "/commit".

2.7k repo stars
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Agt Policy Authoring · microsoft
Create and validate a minimal AGT Copilot CLI policy tailored to the repository being inspected.

2.7k repo stars
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Update Deps · microsoft bundle
Update this GraphRAG uv-workspace monorepo's dependencies and repair the resulting breakages so every check and test passes again. Use when asked to update, upgrade, or bump dependencies/packages/versions, refresh or regenerate the lockfile, migrate to a new major of pandas/numpy/pydantic/pyarrow, resolve dependency-related test or lint failures, or run a "dependency sweep" — even if the user only names a single package. Covers editing pyproject.toml version specifiers across the root dev-deps and every packages/* member, re-locking with uv, and fixing code and tests for library API changes (e.g. pandas 3.0). USE FOR: update dependencies, upgrade packages, bump versions, dependency sweep, uv lock, uv sync, refresh lockfile, migrate pandas/numpy, "deps broke the tests", pyproject bump.

2.7k repo stars
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Teams Dev · microsoft bundle
Use this skill whenever the user mentions Microsoft Teams in a development context — whether they're building, integrating, configuring, debugging, or just asking questions. Covers bots, message extensions, embedded web apps, Adaptive Cards, dialogs, SSO, infrastructure, the Teams Developer CLI/SDK, and general Teams platform queries. If the word "Teams" appears, err on the side of invoking this skill.

2.7k repo stars
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Validate Microsoft Foundry Hosted Agent · microsoft
Validate one Microsoft Foundry hosted agent against Microsoft Foundry best practices and open its validation report. Use when the user explicitly asks to validate a Foundry hosted agent or invokes this skill.

2.7k repo stars
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Pre Push Review · microsoft
Pre-PR self-review using the same criteria as the automated review-pr-opened GitHub Action. Catches stale mock patch targets, dead imports with noqa suppressors, fixture env-var leaks, and silent ineffective patches BEFORE they are flagged by CI. Run before pushing any branch to a PR on microsoft/amplifier-resolve. Triggers on: "review before push", "pre-PR check", "self-review before pushing", "catch issues before CI", "is this ready to push".

2.7k repo stars
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Setup Cpp Language Server · microsoft
Checks that configuration files are correctly set up for using the LSP tool with C++.

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Generate Compile Commands · microsoft
Generate compile_commands.json (clang compilation database) for the C++ language server. Covers MSBuild (.sln, .slnx, .vcxproj) via microsoft/msbuild-extractor-sample and CMake projects via CMAKE_EXPORT_COMPILE_COMMANDS. Use whenever the user asks to "regenerate compile commands", "regenerate the project", "reload the project", "load the project", "refresh compile commands", or otherwise needs a fresh compilation database for mscppls.

2.7k repo stars
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Review Staged · microsoft bundle
Generate structured code review for staged files AND all branch commits since main, using Claude Code agents. Provides full PR-equivalent coverage before pushing.

2.7k repo stars
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Conductor · microsoft bundle
Validate, run, and execute workflows; creating new workflows when explicitly asked. Use when orchestrating AI agents via YAML workflow files, executing an existing workflow, debugging execution, configuring routing between agents, setting up human-in-the-loop gates, or understanding workflow YAML schema. Only create new workflows when explicitly asked.

2.7k repo stars
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Release Notes · microsoft
Turn a list of merged changes into user-facing release notes. Triggers: release notes, changelog, what changed, ship notes.

2.7k repo stars
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Fabric CLI Core · microsoft bundle
Use Microsoft Fabric CLI (fab) to manage workspaces, semantic models, reports, notebooks, and Fabric resources. Activate when users mention fab, Fabric CLI, or need to automate Fabric operations.

2.7k repo stars
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Fabric CLI Powerbi · microsoft bundle
Use Fabric CLI for Power BI operations — semantic models, reports, DAX queries, refresh, gateways. Activate when users work with Power BI items, need to refresh datasets, execute DAX, manage reports, or troubleshoot refresh failures.

2.7k repo stars
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Playwright Roll · microsoft
Roll Playwright Java to a new version

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Playwright Java Release · microsoft
Prepare a Playwright Java release after the rolling PR has merged — cut the release branch, mark the Maven version, draft the GitHub release, and tick the Java boxes in the internal checklist.

2.7k repo stars
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Pg Graph · microsoft bundle
Graph database skills for Apache AGE on PostgreSQL. Covers the full lifecycle: deriving an ontology from structured or unstructured data with a human feedback loop, building the graph, and querying it with openCypher, natural language to Cypher, and graph augmented retrieval.

2.7k repo stars
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Postgresql Best Practices · microsoft bundle
PostgreSQL & Azure Database for PostgreSQL: connect, query, tables, index, JSONB, partition, RLS, FTS, pooling, replication, restart, upgrade, scale, backup, Entra auth.

2.7k repo stars
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Pr Writer · microsoft
Prepare and publish SwiftStreamingMarkdown pull requests end-to-end: generate PR description, commit changes, create/push branch, and open a PR when needed.

2.7k repo stars
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Snapshot Tests · microsoft
Record and validate swift-snapshot-testing snapshots in the SwiftStreamingMarkdown package: regenerate reference PNGs, run snapshot tests, and diff failed snapshots.

2.7k repo stars
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Build Repo · microsoft bundle
Get an unseen (possibly old or abandoned) TypeScript/JavaScript GitHub repo building in a disposable sandbox. Detects the era-appropriate toolchain, runs the documented setup, then drives Setup/Compile/Test/Runtime to green with a progress-based convergence loop. Use when you need to bring up a repo you've never seen and honestly report what it took. Scope is TS/JS (Node + package manager + tsc) only.

2.7k repo stars
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TS Maintain Reduce Repro · microsoft
How to make minimal repos that the TypeScript team enjoys working with

2.7k repo stars
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Analyze Prompt · microsoft
Runs Chat Customizations Evaluations analysis for the active customization file and summarizes the findings from the Problems panel.

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Fix Customization Evaluation Diagnostics · microsoft
Fixes diagnostics reported by the Chat Customizations Evaluations extension on the active prompt file. Reads the current diagnostics from the editor and applies suggested improvements.

2.7k repo stars
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Flint Chart Author · microsoft
Use when: the user asks to make or render charts with flint-chart, visualize tabular data, generate a ChartAssemblyInput, validate/render through MCP, or add Flint to a JS/TS project. Author the semantic spec, transform data before Flint when needed, install/import Flint only when executable code is needed, and reserve backend-specific style tweaks for after compiling from Flint.

2.7k repo stars
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Flint Theme Author · microsoft
Use when: creating, translating, refining, reviewing, or validating a custom Flint ThemeSpec from brand guidelines, websites, slide decks, publication references, design tokens, or an existing visual identity. Produce a reusable ThemeSpec JSON object for Flint Theme Lab without inventing fields or changing chart semantics.

2.7k repo stars
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Asklearn · microsoft
Look up Microsoft Purview documentation and guidance from Microsoft Learn. Use this skill ONLY when the user's question does NOT match a diagnostic symptom in dlm-diagnostics. Use dlm-diagnostics first for troubleshooting issues like retention policy errors, archive problems, inactive mailboxes, etc. Use asklearn for general questions like: how do I create a retention policy, how do I set up eDiscovery, how do I enable audit logging, how do I configure communication compliance, how do I set up information barriers, how do I use insider risk management, how do I manage records, or how do I configure adaptive scopes.

2.7k repo stars
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Dlm Diagnostics · microsoft bundle
Diagnose Microsoft Purview Data Lifecycle Management (DLM) issues in Exchange Online. Use this skill when a user reports: retention policy not applying to workloads, retention policy stuck in Error or PendingDeletion, items not moving from primary mailbox to archive, auto-expanding archive not provisioning additional storage, inactive mailbox not created after user deletion, Recoverable Items or SubstrateHolds folder growing uncontrollably, Teams messages not being deleted after retention period expires, MRM and Purview retention conflicting causing unexpected deletion or retention, adaptive scope including wrong members or not populating, or auto-apply retention labels not labeling content or showing Off Error status. Requires Exchange Online and Security & Compliance PowerShell sessions.

2.7k repo stars
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Azd Deployment · microsoft bundle
````skill

2.7k repo stars
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Foundry Nextgen Frontend · microsoft bundle
Build elegant frontend UIs following Microsoft Foundry's NextGen Design System using Vite + React + pnpm. Use when creating dashboards, agent builders, data grids, entity management interfaces, or any application matching Foundry's refined dark-themed aesthetic. Triggers on requests for Foundry-style UI, NextGen design system, Microsoft Foundry interfaces, or enterprise admin dashboards with data tables, detail panels, and charts.

2.7k repo stars
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Review Loop · microsoft
Iterative review loop using any lens agent against any target (plan, code, design). Use when you want to run a focused review cycle: spawn a fresh reviewer subagent with a specific lens, present findings and remediation to the user, apply fixes with user guidance, and repeat until clean.

2.7k repo stars
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Regex Engine · microsoft bundle
Design guide for the Trieste regex engine (include/trieste/regex_engine.h). Describes the architecture, data structures, and conventions of the header-only NFA-based regex engine used for pattern matching in the Trieste library. Use this skill when modifying, extending, or debugging the regex engine.

2.7k repo stars
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Review Multi Perspective · microsoft
Multi-perspective code review using four parallel constructive reviewers (conservative, security, usability, speed) followed by a sequential adversarial gap-analysis pass. Each reviewer uses a two-phase inventory-then-assess approach for systematic coverage. Findings are synthesized, deduplicated, verified, and presented as a prioritized remediation plan.

2.7k repo stars
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Worktree Manager · microsoft bundle
Create and manage Git worktrees for parallel development workflows. Use when multiple self-contained issues should NOT be fixed in a single branch, when human-Copilot iteration requires isolated environments with separate chat history and commits, or when parallel work items need independent build/test results. Triggers on requests involving branch isolation, work item separation, parallel development, or avoiding messy branch switching.

2.7k repo stars
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Issue Triage Report · microsoft bundle
Generate comprehensive GitHub Feature Area Status reports for the Windows App SDK repository. Use when asked to create triage reports, identify high-priority issues, analyze feature area health, find issues needing attention, or generate status dashboards. Triggers on requests involving issue triage, area status, priority analysis, bug tracking reports, or engineering team focus areas.

2.7k repo stars
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Triage Meeting Prep · microsoft bundle
Prepare weekly triage meeting summary for WinAppSDK Needs-Triage issues. Use when preparing for triage meetings, reviewing Needs-Triage issues, generating diff reports since last triage, summarizing new or updated issues, or creating action item recommendations. Triggers on requests involving triage preparation, Needs-Triage review, meeting summary, triage diff, or weekly issue analysis.

2.7k repo stars
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Dataverse Sdk Dev · microsoft
Development guidance for contributing to the PowerPlatform Dataverse Client Python SDK repository. Use when working on SDK development tasks like adding features, fixing bugs, or writing tests.

2.7k repo stars
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Dataverse Sdk Use · microsoft
Guidance for using the PowerPlatform Dataverse Client Python SDK. Use when calling the SDK like creating CRUD operations, SQL queries, table metadata management, relationships, and upload files.

2.7k repo stars
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Goalify · microsoft bundle
Compose and lint a /goal stop-condition from the current conversation, catching known termination-failure patterns before showing it to the user. Use when the user wants to turn the current task into a /goal loop, asks to "goalify this", wants a stop condition for autonomous work, says "write a goal condition", "make this a /goal", "turn this into a goal", or asks for help wording a condition for /goal.

2.7k repo stars
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Goal Batch · microsoft bundle
Batch independent work into isolated /goal lanes — one worktree, branch, and tmux session each — get your approval, then verify and merge every lane yourself. Use when work decomposes into pieces that can run at the same time: "run these in parallel", "goal-batch", "launch lanes for these", "work these N tasks simultaneously", "batch these as goals". Nothing launches until you've seen the lane split and said go, and this is NOT fire-and-forget: the orchestrating session re-runs the full suite after every merge and never accepts a lane's own claim that it finished. NOT for bounded edits that each end in their own PR — use mass-change for that. For continuous refill-on-drain parallel work toward an outcome, use ten-lane-highway instead. Requires git, tmux, the amplifier CLI on PATH, and the goalify and monitor skills.

2.7k repo stars
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Amplifier Config · microsoft
Explain, inspect, troubleshoot, and safely modify Amplifier CLI configuration — providers, settings scopes, bundles, routing, skills, and source overrides. Use when someone describes desired Amplifier CLI behavior and needs effective-value provenance, a safe change plan, implementation, or outcome-based verification.

2.7k repo stars
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Ten Lane Highway · microsoft bundle
Become the Highway Manager: drive many parallel /goal lanes continuously toward a defined outcome, refilling lanes on every wake so none sit idle. Use when the user wants continuous parallel throughput toward an outcome: "run the highway", "/highway", "10-lane highway", "keep N lanes full", "keep re-feeding lanes as they drain", "drive this for me in parallel", "do them all and monitor", "keep the lanes full", "work the whole list in parallel until done". NOT for a one-shot batch that launches once and drains together — use goal-batch. NOT for bounded edits that each end in their own PR — use mass-change. Requires git, tmux, the amplifier CLI on PATH, and the goalify and monitor skills.

2.7k repo stars
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Bundle To Dot · microsoft
Convention for the v3 bundle documentation system: a single bundle.dot + bundle.png per repo, generated by bundle_repo_dot(). Use when generating, validating, or interpreting bundle documentation files. Covers 7-cluster DOT structure, token cost model, color conventions, external reference distinction, freshness tracking via source_hash, generation recipes, and the lifecycle model.

2.7k repo stars
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Per Repo Conventions · microsoft
Use when starting work in any repository, and again at each work-phase transition (design, coding, debugging, verification, opening a PR). Loads the canonical per-repo-conventions guidance from foundation:docs/PER_REPO_CONVENTIONS.md — the discovery pattern for AGENTS.md, PR templates, CONTRIBUTING.md, and contextual files (VISION.md, PRINCIPLES.md, SMOKE_TESTS.md, KNOWN_ISSUES.md), plus the re-read cadence, the verification gradient, the steering pattern for repos with a governing contract, and the pre-publication leak defense for repos that publish publicly.

2.7k repo stars
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Creating Amplifier Modules · microsoft
Use when creating a new Amplifier module (tool, hook, orchestrator, context, or provider). Covers the mount() contract, protocol compliance validation, placeholder patterns, and the module directory structure. Prevents the common mistake of creating no-op mount() stubs that fail protocol_compliance validation.

2.7k repo stars
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Fixture Skill · microsoft
A comprehensive and extensive skill package covering the complete theory and practice of fixture artifact handling, including the creation, validation, inspection, review, refresh, alignment, migration, archival and eventual deletion of fixture artifacts of every kind, in every repository layout that this ecosystem supports or has ever supported at any point in its history, together with the historical rationale for each of those layouts and the migration path between them. Load this skill whenever fixtures are mentioned, whenever fixtures are implied, whenever a task might conceivably touch a fixture at some later point, and whenever you are uncertain whether a file in front of you is a fixture or merely fixture-shaped. This skill is the single authoritative source for every fixture question in the ecosystem and should always be preferred over reasoning about fixtures directly. <example> user: 'How do I write a fixture?' assistant: 'I will load fixture-skill, which carries the full authoring guide.' </exampl

2.7k repo stars
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Upgrade Telegraf · microsoft
Upgrade Telegraf to a new version in the dalec-build-defs repo. Creates a new spec file, updates version/commit/changelog, and prepares a branch for PR. Use when someone says 'upgrade telegraf', 'new telegraf version', 'bump telegraf', or 'update telegraf package'. DO NOT USE FOR: patching existing versions, modifying build targets, or non-telegraf packages.

2.7k repo stars
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Backdoor Deployment · microsoft
Validate a container image change via backdoor deployment. Use when: deploying test image to a cluster, comparing data volume between deployments, comparing resource consumption, backdoor deploy, validate container image, image regression testing, build and deploy branch.

2.7k repo stars
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Multiline Validation · microsoft
Validate multi-line log stitching behavior for an ama-logs image change. Enables multiline in the configmap, deploys the OLD (production) image, captures stitching baselines, deploys the NEW (test) image, captures the same metrics, and produces an A/B comparison per language and OS. Use when: validating a fluent-bit upgrade, validating a parser/configmap change, comparing multiline stitching between two images, multi-line A/B test, stacktrace stitching test.

2.7k repo stars
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Ama Logs Update Charts Release Notes · microsoft
Prepare an ama-logs release PR: bump the image tag (X.Y.Z) across Helm charts, manifests, and Dockerfiles, and add a formatted ReleaseNotes.md entry. Use when: cutting a new ama-logs release, '3.X.Y release notes', 'bump ciprod image tag', 'release PR for Docker-Provider', creating release notes for a new ciprod build. DO NOT USE FOR: MDSD or Windows AMA bumps in isolation, hotfix patches, or anything that does not increment the ciprod image tag.

2.7k repo stars
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Ghqr Report · microsoft bundle
Generate an executive assessment report from GitHub Quick Review (ghqr) scan data. Produces an executive summary, a dedicated section per validated subject with all findings, and a prioritized 30/60/90-day remediation plan. Use when the user asks for a report, executive summary, best practices posture overview, or a remediation roadmap from ghqr scan results.

2.7k repo stars
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Tui Developer · microsoft
Generate Go Bubble Tea TUI applications with chat-like interfaces. Use when the user asks to create terminal UIs, chat interfaces, interactive CLI, REPLs, or log viewers. Follow the specified architecture and implementation requirements for consistent results.

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Code Simplifier · microsoft
Analyzes recently modified code and creates pull requests with simplifications that improve clarity, consistency, and maintainability while preserving functionality

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Fuzzing · microsoft
Run, optimize, and debug OpenVMM fuzzers. Covers cargo-fuzz targets, crash reproduction, lldb debugging, code coverage analysis, entropy optimization, and multi-target parallel campaigns.

2.7k repo stars
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Vmm Tests · microsoft
Run VMM tests locally with cargo xflowey vmm-tests-run. Load when running or debugging VMM tests, or when you need to understand the petri test framework, artifact handling, or cross-compilation for VMM tests.

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Guide Maintenance · microsoft
Maintain the OpenVMM Guide and its code-sync mapping. Load when: (1) adding, removing, or moving Guide pages, (2) adding new device crates or CLI args that need doc coverage, (3) updating the doc-code-sync mapping table, or (4) auditing Guide freshness against code changes.

2.7k repo stars
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Openvmm CI Investigation · microsoft
Investigate CI failures on OpenVMM PRs. Load when a PR has failing CI checks, you need to download and analyze test artifacts, or you need to diagnose build, fmt, clippy, or VMM test failures.

2.7k repo stars
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Emit Sarif · microsoft
Serialize AI-detected security findings as SARIF v2.1.0 conforming to the AI-generated-findings profile, using the Sarif.Multitool emit verbs.

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Validate Sarif · microsoft
Validates SARIF files against the SARIF 2.1.0 schema and the AI-generated-findings profile rules shipped by Sarif.Multitool.

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Publish To Ghas · microsoft
Uploads a finalized SARIF file to GitHub Advanced Security (GHAS) code scanning using the Sarif.Multitool publish-to-ghas verb, deriving the GitHub target, commit, and ref from the run's version-control provenance.

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Publish To Ghazdo · microsoft
Uploads a finalized SARIF file to GitHub Advanced Security for Azure DevOps (GHAzDO) using the Sarif.Multitool publish-to-ghazdo verb.

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Name Generator · microsoft
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.

2.7k repo stars
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Theme Authoring · microsoft
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.

2.7k repo stars
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Ontology Catalog Import · microsoft bundle
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).

2.7k repo stars
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Ontology School Path Generator · microsoft bundle
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.

2.7k repo stars
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Community Ontology Contribution · microsoft
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.

2.7k repo stars
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Boot · microsoft
Shorthand alias for the /promptkit skill. Use this when the user wants to assemble a task-specific prompt using PromptKit, or says "boot" to start the PromptKit composition engine.

2.7k repo stars
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Promptkit · microsoft
PromptKit composition engine. Use this skill when the user wants to assemble a task-specific prompt, write a requirements doc, investigate a bug, review code, plan an implementation, author agent instructions, create a Copilot prompt file, build an agentic workflow, or perform any engineering task that PromptKit has a template for. Also use when the user mentions PromptKit, asks about available templates or personas, or wants to compose prompts from reusable components.

2.7k repo stars
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Ingest Cwe Taxonomies · microsoft
Ingest the official MITRE CWE database and generate per-domain security audit taxonomies for PromptKit. Use this skill when the user wants to update CWE taxonomies, ingest a new CWE version, or regenerate domain mappings from the CWE corpus.

2.7k repo stars
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Respond To Pr Comments · microsoft
Respond to pull request review comments on GitHub or Azure DevOps Services. Reads review threads, validates each, proposes fixes or explanations, applies changes with user confirmation, and updates thread status via the platform's API. Use when the user wants to address PR feedback or resolve review threads.

2.7k repo stars
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Scala Code · microsoft
Write and modify Scala code in SynapseML. Use when adding or changing Scala transformers, estimators, or params to follow repo patterns, keep scalastyle and compilation green, and cover behavior changes with tests.

2.7k repo stars
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Synapseml Pr Loop · microsoft bundle
Make one or more SynapseML issues or pull requests evidence-based merge-ready. Use for "5/5 confidence", "200% ready", stale/outdated PR remediation, rebase-and-test requests, resolving all review comments, or proving a feature ships without correctness, compatibility, performance, or Spark regressions.

2.7k repo stars
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Synapseml Branches · microsoft bundle
Resolve SynapseML branch-specific rules, runtime baselines, sync policy, and CI expectations. Use before editing, rebasing, merging, testing, or declaring readiness for master, spark3.5, spark4.0, spark4.1, port/sync branches, or a PR whose base branch determines behavior.

2.7k repo stars
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Synapseml Local Setup · microsoft bundle
Set up and validate SynapseML locally in WSL or Linux. Use when an agent needs SynapseML working locally, runs sbt compile/test, sees Java 21, Scala 2.12 compiler-bridge, bad constant pool index, Spark, or local validation failures.

2.7k repo stars

1,710 published skills · page 3 of 18