GitHub (Microsoft)
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- ▌ Arize Experiment · github bundleCreates, runs, and analyzes Arize experiments for evaluating and comparing model performance using the ax CLI.
- ▌ Az Cost Optimize · githubAnalyze Azure resources and IaC files to identify cost optimization opportunities, calculate savings, and create GitHub issues for tracking.
- ▌ Azure Devops CLI · github bundleManage Azure DevOps resources via CLI including projects, repos, pipelines, builds, pull requests, work items, artifacts, and service endpoints.
- ▌ Create Tldr Page · githubTransform verbose documentation into concise, example-driven tldr command references following the tldr-pages project standards.
- ▌ Entra Agent User · githubCreate agent user identities in Microsoft Entra ID to enable AI agents to act as digital workers with user capabilities in Microsoft 365.
- ▌ Fabric Lakehouse · github bundleDesign, build, and optimize Microsoft Fabric Lakehouse solutions with guidance on core concepts, components, security, shortcuts, and performance optimization.
- ▌ Markdown To HTML · github bundleConvert Markdown files to HTML using marked.js, pandoc, or custom scripts, supporting GFM, CommonMark, and templating systems like Jekyll and Hugo.
- ▌ Pester Migration · github bundleUpgrades PowerShell Pester test suites across major versions (v3→v4, v4→v5, v5→v6) with structured workflows, reference guides, and safety rules.
- ▌ Powerbi Modeling · github bundleBuild and optimize Power BI semantic models with star schema design, DAX measures, relationships, and row-level security following Microsoft best practices.
- ▌ Prompt Optimizer · githubTransforms rough drafts, vague ideas, or task descriptions into polished, ready-to-send prompts for any LLM chat interface, with no placeholders or templates.
- ▌ Publish To Pages · github bundlePublish presentations and web content to GitHub Pages. Converts PPTX, PDF, HTML, or Google Slides to a live GitHub Pages URL. Handles repo creation, file conversion, Pages enablement, and returns the live URL.
- ▌ Quality Playbook · github bundleRuns a complete quality engineering audit on any codebase, deriving behavioral requirements, generating spec-traced tests, performing multi-pass code review, and producing a consolidated bug report with verified patches.
- ▌ Screen Recording · githubCreate annotated animated GIF demos and screen recordings for pull requests and documentation. Covers frame capture, timing, imageio-based GIF creation, and per-frame annotation workflows.
- ▌ SQL Optimization · githubOptimize SQL queries, indexes, and database performance across MySQL, PostgreSQL, SQL Server, and Oracle with execution plan analysis and universal tuning techniques.
- ▌ Vardoger Analyze · githubAnalyzes GitHub Copilot CLI conversation history to extract behavioral patterns and writes a personalization block into the user's Copilot instructions file.
- ▌ Winmd API Search · github bundleSearches a local cache of Windows WinMD metadata to find the right Windows API for any capability and retrieve full type details including methods, properties, events, and enumeration values.
- ▌ Arch Linux Triage · githubDiagnose and resolve Arch Linux issues using pacman, systemd, and rolling-release best practices.
- ▌ AWS Cost Optimize · githubAnalyze AWS resources and IaC files to generate cost optimization recommendations, creating GitHub issues for each opportunity.
- ▌ Breakdown Epic Pm · githubTranslates high-level ideas into detailed Epic-level Product Requirements Documents (PRDs) that serve as the single source of truth for engineering teams.
- ▌ Finnish Humanizer · github bundleDetect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it.
- ▌ Gtm 0 To 1 Launch · githubLaunch new products from idea to first customers using frameworks for positioning, outreach, and experimentation.
- ▌ Image Annotations · githubAdd visual callouts like rectangles, arrows, and labels to screenshots, diagrams, and images using PIL/Pillow, with support for animated GIF annotations.
- ▌ Kotlin Springboot · githubProvides best practices for building idiomatic Spring Boot applications with Kotlin, covering project setup, dependency injection, configuration, web layer, services, data layer, testing, and coroutines.
- ▌ Mentoring Juniors · githubGuides junior developers and AI newcomers through Socratic questioning to build autonomy and reasoning skills, never providing direct answers.
- ▌ Qdrant Monitoring · githubGuides monitoring and observability setup for Qdrant vector search deployments, including Prometheus scraping, health checks, and metric-based debugging of production issues.
- ▌ Shuffle JSON Data · githubShuffle repetitive JSON objects safely by validating schema consistency before randomising entries.
- ▌ X Twitter Scraper · githubIntegrate Xquik into apps, scripts, data pipelines, or AI agents for X API tasks like tweet search, user lookup, follower export, media actions, and webhook verification.
- ▌ Acreadiness Assess · github bundleRun an AI-readiness assessment on the current repository and generate a static HTML dashboard at reports/index.html.
- ▌ Acreadiness Policy · githubCreate, apply, and manage AgentRC policies to customize readiness scoring, disable checks, override impact levels, set pass-rate thresholds, and enforce CI gating.
- ▌ Agent Supply Chain · githubVerify supply chain integrity for AI agent plugins, tools, and dependencies by generating SHA-256 manifests, detecting tampered files, auditing dependency pinning, and enforcing promotion gates.
- ▌ AWS Resource Query · githubQuery AWS resources using natural language, translating intent into read-only AWS CLI commands for EC2, S3, RDS, Lambda, ECS, EKS, and more.
- ▌ Declarative Agents · githubCreate and develop Microsoft 365 Copilot declarative agents with three workflows covering basic creation, enterprise design, and validation, using TypeSpec and the Microsoft 365 Agents Toolkit.
- ▌ Dotnet MCP Builder · github bundleBuild production-quality Model Context Protocol (MCP) servers in C#/.NET using the official 1.x NuGet packages, covering transports, tools, prompts, resources, and common pitfalls.
- ▌ Foundry Agent Sync · githubRegisters prompt-based AI agents in Azure AI Foundry via REST API from a local JSON manifest, making them immediately available for invocation.
- ▌ MCP Security Audit · githubAudit MCP server configurations for security issues including secrets exposure, shell injection, unpinned dependencies, and unapproved servers.
- ▌ Penpot Uiux Design · github bundleCreate professional UI/UX designs in Penpot using MCP tools, with guidance on design systems, accessibility, and platform guidelines.
- ▌ Ruff Recursive Fix · githubEnforce code quality with Ruff in a controlled, iterative workflow: run checks with optional scope and rule overrides, apply safe and unsafe autofixes, review diffs, and resolve remaining findings.
- ▌ Azure Role Selector · github bundleFinds the minimal Azure role that meets desired permissions and generates CLI commands or Bicep code to assign it.
- ▌ Boost Prompt · githubRefines task prompts through iterative questioning about scope, deliverables, and constraints, then copies the final markdown to the clipboard.
- ▌ Csharp Async · githubFollow best practices for asynchronous programming in C#, including naming, return types, exception handling, performance, and common pitfalls.
- ▌ Csharp Nunit · githubWrite effective unit tests with NUnit, covering standard and data-driven testing approaches.
- ▌ Csharp Tunit · githubWrite effective unit tests with TUnit, covering standard tests, data-driven tests, and migration from xUnit.
- ▌ Csharp Xunit · githubWrite effective unit tests with XUnit, covering standard and data-driven testing approaches.
- ▌ Editorconfig · githubGenerates a comprehensive .editorconfig file based on project analysis and user preferences, ensuring consistent coding styles across editors.
- ▌ Mvvm Toolkit · github bundleBuild .NET MVVM ViewModels with CommunityToolkit.Mvvm source generators, base classes, and commands for WPF, WinUI, MAUI, Uno, and Avalonia.
- ▌ Pdftk Server · github bundleMerge, split, rotate, encrypt, decrypt, fill forms, watermark, stamp, and repair PDF files using the command-line tool PDFtk Server.
- ▌ Pinecone RAG · githubBuild production RAG pipelines and persistent agent memory using Pinecone as the vector database backend.
- ▌ Pr Dashboard · github bundleOpen a GitHub PR dashboard in the browser for a specified date range and role filter.
- ▌ Scoutqa Test · githubRuns AI-powered exploratory testing on web applications using the ScoutQA CLI, including smoke tests, accessibility audits, and user flow validation.
- ▌ Ssma Console · githubGenerate XML configuration files and execute SSMA Console commands for Oracle to SQL Server database migration, including schema conversion and data migration.
- ▌ Arize Dataset · github bundleManage Arize datasets and examples using the ax CLI: create, list, get, export, and append datasets for evaluation and experimentation.
- ▌ Automate This · githubAnalyze a screen recording of a manual process and produce targeted, working automation scripts. Extracts frames and audio narration from video files, reconstructs the step-by-step workflow, and proposes automation at multiple complexity levels using tools already installed on the user machine.
- ▌ Azure Pricing · github bundleRetrieves real-time Azure retail pricing from the public Azure Retail Prices API and estimates Copilot Studio agent credit consumption.
- ▌ Create Readme · githubGenerates a comprehensive, well-structured README.md file for a project by analyzing the workspace and following best practices.
- ▌ Csharp Mstest · githubWrite effective unit tests with modern MSTest 3.x/4.x, covering assertion APIs, data-driven tests, and test lifecycle best practices.
- ▌ Email Drafter · githubDrafts professional emails that match your personal writing style by analyzing sent emails for tone, greeting, structure, and sign-off patterns.
- ▌ Geofeed Tuner · github bundleCreate, validate, and improve IP geolocation feeds in CSV format with RFC 8805 compliance and opinionated best practices for network operators.
- ▌ Github Issues · github bundleCreate, update, and manage GitHub issues using MCP tools and the GitHub CLI.
- ▌ Memory Merger · githubMerges mature lessons from a domain memory file into its instruction file, preserving knowledge with minimal redundancy.
- ▌ Nuget Manager · githubManage NuGet packages in .NET projects using the dotnet CLI for adding, removing, and updating package versions.
- ▌ Phoenix Evals · github bundleBuild and run evaluators for AI/LLM applications using Phoenix, covering error analysis, custom evaluators, experiments, and production monitoring.
- ▌ Refactor Plan · githubCreates a concrete, multi-phase plan before starting a multi-file refactor, including affected files, dependencies, verification steps, and rollback procedures.
- ▌ Roundup Setup · github bundleConfigures personalized status briefings by learning your communication style, audiences, and data sources through an interactive conversation.
- ▌ Tiny Stepping · githubDrive implementation in the smallest possible meaningful increments, pausing for feedback after each step to keep work reviewable and easy to course-correct.
- ▌ Breakdown Plan · githubGenerates comprehensive GitHub project plans with Epic > Feature > Story/Enabler > Test hierarchy, dependencies, priorities, and automated issue tracking.
- ▌ Breakdown Test · githubGenerates comprehensive test strategies, task breakdowns, and quality assurance documentation for GitHub projects using ISTQB and ISO 25010 frameworks.
- ▌ Copilot Spaces · githubLoad curated project context from Copilot Spaces to ground answers in team documentation, code, and instructions.
- ▌ Dotnet Upgrade · githubProvides structured prompts for analyzing, planning, and executing .NET framework upgrades, covering project assessment, dependency management, code modernization, CI/CD updates, testing, and documentation.
- ▌ Gdpr Compliant · github bundleApply GDPR-compliant engineering practices across your codebase, covering API design, data models, authentication, logging, retention, and cloud infrastructure.
- ▌ Generate Image · githubGenerate images using AI from OpenAI or Google Gemini, with support for textures, icons, sprites, and visual assets.
- ▌ Github Release · github bundleAutomates the full release workflow for a single-package GitHub repository, from analysis through changelog authoring and PR creation using gh and git.
- ▌ Microsoft Docs · githubQuery official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more.
- ▌ Plantuml Ascii · githubGenerate ASCII art diagrams from PlantUML source files for use in terminals, documentation, and version-controlled environments.
- ▌ Pr Screenshots · githubEmbed before/after screenshots and annotated images in pull request descriptions to help reviewers see visual changes without checking out the branch.
- ▌ Qdrant Scaling · githubGuides scaling decisions for Qdrant vector databases based on data volume, query throughput, latency, or query volume.
- ▌ Sponsor Finder · githubFind which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors, using deps.dev API for dependency resolution and project health data.
- ▌ UI Screenshots · githubCapture screenshots of web apps during development using Playwright and PIL. Supports full-page captures, interactive states, and an iterate-on-crop workflow that avoids slow re-screenshots.
- ▌ Webapp Testing · github bundleTest and debug local web applications using Playwright browser automation, including UI verification, screenshot capture, and console log inspection.
- ▌ Workiq Copilot · githubQueries Microsoft 365 Copilot data (emails, meetings, documents, Teams, people) using the WorkIQ CLI/MCP server for live context, summaries, and recommendations.
- ▌ Arize Evaluator · github bundleCreates and runs LLM-as-judge evaluators on Arize, including managing tasks, column mappings, and continuous monitoring.
- ▌ Audit Integrity · github bundleEnforces output quality, intellectual honesty, and continuous improvement across security analysis agents with anti-rationalization guards, self-critique loops, retry protocols, and quality gates.
- ▌ Chrome Devtools · githubControls and inspects a live Chrome browser for automation, debugging, and performance profiling using the Chrome DevTools MCP server.
- ▌ Create Agentsmd · githubGenerates a comprehensive AGENTS.md file at the repository root to provide AI coding agents with project context, setup commands, development workflows, testing instructions, and code style guidelines.
- ▌ Dotnet Timezone · github bundleResolve timezone questions for .NET and C# code with production-safe guidance and copy-paste-ready snippets, including address-to-timezone lookup, cross-platform ID mapping, and DST-safe scheduling.
- ▌ Eval Driven Dev · github bundleBuild automated evaluation pipelines for Python LLM applications using real LLM calls and structured test datasets.
- ▌ Fluentui Blazor · github bundleUse the Microsoft Fluent UI Blazor component library in Blazor applications, covering setup, providers, icons, list components, dialogs, toasts, and theming.
- ▌ Freecad Scripts · github bundleGenerate production-quality Python scripts for FreeCAD CAD application, covering geometry creation, parametric objects, GUI tools, and automation.
- ▌ Java Springboot · githubProvides best practices for developing high-quality Spring Boot applications, covering project structure, dependency injection, configuration, web layer, service layer, data layer, logging, testing, and security.
- ▌ Meeting Minutes · githubGenerate concise, actionable meeting minutes for internal meetings, including metadata, attendees, agenda, decisions, action items with owners and due dates, and follow-up steps.
- ▌ Phoenix Tracing · github bundleInstrument LLM applications with OpenInference tracing for Phoenix AI observability, covering setup, custom spans, and production deployment.
- ▌ Noob Mode · github bundleTranslates Copilot CLI prompts, errors, and technical output into plain English with color-coded risk indicators for non-technical users.
- ▌ Arize Link · github bundleGenerates deep links to the Arize UI for traces, spans, sessions, datasets, labeling queues, evaluators, and annotation configs.
- ▌ Brag Sheet · githubTurn engineering work into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates by mining Copilot CLI session logs, git history, and GitHub PRs.
- ▌ Daily Prep · githubGenerates a structured HTML prep file for the next working day by pulling calendar data via WorkIQ, classifying meetings, detecting conflicts, finding learning and deep-work slots, and providing productivity recommendations.
- ▌ Dependabot · github bundleConfigure and manage GitHub Dependabot for automated dependency updates, security alerts, and vulnerability scanning across multiple ecosystems.
- ▌ Exam Ready · githubExtracts key definitions, points, keywords, diagrams, exam-ready sentences, and practice questions from provided study material and syllabus.
- ▌ Git Commit · githubCreate standardized, semantic git commits using the Conventional Commits specification by analyzing diffs to determine type, scope, and message.
- ▌ Gtm AI Gtm · githubGo-to-market strategy for AI products, covering positioning, pricing, and enterprise objections.
- ▌ Java Junit · githubWrite effective unit tests with JUnit 5, covering standard and data-driven testing approaches.
- ▌ Md To DOCX · github bundleConvert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images using pure JavaScript.