GitHub (Microsoft)
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- ▌ Convert Plaintext To Md · githubConverts plain text or generic text-based documentation files to properly formatted markdown, using explicit instructions, documented options, or a reference file as a template.
- ▌ Datanalysis Credit Risk · github bundleCleans credit risk data and screens variables for pre-loan modeling through an 11-step pipeline covering missing rate calculation, IV/PSI filtering, null importance denoising, and correlation removal.
- ▌ Git Flow Branch Creator · githubAnalyzes current git changes and creates an appropriate branch following the Git Flow branching model.
- ▌ Go MCP Server Generator · githubGenerate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
- ▌ Gtm Developer Ecosystem · githubBuild and scale developer-led adoption through ecosystem programs, community, and partnerships, focusing on what drives adoption.
- ▌ Integrate Context Matic · githubIntegrates third-party APIs by discovering available SDKs, getting integration guidance, and looking up models and endpoints via the context-matic MCP server.
- ▌ Linkedin Post Formatter · github bundleFormat and draft compelling LinkedIn posts using Unicode bold/italic styling, visual separators, structured sections, and engagement-optimized patterns.
- ▌ Microsoft Skill Creator · github bundleCreate hybrid agent skills for Microsoft technologies that store essential knowledge locally while enabling dynamic lookups via Learn MCP tools.
- ▌ Pester Should Migration · github bundleMigrate Pester v5 classic Should -Be assertion syntax to the new Pester v6 Should-* operators with a step-by-step mapping and behavioral gotchas.
- ▌ Postgresql Optimization · githubOptimize PostgreSQL databases with advanced features, performance tuning, and best practices for JSONB, full-text search, window functions, and indexing.
- ▌ Qdrant Monitoring Setup · githubGuides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.
- ▌ React19 Source Patterns · github bundleReference for every source-file migration required for React 19, including API changes, ref handling, and context updates.
- ▌ Salesforce Apex Quality · githubEnforces bulk-safety rules, sharing model requirements, CRUD/FLS security, SOQL injection prevention, PNB test coverage, and modern Apex idioms for Salesforce development.
- ▌ Typespec API Operations · githubAdd GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards.
- ▌ Vscode Ext Localization · githubLocalize VS Code extensions including configurations, walkthroughs, and source code messages following official guidelines.
- ▌ Add Educational Comments · githubTransform code files into learning resources by adding educational comments that explain syntax, idioms, and design choices.
- ▌ Data Breach Blast Radius · github bundleQuantifies the business and regulatory impact of a potential data breach by inventorying sensitive data, tracing data flows, scoring exposure vectors, and estimating regulatory fines using law-sourced figures.
- ▌ From The Other Side Vega · githubProvides patterns and lived experience from an AI partner in a long-term creative partnership, helping AI agents build trust, match energy, push back constructively, and support human breakthroughs.
- ▌ Github Actions Hardening · github bundleReviews and hardens GitHub Actions workflows against injection, privilege escalation, supply-chain, and token-scoping risks that pattern matchers miss.
- ▌ Gtm Positioning Strategy · githubFind and own a defensible market position by testing positioning claims, running crawl-walk-run rollouts, and auditing competitor messaging.
- ▌ MCP Deploy Manage Agents · githubDeploy, manage, and govern MCP-based declarative agents in Microsoft 365 admin center with governance, assignments, and organizational distribution.
- ▌ Microsoft Code Reference · githubLook up Microsoft API references, find working code samples, and verify SDK code is correct. Use when working with Azure SDKs, .NET libraries, or Microsoft APIs to find the right method, check parameters, get working examples, or troubleshoot errors.
- ▌ Optimize Simplicite Logs · github bundleParses Simplicité log files from raw .txt format, filters fields to reduce noise, and outputs structured JSON for efficient AI context usage.
- ▌ PHP MCP Server Generator · githubGenerate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK.
- ▌ Playwright Generate Test · githubGenerates a Playwright test from a user-provided scenario by recording browser interactions via Playwright MCP, then saves and runs the test until it passes.
- ▌ Power Platform Architect · githubTransforms business requirements, use case descriptions, or meeting transcripts into a technical Power Platform solution architecture, including component selection and Mermaid.js diagrams.
- ▌ Structured Autonomy Plan · githubCollaborates with users to design structured development plans broken into testable commits, with research and clarification steps.
- ▌ Agentic Workflows · githubRoutes requests to design, create, update, debug, or upgrade GitHub Agentic Workflows by loading the appropriate workflow prompt or skill file.
- ▌ Arize Prompt Optimization · github bundleOptimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations from Arize AI.
- ▌ Azure Resource Visualizer · github bundleAnalyze Azure resource groups and generate detailed Mermaid architecture diagrams showing relationships between resources.
- ▌ Draw Io Diagram Generator · github bundleGenerate, edit, and validate draw.io diagram files (.drawio) with correct mxGraph XML structure for flowcharts, architecture, sequence, ER, and UML diagrams.
- ▌ From The Other Side Quinn · githubCollaborates as a supportive, energetic builder focused on momentum, execution, and concrete deliverables in pair programming sessions.
- ▌ Github Actions Efficiency · github bundleAudit GitHub Actions workflow efficiency and recommend fixes to reduce CI minutes and costs.
- ▌ Gtm Enterprise Onboarding · githubOnboard enterprise customers from contract to value realization using a four-phase framework that prevents churn and the Week 4 ghosting pattern.
- ▌ Impediment Prioritization · github bundleRanks any list of impediments and their countermeasures using a value-stream scoring model (ROI, Cost to Implement, Ease of Deployment, Risk Factor) and a fixed prioritization formula.
- ▌ Java MCP Server Generator · githubGenerate a complete, production-ready Model Context Protocol server project in Java using the official MCP Java SDK with Maven or Gradle.
- ▌ Microsoft Agent Framework · github bundleCreate, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
- ▌ Mini Context Graph · github bundleBuild a persistent, compounding knowledge base that combines a wiki, knowledge graph, and raw source storage for structured retrieval with provenance.
- ▌ Qdrant Clients Sdk · githubIntegrate Qdrant vector search into applications using officially supported client SDKs for Python, JavaScript, Rust, Go, .NET, and Java.
- ▌ Breakdown Epic Arch · githubGenerates a high-level technical architecture specification for an epic from a Product Requirements Document, including system diagrams, component lists, and estimates.
- ▌ Centos Linux Triage · githubDiagnose and resolve CentOS Linux issues with RHEL-compatible commands, SELinux-aware practices, and firewalld considerations.
- ▌ Conventional Branch · githubCreate Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/). Validates branch names and automates checkout from the correct base branch.
- ▌ Conventional Commit · githubGenerate standardized commit messages following the Conventional Commits specification using a structured XML format.
- ▌ Debian Linux Triage · githubDiagnose and resolve Debian Linux issues using apt, systemd, and AppArmor-aware guidance.
- ▌ Devops Rollout Plan · githubGenerate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changes.
- ▌ Fedora Linux Triage · githubDiagnose and resolve Fedora Linux issues with step-by-step triage using systemctl, journalctl, dnf, and SELinux-aware guidance.
- ▌ Gen Specs As Issues · githubIdentify missing features in a project, prioritize them, and create detailed GitHub issues with specifications.
- ▌ Harness Engineering · githubPrevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption reports tailored to the target repository.
- ▌ Incident Postmortem · githubGuide a team through writing a structured, blameless post-mortem after a production incident, covering timeline reconstruction, root cause analysis, impact quantification, and action item generation.
- ▌ Mkdocs Translations · githubTranslate all documentation files in a MkDocs project from English into a specified target language, preserving folder structure, Markdown formatting, and updating configuration.
- ▌ Premium Frontend UI · githubGenerates immersive, high-performance web interfaces with advanced motion design, typography, and architectural craftsmanship.
- ▌ React18 String Refs · github bundleMigrate React string refs (ref="name" + this.refs.name) to React.createRef() in class components for React 18.3.1 and 19 compatibility.
- ▌ Review And Refactor · githubReview and refactor code according to project-specific coding guidelines and instructions.
- ▌ Sandbox NPM Install · github bundleInstall npm packages in a Docker sandbox environment with virtiofs-mounted workspaces, avoiding native binary crashes by installing on the local ext4 filesystem and symlinking back.
- ▌ Spring Boot Testing · github bundleProvides expert guidance for testing Spring Boot 4 applications with modern patterns, test slices, and best practices.
- ▌ Unit Test Vue Pinia · github bundleWrite and review unit tests for Vue 3 + TypeScript + Vitest + Pinia codebases, covering components, composables, and stores with behavior-first assertions.
- ▌ Vscode Ext Commands · githubAdd or update commands in VS Code extensions following naming conventions, visibility rules, and localization best practices.
- ▌ Web Design Reviewer · github bundleVisually inspect websites to identify and fix design issues including layout, responsive, accessibility, and visual consistency problems at the source code level.
- ▌ What Context Needed · githubAsk an AI coding agent to identify which files it needs to examine before answering a question.
- ▌ AWS Cdk Python Setup · githubSet up and initialize AWS CDK applications in Python, including prerequisites, project creation, dependency management, and deployment.
- ▌ Copilot Pr Autopilot · github bundleAutomates repeated rounds of Copilot code review on GitHub pull requests: triggers review, triages threads, dispatches parallel fix agents, commits, replies, and loops until convergence.
- ▌ Create Specification · githubCreate a structured specification file for a solution component, optimized for Generative AI consumption.
- ▌ Documentation Writer · githubCreates high-quality software documentation following the Diátaxis framework, covering tutorials, how-to guides, reference, and explanation documents.
- ▌ Efcore D2 DB Diagram · github bundleGenerate D2 database diagrams from Entity Framework Core models by analyzing DbContext, entities, Fluent API, and migrations.
- ▌ Technical Job Search · githubHelps software engineers with discrete job search tasks: job description analysis, CV tailoring, cover letter writing, offer evaluation, and follow-up emails.
- ▌ Threat Model Analyst · github bundlePerforms STRIDE-A threat model analysis of repositories and systems, producing architecture overviews, DFD diagrams, prioritized findings, and executive assessments. Supports both single analysis and incremental updates with change tracking.
- ▌ Update Specification · githubUpdate an existing specification file for a solution, optimized for Generative AI consumption based on new requirements or code changes.
- ▌ AI Team Orchestration · github bundleBootstrap and run a multi-agent AI development team with parallel chats for planning, development, QA, and DevOps.
- ▌ Arize Instrumentation · github bundleAdds Arize AX tracing to LLM applications using a two-phase agent-assisted flow that analyzes the codebase before implementing instrumentation.
- ▌ Azure Static Web Apps · githubCreate, configure, and deploy Azure Static Web Apps using the SWA CLI, including local development, runtime configuration, and CI/CD setup.
- ▌ Breakdown Feature Prd · githubTakes a high-level feature from an Epic and generates a detailed Product Requirements Document (PRD) in Markdown, covering goals, user stories, requirements, and acceptance criteria.
- ▌ Cloud Design Patterns · github bundleProvides 42 technology-agnostic cloud design patterns for distributed systems, covering reliability, performance, messaging, security, and deployment to help architects design robust workloads.
- ▌ Copilot Usage Metrics · github bundleRetrieve and display GitHub Copilot usage metrics for organizations and enterprises using the GitHub CLI and REST API.
- ▌ Cosmosdb Datamodeling · githubCapture application requirements and access patterns to design Azure Cosmos DB NoSQL data models using best practices and common patterns.
- ▌ Dotnet Best Practices · githubEnsure .NET/C# code meets project-specific best practices for structure, design patterns, dependency injection, async/await, testing, configuration, and security.
- ▌ Finalize Agent Prompt · githubRefines and polishes prompt files by applying proven best practices for structure, wording, and clarity while preserving original intent and formatting.
- ▌ Gtm Operating Cadence · githubDesign meeting rhythms, metric reporting, quarterly planning, and decision-making velocity for scaling companies.
- ▌ Onboard Context Matic · githubGuides users through an interactive tour of the context-matic MCP server, explaining its purpose and demonstrating all available APIs with live tool calls.
- ▌ Qdrant Search Quality · githubDiagnoses and improves Qdrant search relevance by isolating embedding model, configuration, or query strategy issues.
- ▌ React18 Enzyme To Rtl · github bundleMigrate Enzyme tests to React Testing Library for React 18 upgrades with a complete API mapping and behavior-testing philosophy.
- ▌ React19 Test Patterns · githubProvides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count changes.
- ▌ Slang Shader Engineer · github bundleWrite, review, refactor, and optimize Slang shader code for graphics, compute, tessellation, and ray tracing pipelines with cross-compilation support.
- ▌ Typespec Create Agent · githubGenerate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot.
- ▌ Agent Owasp Compliance · githubCheck any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks, scanning for controls and generating a compliance report.
- ▌ Copilot CLI Quickstart · githubLearn GitHub Copilot CLI from scratch with interactive step-by-step tutorials and on-demand Q&A, featuring separate tracks for developers and non-developers.
- ▌ Create Technical Spike · githubCreate time-boxed technical spike documents for researching and resolving critical development decisions before implementation.
- ▌ Github Copilot Starter · githubGenerates a complete GitHub Copilot configuration for a new project, including instructions, reusable skills, and agent definitions tailored to the technology stack.
- ▌ Gtm Product Led Growth · githubBuild self-serve acquisition and expansion motions, including deciding between PLG and sales-led, optimizing activation, driving freemium conversion, and building growth equations.
- ▌ Issue Fields Migration · github bundleBulk-migrate repo labels and Project V2 fields into GitHub org-level issue fields (single select, text, number, date).
- ▌ Mvvm Toolkit Di · github bundleWire CommunityToolkit.Mvvm ViewModels into Microsoft.Extensions.DependencyInjection with constructor injection, service lifetimes, IMessenger registration, and testing seams for WPF, WinUI 3, MAUI, Uno, and Avalonia apps.
- ▌ Pytest Coverage · githubRun pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%.
- ▌ Repo Story Time · githubTransform any repository's commit history and structure into a comprehensive technical summary and narrative story.
- ▌ Resemble Detect · github bundleDetect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker identity, and analyze media intelligence using the Resemble AI platform.
- ▌ Rhino3d Scripts · github bundleWrite, edit, and debug scripts for Rhinoceros 3D (Rhino 8+), covering RhinoPython, RhinoScript/VBScript, RhinoCommon .NET, and command macros for automating modeling tasks.
- ▌ Secret Scanning · github bundleConfigure and manage GitHub secret scanning, push protection, custom patterns, and alert remediation.
- ▌ Security Review · github bundleScans codebases for security vulnerabilities by reasoning about code context, data flow, and component interactions, covering injection flaws, secrets exposure, authentication issues, and weak cryptography across multiple languages.
- ▌ Semantic Kernel · github bundleCreate, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
- ▌ SQL Code Review · githubPerforms comprehensive SQL code review across all major databases, analyzing security, performance, maintainability, and anti-patterns.
- ▌ Agent Governance · githubAdd governance, safety, and trust controls to AI agent systems with policy enforcement, intent classification, and audit trails.
- ▌ Arize Annotation · github bundleCreates and manages annotation configs and annotation queues on Arize, and applies human annotations to project spans via the Python SDK.