Awesome Copilot
by @github · plugin · 383 skills
Awesome Copilot from github/awesome-copilot.
Install the whole plugin (CLI)
npx skillmds add github/prd
npx skillmds add github/aspire
npx skillmds add github/codeql
npx skillmds add github/drawio
npx skillmds add github/napkin
npx skillmds add github/ef-core
npx skillmds add github/em-dash
npx skillmds add github/eyeball
npx skillmds add github/mcp-cli
npx skillmds add github/roundup
npx skillmds add github/ai-ready
npx skillmds add github/diagnose
npx skillmds add github/remember
npx skillmds add github/refactor
npx skillmds add github/code-tour
npx skillmds add github/first-ask
npx skillmds add github/java-docs
npx skillmds add github/lsp-setup
npx skillmds add github/namecheap
npx skillmds add github/noob-mode
npx skillmds add github/arize-link
npx skillmds add github/brag-sheet
npx skillmds add github/daily-prep
npx skillmds add github/dependabot
npx skillmds add github/exam-ready
npx skillmds add github/git-commit
npx skillmds add github/gtm-ai-gtm
npx skillmds add github/java-junit
npx skillmds add github/md-to-docx
npx skillmds add github/arize-trace
npx skillmds add github/batch-files
npx skillmds add github/context-map
npx skillmds add github/create-llms
npx skillmds add github/cli-mastery
npx skillmds add github/csharp-docs
npx skillmds add github/doublecheck
npx skillmds add github/copilot-sdk
npx skillmds add github/game-engine
npx skillmds add github/msgraph-sdk
npx skillmds add github/msstore-cli
npx skillmds add github/phoenix-cli
npx skillmds add github/setup-my-iq
npx skillmds add github/tldr-prompt
npx skillmds add github/update-llms
npx skillmds add github/agentic-eval
npx skillmds add github/quasi-coder
npx skillmds add github/autoresearch
npx skillmds add github/boost-prompt
npx skillmds add github/csharp-async
npx skillmds add github/csharp-nunit
npx skillmds add github/csharp-tunit
npx skillmds add github/csharp-xunit
npx skillmds add github/editorconfig
npx skillmds add github/pdftk-server
npx skillmds add github/pinecone-rag
npx skillmds add github/pr-dashboard
npx skillmds add github/scoutqa-test
npx skillmds add github/ssma-console
npx skillmds add github/mvvm-toolkit
npx skillmds add github/arize-dataset
npx skillmds add github/automate-this
npx skillmds add github/azure-pricing
npx skillmds add github/create-readme
npx skillmds add github/email-drafter
npx skillmds add github/geofeed-tuner
npx skillmds add github/github-issues
npx skillmds add github/memory-merger
npx skillmds add github/nuget-manager
npx skillmds add github/phoenix-evals
npx skillmds add github/csharp-mstest
npx skillmds add github/refactor-plan
npx skillmds add github/roundup-setup
npx skillmds add github/tiny-stepping
npx skillmds add github/breakdown-test
npx skillmds add github/copilot-spaces
npx skillmds add github/dotnet-upgrade
npx skillmds add github/gdpr-compliant
npx skillmds add github/generate-image
npx skillmds add github/github-release
npx skillmds add github/microsoft-docs
npx skillmds add github/breakdown-plan
npx skillmds add github/plantuml-ascii
npx skillmds add github/pr-screenshots
npx skillmds add github/qdrant-scaling
npx skillmds add github/sponsor-finder
npx skillmds add github/workiq-copilot
npx skillmds add github/arize-evaluator
npx skillmds add github/audit-integrity
npx skillmds add github/chrome-devtools
npx skillmds add github/create-agentsmd
npx skillmds add github/eval-driven-dev
npx skillmds add github/freecad-scripts
npx skillmds add github/java-springboot
npx skillmds add github/ui-screenshots
npx skillmds add github/meeting-minutes
npx skillmds add github/webapp-testing
npx skillmds add github/pytest-coverage
npx skillmds add github/repo-story-time
npx skillmds add github/resemble-detect
npx skillmds add github/secret-scanning
npx skillmds add github/security-review
npx skillmds add github/semantic-kernel
npx skillmds add github/dotnet-timezone
npx skillmds add github/arize-annotation
npx skillmds add github/arize-experiment
npx skillmds add github/fluentui-blazor
npx skillmds add github/az-cost-optimize
npx skillmds add github/azure-devops-cli
npx skillmds add github/create-tldr-page
npx skillmds add github/entra-agent-user
npx skillmds add github/mvvm-toolkit-di
npx skillmds add github/fabric-lakehouse
npx skillmds add github/phoenix-tracing
npx skillmds add github/pester-migration
npx skillmds add github/powerbi-modeling
npx skillmds add github/prompt-optimizer
npx skillmds add github/publish-to-pages
npx skillmds add github/rhino3d-scripts
npx skillmds add github/quality-playbook
npx skillmds add github/screen-recording
npx skillmds add github/vardoger-analyze
npx skillmds add github/winmd-api-search
npx skillmds add github/sql-code-review
npx skillmds add github/arch-linux-triage
npx skillmds add github/agent-governance
npx skillmds add github/aws-cost-optimize
npx skillmds add github/breakdown-epic-pm
npx skillmds add github/finnish-humanizer
npx skillmds add github/gtm-0-to-1-launch
npx skillmds add github/image-annotations
npx skillmds add github/kotlin-springboot
npx skillmds add github/mentoring-juniors
npx skillmds add github/qdrant-monitoring
npx skillmds add github/markdown-to-html
npx skillmds add github/shuffle-json-data
npx skillmds add github/x-twitter-scraper
npx skillmds add github/acreadiness-assess
npx skillmds add github/acreadiness-policy
npx skillmds add github/agent-supply-chain
npx skillmds add github/aws-resource-query
npx skillmds add github/declarative-agents
npx skillmds add github/sql-optimization
npx skillmds add github/foundry-agent-sync
npx skillmds add github/mcp-security-audit
npx skillmds add github/mini-context-graph
npx skillmds add github/ruff-recursive-fix
npx skillmds add github/azure-role-selector
npx skillmds add github/breakdown-epic-arch
npx skillmds add github/centos-linux-triage
npx skillmds add github/conventional-branch
npx skillmds add github/conventional-commit
npx skillmds add github/debian-linux-triage
npx skillmds add github/devops-rollout-plan
npx skillmds add github/fedora-linux-triage
npx skillmds add github/gen-specs-as-issues
npx skillmds add github/harness-engineering
npx skillmds add github/incident-postmortem
npx skillmds add github/mkdocs-translations
npx skillmds add github/premium-frontend-ui
npx skillmds add github/react18-string-refs
npx skillmds add github/review-and-refactor
npx skillmds add github/dotnet-mcp-builder
npx skillmds add github/sandbox-npm-install
npx skillmds add github/vscode-ext-commands
npx skillmds add github/web-design-reviewer
npx skillmds add github/what-context-needed
npx skillmds add github/penpot-uiux-design
npx skillmds add github/aws-cdk-python-setup
npx skillmds add github/qdrant-clients-sdk
npx skillmds add github/copilot-pr-autopilot
npx skillmds add github/create-specification
npx skillmds add github/documentation-writer
npx skillmds add github/efcore-d2-db-diagram
npx skillmds add github/technical-job-search
npx skillmds add github/threat-model-analyst
npx skillmds add github/update-specification
npx skillmds add github/ai-team-orchestration
npx skillmds add github/arize-instrumentation
npx skillmds add github/breakdown-feature-prd
npx skillmds add github/cloud-design-patterns
npx skillmds add github/copilot-usage-metrics
npx skillmds add github/cosmosdb-datamodeling
npx skillmds add github/dotnet-best-practices
npx skillmds add github/finalize-agent-prompt
npx skillmds add github/gtm-operating-cadence
npx skillmds add github/onboard-context-matic
npx skillmds add github/qdrant-search-quality
npx skillmds add github/spring-boot-testing
npx skillmds add github/typespec-create-agent
npx skillmds add github/unit-test-vue-pinia
npx skillmds add github/agent-owasp-compliance
npx skillmds add github/create-technical-spike
npx skillmds add github/gtm-product-led-growth
npx skillmds add github/issue-fields-migration
npx skillmds add github/legacy-circuit-mockups
npx skillmds add github/make-repo-contribution
npx skillmds add github/multi-stage-dockerfile
npx skillmds add github/next-intl-add-language
npx skillmds add github/qdrant-model-migration
npx skillmds add github/qdrant-version-upgrade
npx skillmds add github/react18-legacy-context
npx skillmds add github/salesforce-flow-design
npx skillmds add github/snowflake-semanticview
npx skillmds add github/apple-appstore-reviewer
npx skillmds add github/azure-static-web-apps
npx skillmds add github/bigquery-pipeline-audit
npx skillmds add github/containerize-aspnetcore
npx skillmds add github/convert-plaintext-to-md
npx skillmds add github/datanalysis-credit-risk
npx skillmds add github/git-flow-branch-creator
npx skillmds add github/go-mcp-server-generator
npx skillmds add github/gtm-developer-ecosystem
npx skillmds add github/integrate-context-matic
npx skillmds add github/linkedin-post-formatter
npx skillmds add github/microsoft-skill-creator
npx skillmds add github/react18-enzyme-to-rtl
npx skillmds add github/pester-should-migration
npx skillmds add github/react19-test-patterns
npx skillmds add github/qdrant-monitoring-setup
npx skillmds add github/slang-shader-engineer
npx skillmds add github/react19-source-patterns
npx skillmds add github/typespec-api-operations
npx skillmds add github/vscode-ext-localization
npx skillmds add github/copilot-cli-quickstart
npx skillmds add github/add-educational-comments
npx skillmds add github/data-breach-blast-radius
npx skillmds add github/github-copilot-starter
npx skillmds add github/from-the-other-side-vega
npx skillmds add github/github-actions-hardening
npx skillmds add github/gtm-positioning-strategy
npx skillmds add github/mcp-deploy-manage-agents
npx skillmds add github/microsoft-code-reference
npx skillmds add github/optimize-simplicite-logs
npx skillmds add github/mvvm-toolkit-messenger
npx skillmds add github/playwright-generate-test
npx skillmds add github/power-platform-architect
npx skillmds add github/postgresql-code-review
npx skillmds add github/structured-autonomy-plan
npx skillmds add github/arize-prompt-optimization
npx skillmds add github/azure-resource-visualizer
npx skillmds add github/draw-io-diagram-generator
npx skillmds add github/from-the-other-side-quinn
npx skillmds add github/github-actions-efficiency
npx skillmds add github/winui3-migration-guide
npx skillmds add github/gtm-enterprise-onboarding
npx skillmds add github/impediment-prioritization
npx skillmds add github/java-mcp-server-generator
npx skillmds add github/mcp-create-adaptive-cards
npx skillmds add github/microsoft-agent-framework
npx skillmds add github/performance-review-writer
npx skillmds add github/power-bi-dax-optimization
npx skillmds add github/qdrant-deployment-options
npx skillmds add github/react-audit-grep-patterns
npx skillmds add github/react18-batching-patterns
npx skillmds add github/react18-dep-compatibility
npx skillmds add github/ruby-mcp-server-generator
npx skillmds add github/rust-mcp-server-generator
npx skillmds add github/postgresql-optimization
npx skillmds add github/acquire-codebase-knowledge
npx skillmds add github/aspnet-minimal-api-openapi
npx skillmds add github/azure-deployment-preflight
npx skillmds add github/salesforce-apex-quality
npx skillmds add github/commit-message-storyteller
npx skillmds add github/content-management-systems
npx skillmds add github/create-implementation-plan
npx skillmds add github/from-the-other-side-anitta
npx skillmds add github/javascript-typescript-jest
npx skillmds add github/javax-to-jakarta-migration
npx skillmds add github/nano-banana-pro-openrouter
npx skillmds add github/oo-component-documentation
npx skillmds add github/playwright-explore-website
npx skillmds add github/qdrant-scaling-qps
npx skillmds add github/react18-lifecycle-patterns
npx skillmds add github/php-mcp-server-generator
npx skillmds add github/readme-blueprint-generator
npx skillmds add github/swift-mcp-server-generator
npx skillmds add github/typespec-create-api-plugin
npx skillmds add github/update-implementation-plan
npx skillmds add github/update-markdown-file-index
npx skillmds add github/appinsights-instrumentation
npx skillmds add github/aws-well-architected-review
npx skillmds add github/dataverse-python-quickstart
npx skillmds add github/from-the-other-side-wiggins
npx skillmds add github/kotlin-mcp-server-generator
npx skillmds add github/openapi-to-application-code
npx skillmds add github/python-mcp-server-generator
npx skillmds add github/python-pypi-package-builder
npx skillmds add github/qdrant-monitoring-debugging
npx skillmds add github/aws-cloudwatch-investigation
npx skillmds add github/aws-resource-health-diagnose
npx skillmds add github/azure-architecture-autopilot
npx skillmds add github/dotnet-design-pattern-review
npx skillmds add github/github-codespaces-efficiency
npx skillmds add github/gtm-partnership-architecture
npx skillmds add github/mcp-create-declarative-agent
npx skillmds add github/power-bi-model-design-review
npx skillmds add github/structured-autonomy-generate
npx skillmds add github/transloadit-media-processing
npx skillmds add github/arize-ai-provider-integration
npx skillmds add github/containerize-aspnet-framework
npx skillmds add github/gtm-technical-product-pricing
npx skillmds add github/python-azure-iot-edge-modules
npx skillmds add github/structured-autonomy-implement
npx skillmds add github/azure-resource-health-diagnose
npx skillmds add github/create-spring-boot-java-project
npx skillmds add github/flowstudio-power-automate-build
npx skillmds add github/flowstudio-power-automate-debug
npx skillmds add github/gtm-enterprise-account-planning
npx skillmds add github/image-manipulation-image-magick
npx skillmds add github/qdrant-performance-optimization
npx skillmds add github/qdrant-minimize-latency
npx skillmds add github/qdrant-search-quality-diagnosis
npx skillmds add github/sql-server-table-reconciliation
npx skillmds add github/typescript-mcp-server-generator
npx skillmds add github/architecture-blueprint-generator
npx skillmds add github/adobe-illustrator-scripting
npx skillmds add github/breakdown-feature-implementation
npx skillmds add github/comment-code-generate-a-tutorial
npx skillmds add github/dataverse-python-production-code
npx skillmds add github/dataverse-python-usecase-builder
npx skillmds add github/remember-interactive-programming
npx skillmds add github/acreadiness-generate-instructions
npx skillmds add github/create-spring-boot-kotlin-project
npx skillmds add github/refactor-method-complexity-reduce
npx skillmds add github/arduino-azure-iot-edge-integration
npx skillmds add github/code-exemplars-blueprint-generator
npx skillmds add github/react19-concurrent-patterns
npx skillmds add github/dataverse-python-advanced-patterns
npx skillmds add github/update-avm-modules-in-bicep
npx skillmds add github/playwright-automation-fill-in-form
npx skillmds add github/power-platform-mcp-connector-suite
npx skillmds add github/qdrant-scaling-data-volume
npx skillmds add github/ai-prompt-engineering-safety-review
npx skillmds add github/mcp-copilot-studio-server-generator
npx skillmds add github/excalidraw-diagram-generator
npx skillmds add github/power-bi-report-design-consultation
npx skillmds add github/qdrant-scaling-query-volume
npx skillmds add github/gsap-framer-scroll-animation
npx skillmds add github/terraform-azurerm-set-diff-analyzer
npx skillmds add github/create-architectural-decision-record
npx skillmds add github/flowstudio-power-automate-governance
npx skillmds add github/minecraft-plugin-development
npx skillmds add github/flowstudio-power-automate-monitoring
npx skillmds add github/power-apps-code-app-scaffold
npx skillmds add github/folder-structure-blueprint-generator
npx skillmds add github/gtm-board-and-investor-communication
npx skillmds add github/power-bi-performance-troubleshooting
npx skillmds add github/technology-stack-blueprint-generator
npx skillmds add github/azure-smart-city-iot-solution-builder
npx skillmds add github/react-container-presentation-component
npx skillmds add github/flowstudio-power-automate-mcp
npx skillmds add github/reviewing-oracle-to-postgres-migration
npx skillmds add github/qdrant-search-strategies
npx skillmds add github/import-infrastructure-as-code
npx skillmds add github/copilot-instructions-blueprint-generator
npx skillmds add github/generate-custom-instructions-from-codebase
npx skillmds add github/github-actions-runtime-upgrade-conventions
npx skillmds add github/create-github-action-workflow-specification
npx skillmds add github/salesforce-component-standards
npx skillmds add github/suggest-awesome-github-copilot-instructions
npx skillmds add github/project-workflow-analysis-blueprint-generator
npx skillmds add github/create-github-issue-feature-from-specification
npx skillmds add github/migrating-oracle-to-postgres-stored-procedures
npx skillmds add github/creating-oracle-to-postgres-migration-bug-report
npx skillmds add github/creating-oracle-to-postgres-master-migration-plan
npx skillmds add github/java-refactoring-extract-method
npx skillmds add github/qdrant-tenant-scaling
npx skillmds add github/qdrant-vertical-scaling
npx skillmds add github/create-github-issues-feature-from-implementation-plan
npx skillmds add github/qdrant-horizontal-scaling
npx skillmds add github/scaffolding-oracle-to-postgres-migration-test-project
npx skillmds add github/qdrant-sliding-time-window
npx skillmds add github/creating-oracle-to-postgres-migration-integration-tests
npx skillmds add github/create-github-issues-for-unmet-specification-requirements
npx skillmds add github/planning-oracle-to-postgres-migration-integration-testing
npx skillmds add github/qdrant-memory-usage-optimization
npx skillmds add github/qdrant-search-speed-optimization
npx skillmds add github/qdrant-indexing-performance-optimization
npx skillmds add github/write-coding-standards-from-file
npx skillmds add github/java-refactoring-remove-parameter
npx skillmds add github/java-add-graalvm-native-image-support
npx skillmds add github/suggest-awesome-github-copilot-agents
npx skillmds add github/suggest-awesome-github-copilot-skillsSkills in this plugin
- ▌ prd · githubGenerate comprehensive Product Requirements Documents (PRDs) for software systems and AI-powered features, including executive summaries, user stories, technical specifications, and risk analysis.
- ▌ aspire · github bundleOrchestrates polyglot distributed applications using Aspire's AppHost, CLI, and MCP server for local development, testing, and deployment.
- ▌ codeql · github bundleConfigure and run CodeQL code scanning through GitHub Actions workflows or the standalone CLI for security analysis.
- ▌ drawio · github bundleGenerate draw.io diagrams as .drawio files and export them to PNG, SVG, or PDF with embedded XML.
- ▌ napkin · github bundleOpens a browser-based whiteboard for sketching ideas with sticky notes, then reads the visual snapshot and clipboard data to provide conversational analysis and suggestions.
- ▌ ef-core · githubGet best practices for Entity Framework Core, covering data context design, entity design, performance, migrations, querying, change tracking, security, and testing.
- ▌ em-dash · githubProvides guidance on the history and correct usage of the em dash, enforcing a strict policy of never using em or en dashes in code or data files, and replacing them with hyphens. Also covers general punctuation rules for code comments.
- ▌ eyeball · github bundleAnalyzes documents and produces a Word document with inline highlighted screenshots from the source material, enabling visual verification of every factual claim.
- ▌ mcp-cli · githubInteract with MCP servers from the command line to discover, inspect, and call tools for external systems like GitHub, filesystems, databases, and APIs.
- ▌ roundup · githubGenerate personalized status briefings by pulling from configured data sources like GitHub, email, Teams, and Slack, then synthesizing updates in your own communication style.
- ▌ ai-ready · githubGuides users to install and run the ai-ready skill for making repositories AI-ready with AGENTS.md, instructions, and CI workflows.
- ▌ diagnose · githubPerforms a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with prioritized remediation actions.
- ▌ remember · githubTransforms lessons learned into domain-organized memory instructions that persist across VS Code contexts, with global and workspace scopes.
- ▌ refactor · githubImprove code structure and readability without changing external behavior through surgical refactoring techniques.
- ▌ code-tour · github bundleCreates CodeTour .tour files — persona-targeted, step-by-step walkthroughs that link to real files and line numbers for any repository.
- ▌ first-ask · githubRefines task understanding through iterative questioning before executing, using the Joyride extension for human input.
- ▌ java-docs · githubEnsure Java types are documented with Javadoc comments following best practices for documentation.
- ▌ lsp-setup · github bundleInstalls and configures Language Server Protocol servers for Copilot CLI to enable code intelligence features like go-to-definition, find-references, hover, and type info.
- ▌ namecheap · github bundleManage DNS records for domains registered with Namecheap via their API, including setup and credential configuration.
- ▌ 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.
- ▌ arize-trace · github bundleDownloads, exports, and inspects Arize traces and spans to debug LLM application behavior using the ax CLI.
- ▌ batch-files · github bundleWrite, debug, and maintain Windows batch files (.bat/.cmd) for system administration, automation, and CLI tool development.
- ▌ context-map · githubAnalyze a codebase and generate a structured map of files relevant to a task before making changes.
- ▌ create-llms · githubGenerate an llms.txt file from repository structure, following the llms.txt specification to help LLMs navigate and understand the project.
- ▌ cli-mastery · github bundleInteractive training for the GitHub Copilot CLI with guided lessons, quizzes, scenario challenges, and a full reference covering slash commands, shortcuts, modes, agents, skills, MCP, and configuration.
- ▌ csharp-docs · githubEnsure C# types are documented with XML comments following best practices for summaries, parameters, returns, and exceptions.
- ▌ doublecheck · github bundleRuns a three-layer verification pipeline on AI-generated output: extracts verifiable claims, finds supporting or contradicting sources via web search, and produces a structured verification report with source links for human review.
- ▌ copilot-sdk · githubEmbed Copilot's agentic workflows in any application using Python, TypeScript, Go, or .NET.
- ▌ game-engine · github bundleBuild web-based games and game engines using HTML5 Canvas, WebGL, and JavaScript with frameworks like Phaser, Three.js, and Babylon.js.
- ▌ msgraph-sdk · github bundleIntegrate Microsoft Graph SDK into .NET, TypeScript/JavaScript, or Python projects to access Microsoft 365 data and services.
- ▌ msstore-cli · githubPublish and manage Windows applications in the Microsoft Store using the msstore CLI, including credential configuration, submission management, packaging, and CI/CD integration.
- ▌ phoenix-cli · github bundleDebug LLM applications using the Phoenix CLI: fetch traces, analyze errors, structure trace review with open and axial coding, inspect datasets, review experiments, and query the GraphQL API.
- ▌ setup-my-iq · github bundleCreates and maintains a personal context portfolio of structured markdown files describing identity, role, team, tools, communication style, and preferences.
- ▌ tldr-prompt · githubCreate concise tldr summaries for GitHub Copilot customization files, MCP server documentation, or Copilot documentation from URLs or queries.
- ▌ update-llms · githubUpdate the llms.txt file in the repository root to reflect changes in documentation, specifications, or repository structure, following the llms.txt specification.
- ▌ agentic-eval · githubImplement iterative evaluation and refinement loops for AI agent outputs, using self-critique, evaluator-optimizer patterns, and rubric-based scoring to improve quality.
- ▌ quasi-coder · githubInterprets shorthand, quasi-code, and natural language descriptions to produce production-quality code, bridging gaps between varying technical expertise levels.
- ▌ autoresearch · githubGuides users through defining goals, metrics, and scope, then runs an autonomous loop of code changes, testing, measuring, and keeping or discarding results for any programming task with a measurable outcome.
- ▌ 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.
- ▌ 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.
- ▌ mvvm-toolkit · github bundleBuild .NET MVVM ViewModels with CommunityToolkit.Mvvm source generators, base classes, and commands for WPF, WinUI, MAUI, Uno, and Avalonia.
- ▌ 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.
- ▌ 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.
- ▌ csharp-mstest · githubWrite effective unit tests with modern MSTest 3.x/4.x, covering assertion APIs, data-driven tests, and test lifecycle best practices.
- ▌ 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-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.
- ▌ breakdown-plan · githubGenerates comprehensive GitHub project plans with Epic > Feature > Story/Enabler > Test hierarchy, dependencies, priorities, and automated issue tracking.
- ▌ 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.
- ▌ 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.
- ▌ eval-driven-dev · github bundleBuild automated evaluation pipelines for Python LLM applications using real LLM calls and structured test datasets.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ webapp-testing · github bundleTest and debug local web applications using Playwright browser automation, including UI verification, screenshot capture, and console log inspection.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ arize-annotation · github bundleCreates and manages annotation configs and annotation queues on Arize, and applies human annotations to project spans via the Python SDK.
- ▌ arize-experiment · github bundleCreates, runs, and analyzes Arize experiments for evaluating and comparing model performance using the ax CLI.
- ▌ fluentui-blazor · github bundleUse the Microsoft Fluent UI Blazor component library in Blazor applications, covering setup, providers, icons, list components, dialogs, toasts, and theming.
- ▌ 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.
- ▌ 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.
- ▌ fabric-lakehouse · github bundleDesign, build, and optimize Microsoft Fabric Lakehouse solutions with guidance on core concepts, components, security, shortcuts, and performance optimization.
- ▌ phoenix-tracing · github bundleInstrument LLM applications with OpenInference tracing for Phoenix AI observability, covering setup, custom spans, and production deployment.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ sql-code-review · githubPerforms comprehensive SQL code review across all major databases, analyzing security, performance, maintainability, and anti-patterns.
- ▌ arch-linux-triage · githubDiagnose and resolve Arch Linux issues using pacman, systemd, and rolling-release best practices.
- ▌ agent-governance · githubAdd governance, safety, and trust controls to AI agent systems with policy enforcement, intent classification, and audit trails.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ sql-optimization · githubOptimize SQL queries, indexes, and database performance across MySQL, PostgreSQL, SQL Server, and Oracle with execution plan analysis and universal tuning techniques.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ penpot-uiux-design · github bundleCreate professional UI/UX designs in Penpot using MCP tools, with guidance on design systems, accessibility, and platform guidelines.
- ▌ aws-cdk-python-setup · githubSet up and initialize AWS CDK applications in Python, including prerequisites, project creation, dependency management, and deployment.
- ▌ qdrant-clients-sdk · githubIntegrate Qdrant vector search into applications using officially supported client SDKs for Python, JavaScript, Rust, Go, .NET, and Java.
- ▌ 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.
- ▌ 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.
- ▌ spring-boot-testing · github bundleProvides expert guidance for testing Spring Boot 4 applications with modern patterns, test slices, and best practices.
- ▌ typespec-create-agent · githubGenerate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot.
- ▌ 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.
- ▌ 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.
- ▌ create-technical-spike · githubCreate time-boxed technical spike documents for researching and resolving critical development decisions before implementation.
- ▌ 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).
- ▌ legacy-circuit-mockups · github bundleGenerate breadboard circuit mockups and visual diagrams for retro computing and electronics projects using HTML5 Canvas.
- ▌ make-repo-contribution · github bundleFollow a project's contribution guidelines when creating issues, branches, commits, and pull requests.
- ▌ multi-stage-dockerfile · githubCreate optimized multi-stage Dockerfiles for any language or framework, following best practices for smaller, more secure container images.
- ▌ next-intl-add-language · githubAdd a new language to a Next.js project using next-intl for internationalization, including translations and configuration updates.
- ▌ qdrant-model-migration · githubGuides embedding model migration in Qdrant without downtime, covering alias swap, side-by-side, and hybrid search strategies.
- ▌ qdrant-version-upgrade · githubUpgrade Qdrant version without interrupting application availability and ensuring data integrity.
- ▌ react18-legacy-context · github bundleMigrates React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API across all provider and consumer files.
- ▌ salesforce-flow-design · githubGuides architecture decisions, flow type selection, bulk safety validation, and fault handling standards for Salesforce Flow design and review.
- ▌ snowflake-semanticview · githubCreate, alter, and validate Snowflake semantic views using Snowflake CLI, including DDL drafting, validation, and querying.
- ▌ apple-appstore-reviewer · githubAudits iOS app source code and metadata to identify App Store rejection risks and optimization opportunities, producing a structured compliance report.
- ▌ 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.
- ▌ bigquery-pipeline-audit · githubAudits Python + BigQuery pipelines for cost safety, idempotency, and production readiness, returning a structured report with exact patch locations.
- ▌ containerize-aspnetcore · githubContainerize an ASP.NET Core project by creating Dockerfile and .dockerignore files customized for the project.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ qdrant-monitoring-setup · githubGuides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.
- ▌ slang-shader-engineer · github bundleWrite, review, refactor, and optimize Slang shader code for graphics, compute, tessellation, and ray tracing pipelines with cross-compilation support.
- ▌ react19-source-patterns · github bundleReference for every source-file migration required for React 19, including API changes, ref handling, and context updates.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ 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.
- ▌ mvvm-toolkit-messenger · github bundleEnables decoupled pub/sub messaging between ViewModels using CommunityToolkit.Mvvm Messenger, covering weak/strong references, request/reply patterns, channel tokens, and lifecycle management.
- ▌ 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.
- ▌ postgresql-code-review · githubReview PostgreSQL code for best practices, anti-patterns, and quality standards including JSONB, arrays, custom types, schema design, functions, and security features like Row Level Security.
- ▌ structured-autonomy-plan · githubCollaborates with users to design structured development plans broken into testable commits, with research and clarification steps.
- ▌ 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.
- ▌ winui3-migration-guide · githubMaps legacy UWP APIs to correct Windows App SDK equivalents with before/after code snippets for migrating to WinUI 3.
- ▌ 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.
- ▌ mcp-create-adaptive-cards · githubAdd Adaptive Card response templates to MCP-based API plugins for visual data presentation in Microsoft 365 Copilot.
- ▌ 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.
- ▌ performance-review-writer · githubDraft performance reviews, self-assessments, peer reviews, and upward feedback in your own voice using WorkIQ to surface actual contributions and structure them into impact-focused writing.
- ▌ power-bi-dax-optimization · githubAnalyzes and optimizes DAX formulas for better performance, readability, and maintainability in Power BI.
- ▌ qdrant-deployment-options · githubGuides selection of Qdrant deployment options: local mode, Docker, self-hosted, Qdrant Cloud, Hybrid Cloud, or Qdrant EDGE based on latency, control, and production needs.
- ▌ react-audit-grep-patterns · github bundleProvides grep scan commands for auditing React codebases before upgrading to React 18.3.1 or React 19.
- ▌ react18-batching-patterns · github bundleDiagnose and fix automatic batching regressions in React 18 class components with a decision tree for setState behavior changes.
- ▌ react18-dep-compatibility · github bundleCheck minimum dependency versions for React 18.3.1 and React 19 compatibility, resolve peer dependency conflicts, and decide on upgrade strategies.
- ▌ ruby-mcp-server-generator · githubGenerate a complete, production-ready MCP server project in Ruby using the official MCP Ruby SDK.
- ▌ rust-mcp-server-generator · githubGenerate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK.
- ▌ postgresql-optimization · githubOptimize PostgreSQL databases with advanced features, performance tuning, and best practices for JSONB, full-text search, window functions, and indexing.
- ▌ acquire-codebase-knowledge · github bundleMaps, documents, and onboards into an existing codebase by generating seven structured documents covering stack, structure, architecture, conventions, integrations, testing, and concerns.
- ▌ aspnet-minimal-api-openapi · githubCreate ASP.NET Minimal API endpoints with proper types and comprehensive OpenAPI/Swagger documentation.
- ▌ azure-deployment-preflight · github bundleValidates Bicep deployments to Azure before execution, including syntax checks, what-if analysis, and permission verification.
- ▌ 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.
- ▌ commit-message-storyteller · github bundleTransforms git diffs and change descriptions into narrative commit messages that explain why a change was made, following Conventional Commits format.
- ▌ content-management-systems · github bundleProvides guidance for building and modifying content management systems across platforms like WordPress, Shopify, Drupal, and Webflow, covering themes, plugins, admin interfaces, media handling, content models, and static export workflows.
- ▌ create-implementation-plan · githubGenerate structured, machine-readable implementation plans for features, refactoring, upgrades, or infrastructure changes.
- ▌ from-the-other-side-anitta · githubProvides a rigorous thinking partner profile that challenges assumptions, calibrates claims to evidence, and improves decision quality under uncertainty.
- ▌ javascript-typescript-jest · githubProvides best practices for writing JavaScript/TypeScript tests using Jest, including test structure, mocking strategies, async testing, snapshot testing, and React component testing.
- ▌ javax-to-jakarta-migration · githubMigrate Java code from javax.* to jakarta.* namespace when upgrading to Tomcat 11, Jakarta EE 10, or when javax imports are detected.
- ▌ nano-banana-pro-openrouter · github bundleGenerate or edit images via OpenRouter using the Gemini 3 Pro Image model, with support for prompt-only generation, single-image edits, and multi-image compositing at 1K/2K/4K resolutions.
- ▌ oo-component-documentation · github bundleCreate or update standardized object-oriented component documentation by analyzing source code and following a shared template with mode-specific guidance.
- ▌ playwright-explore-website · githubExplores websites using Playwright to identify core features and generate test cases.
- ▌ qdrant-scaling-qps · githubGuides scaling Qdrant query throughput (QPS) through performance tuning, horizontal scaling with read replicas, and disk I/O optimization.
- ▌ react18-lifecycle-patterns · github bundleMigrate React class component lifecycle methods (componentWillMount, componentWillReceiveProps, componentWillUpdate) to React 18.3.1 compliant patterns with decision trees and before/after code examples.
- ▌ php-mcp-server-generator · githubGenerate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK.
- ▌ readme-blueprint-generator · githubGenerates a comprehensive README.md by analyzing project documentation files in .github/copilot and copilot-instructions.md.
- ▌ swift-mcp-server-generator · githubGenerate a complete, production-ready Model Context Protocol server project in Swift using the official MCP Swift SDK.
- ▌ typespec-create-api-plugin · githubGenerate TypeSpec API plugin files for Microsoft 365 Copilot, defining REST operations, authentication, and Adaptive Cards.
- ▌ update-implementation-plan · githubUpdate an existing implementation plan file with new or updated requirements for features, refactoring, package upgrades, design, architecture, or infrastructure.
- ▌ update-markdown-file-index · githubUpdates a markdown file section with an index or table of files from a specified folder, preserving existing structure and formatting.
- ▌ appinsights-instrumentation · github bundleInstrument a web application to send telemetry data to Azure Application Insights for observability of app health.
- ▌ aws-well-architected-review · githubReviews AWS infrastructure as code and deployed resources against the Well-Architected Framework, generating findings and GitHub issues for remediation.
- ▌ dataverse-python-quickstart · githubGenerate Python SDK setup, CRUD, bulk, and paging snippets for Microsoft Dataverse using official patterns.
- ▌ from-the-other-side-wiggins · githubProvides narrative synthesis, framing, and audience-aware communication patterns to improve decision narratives, written artifacts, and shared understanding.
- ▌ kotlin-mcp-server-generator · githubGenerates a complete Kotlin MCP server project with Gradle structure, dependencies, and implementation using the official kotlin-sdk library.
- ▌ openapi-to-application-code · githubGenerate a complete, production-ready application from an OpenAPI specification using the active framework's conventions and best practices.
- ▌ python-mcp-server-generator · githubGenerate a complete MCP server project in Python with tools, resources, and proper configuration using uv and the MCP SDK.
- ▌ python-pypi-package-builder · github bundleBuild, test, lint, version, and publish production-grade Python libraries to PyPI with support for multiple build backends, versioning strategies, and CI/CD.
- ▌ qdrant-monitoring-debugging · githubDiagnoses Qdrant production issues using metrics and observability tools, covering optimizer problems, memory spikes, and slow queries.
- ▌ aws-cloudwatch-investigation · githubInvestigate production incidents using CloudWatch Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing decision tree, and PromQL-style metric query patterns.
- ▌ aws-resource-health-diagnose · githubAnalyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
- ▌ azure-architecture-autopilot · github bundleDesign Azure infrastructure using natural language or analyze existing resources to generate architecture diagrams, refine them through conversation, and deploy with Bicep.
- ▌ dotnet-design-pattern-review · githubReview C#/.NET code for design pattern implementation and suggest improvements without making changes.
- ▌ github-codespaces-efficiency · github bundleAudit and improve GitHub Codespaces efficiency by analyzing devcontainer configurations, machine sizing, prebuild strategy, and idle timeout settings.
- ▌ gtm-partnership-architecture · githubBuild and scale partner ecosystems that drive revenue and platform adoption, covering program design, tiering, co-marketing, build-vs-partner decisions, and structured deployment.
- ▌ mcp-create-declarative-agent · githubCreates a declarative agent for Microsoft 365 Copilot by integrating an MCP server with authentication, tool selection, and configuration.
- ▌ power-bi-model-design-review · githubEvaluates Power BI data model architecture, relationships, storage modes, and performance to identify optimization opportunities and ensure adherence to best practices.
- ▌ structured-autonomy-generate · githubGenerates complete, copy-paste ready implementation documentation from a PR plan, including code blocks and verification checklists.
- ▌ transloadit-media-processing · githubEncode video to HLS/MP4, generate thumbnails, resize or watermark images, extract audio, concatenate clips, add subtitles, OCR documents, and build multi-step media processing pipelines using Transloadit's cloud infrastructure.
- ▌ arize-ai-provider-integration · github bundleManage Arize AI integrations that store LLM provider credentials for evaluators and other features. Supports creating, reading, updating, and deleting integrations with providers like OpenAI, Anthropic, Azure OpenAI, AWS Bedrock, Vertex AI, Gemini, and NVIDIA NIM.
- ▌ containerize-aspnet-framework · githubCreates Dockerfiles and configuration files to containerize ASP.NET .NET Framework projects for Windows Docker containers.
- ▌ gtm-technical-product-pricing · githubChoose pricing models, set freemium thresholds, and structure enterprise pricing conversations for technical products.
- ▌ python-azure-iot-edge-modules · github bundleDesign, implement, and validate Python-based IoT Edge modules for telemetry processing, local inference, protocol translation, and edge-to-cloud integration.
- ▌ structured-autonomy-implement · githubExecutes a predefined implementation plan step by step, updating progress inline and running build or test commands.
- ▌ azure-resource-health-diagnose · githubAnalyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.
- ▌ create-spring-boot-java-project · githubScaffolds a Spring Boot Java project with Maven, PostgreSQL, Redis, MongoDB, and Docker Compose.
- ▌ flowstudio-power-automate-build · github bundleBuild, scaffold, and deploy Power Automate cloud flows programmatically via the FlowStudio MCP server, including constructing flow definitions, wiring connections, deploying, and testing.
- ▌ flowstudio-power-automate-debug · github bundleDebug failing Power Automate cloud flows by inspecting action-level inputs and outputs through the FlowStudio MCP server.
- ▌ gtm-enterprise-account-planning · githubPlan and execute enterprise sales cycles using MEDDICC qualification, mutual action plans, and stakeholder mapping to systematically close complex deals.
- ▌ image-manipulation-image-magick · githubProcess and manipulate images using ImageMagick: resize, convert formats, batch process, and retrieve metadata.
- ▌ qdrant-performance-optimization · githubOptimize Qdrant vector search performance through indexing strategies, query tuning, memory management, and hardware considerations.
- ▌ qdrant-minimize-latency · githubGuides optimization of Qdrant query latency by tuning segments, memory, quantization, and search parameters.
- ▌ qdrant-search-quality-diagnosis · githubDiagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.
- ▌ sql-server-table-reconciliation · github bundleCompare identical tables across two SQL Server instances using Python with mssql-python and Apache Arrow, detecting missing rows, column mismatches, schema drift, and generating a reconciliation report.
- ▌ typescript-mcp-server-generator · githubGenerate a complete, production-ready MCP server project in TypeScript with tools, resources, and proper configuration.
- ▌ architecture-blueprint-generator · githubAnalyzes codebases to generate comprehensive architectural documentation, including technology stack detection, visual diagrams, and implementation patterns.
- ▌ adobe-illustrator-scripting · github bundleWrite, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Covers the complete object model, coordinate system, measurement units, export workflows, and best practices.
- ▌ breakdown-feature-implementation · githubCreates detailed technical implementation plans for features based on a Feature PRD, including system architecture, database schema, API design, and frontend component hierarchy.
- ▌ comment-code-generate-a-tutorial · githubRefactors a Python script into a beginner-friendly project with clear comments and a complete markdown tutorial.
- ▌ dataverse-python-production-code · githubGenerate production-ready Python code using the Dataverse SDK with error handling, retry logic, OData optimization, and logging.
- ▌ dataverse-python-usecase-builder · githubGenerate production-ready Dataverse SDK solutions with architecture recommendations, data models, and implementation code for common business use cases.
- ▌ remember-interactive-programming · githubReminds the agent to act as an interactive programmer using a live REPL for exploration and modification, with structural editing and todo list management.
- ▌ acreadiness-generate-instructions · githubGenerate tailored AI agent instruction files for VS Code Copilot and other coding agents, using AgentRC to analyze your codebase and produce flat or nested instruction files with optional per-area scoping.
- ▌ create-spring-boot-kotlin-project · githubScaffolds a Spring Boot Kotlin project with Gradle, WebFlux, R2DBC, Redis, MongoDB, and Testcontainers, including Docker Compose setup.
- ▌ refactor-method-complexity-reduce · githubReduces cognitive complexity of a specified method by extracting logic into focused helper methods, improving readability and maintainability.
- ▌ arduino-azure-iot-edge-integration · github bundleDesign and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production guardrails.
- ▌ code-exemplars-blueprint-generator · githubGenerates customizable prompts for scanning codebases to identify and document high-quality code exemplars, supporting multiple programming languages and configurable analysis depth.
- ▌ react19-concurrent-patterns · github bundlePreserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration.
- ▌ dataverse-python-advanced-patterns · githubGenerate production-ready Python code for Dataverse SDK with advanced patterns including error handling, batch operations, OData optimization, and Pandas integration.
- ▌ update-avm-modules-in-bicep · githubUpdate Azure Verified Modules (AVM) to their latest versions in Bicep files, with support for non-breaking changes and manual review for breaking changes.
- ▌ playwright-automation-fill-in-form · githubAutomates filling in a Microsoft Forms form using Playwright MCP, with a review step before submission.
- ▌ power-platform-mcp-connector-suite · githubGenerate complete Power Platform custom connectors with Model Context Protocol integration for Copilot Studio, including schema generation, validation, troubleshooting, and certification preparation.
- ▌ qdrant-scaling-data-volume · githubGuides scaling decisions for Qdrant vector databases when data volume exceeds single-node capacity, covering tenant scaling, time window rotation, vertical scaling, and horizontal sharding.
- ▌ ai-prompt-engineering-safety-review · githubAnalyzes prompts for safety, bias, security vulnerabilities, and effectiveness, providing detailed improvement recommendations with frameworks, testing methodologies, and educational content.
- ▌ mcp-copilot-studio-server-generator · githubGenerates a complete MCP server implementation optimized for Microsoft Copilot Studio, including Power Platform connector schema, custom C# logic, and deployment configuration.
- ▌ excalidraw-diagram-generator · github bundleGenerate Excalidraw diagrams from natural language descriptions, supporting flowcharts, relationship diagrams, mind maps, architecture diagrams, and more. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
- ▌ power-bi-report-design-consultation · githubGuides the design of effective, user-friendly, and accessible Power BI reports with optimal chart selection and layout design.
- ▌ qdrant-scaling-query-volume · githubOptimizes Qdrant query performance for large limits across multiple shards by using Poisson-distributed subsampling to reduce inter-shard data transfer.
- ▌ gsap-framer-scroll-animation · github bundleBuild scroll animations, parallax effects, pinned sections, and scroll-triggered reveals using GSAP ScrollTrigger or Framer Motion in vanilla JS, React, or Next.js.
- ▌ terraform-azurerm-set-diff-analyzer · github bundleAnalyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and actual resource changes.
- ▌ create-architectural-decision-record · githubGenerate structured Architectural Decision Record (ADR) documents with standardized front matter, consequences, and alternatives for AI-optimized decision documentation.
- ▌ flowstudio-power-automate-governance · githubGovern Power Automate flows and Power Apps at scale by classifying business impact, detecting orphaned resources, auditing connectors, enforcing compliance, and computing archive scores — all without Dataverse or the CoE Starter Kit.
- ▌ minecraft-plugin-development · github bundleBuild and modify Minecraft server plugins for Paper, Spigot, or Bukkit, covering plugin.yml setup, commands, listeners, schedulers, player state, team/arena systems, persistent progression, economy, configuration, and Adventure text.
- ▌ flowstudio-power-automate-monitoring · githubMonitor Power Automate flow health, failure rates, and tenant assets through the FlowStudio MCP cached store with governance metadata and remediation hints.
- ▌ power-apps-code-app-scaffold · githubScaffold a complete Power Apps Code App project with PAC CLI setup, SDK integration, and connector configuration.
- ▌ folder-structure-blueprint-generator · githubAnalyzes project folder structures, auto-detects technology stacks, and generates detailed blueprints with naming conventions, file placement patterns, and templates for consistent code organization.
- ▌ gtm-board-and-investor-communication · githubStructure board meetings, investor updates, and executive communication that builds trust and drives decisions.
- ▌ power-bi-performance-troubleshooting · githubSystematically diagnose and resolve performance issues in Power BI models, reports, and queries using a structured troubleshooting methodology.
- ▌ technology-stack-blueprint-generator · githubAnalyzes codebases to generate detailed technology stack blueprints with version information, licensing, usage patterns, coding conventions, and architecture diagrams.
- ▌ azure-smart-city-iot-solution-builder · github bundleDesign and plan end-to-end Azure IoT and Smart City solutions: requirements, architecture, security, operations, cost, and a phased delivery plan with concrete implementation artifacts.
- ▌ react-container-presentation-component · github bundleScaffold React components following the Container/Presentation pattern under src/components, with TypeScript, Storybook, and SCSS conventions.
- ▌ flowstudio-power-automate-mcp · github bundleConnects an AI agent to a FlowStudio MCP server for Power Automate, handling authentication, tool discovery, and response parsing. Load this foundation skill before using specialized workflow skills for building, debugging, monitoring, or governing flows.
- ▌ reviewing-oracle-to-postgres-migration · github bundleIdentifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences. Use when planning a database migration, reviewing migration artifacts, or validating integration test coverage.
- ▌ qdrant-search-strategies · githubGuides selection of Qdrant search strategies including hybrid search, reranking, relevance feedback, MMR, and discovery APIs to improve retrieval quality.
- ▌ import-infrastructure-as-code · githubImport existing Azure resources into Terraform using Azure CLI discovery and Azure Verified Modules (AVM).
- ▌ copilot-instructions-blueprint-generator · githubGenerates a comprehensive copilot-instructions.md file that guides GitHub Copilot to produce code consistent with project standards, architecture patterns, and exact technology versions by analyzing existing codebase patterns.
- ▌ generate-custom-instructions-from-codebase · githubAnalyzes differences between two project versions to generate precise migration instructions for GitHub Copilot, enabling consistent code transformations during technology migrations, refactoring, or framework upgrades.
- ▌ github-actions-runtime-upgrade-conventions · githubUpgrade GitHub Actions to supported runtimes by selecting safe action versions, preserving workflow behavior, and validating post-upgrade execution.
- ▌ create-github-action-workflow-specification · githubCreates a formal, AI-optimized specification for an existing GitHub Actions CI/CD workflow, focusing on behavior and requirements rather than implementation details.
- ▌ salesforce-component-standards · githubEnforce quality, security, and accessibility standards for Salesforce Lightning Web Components, Aura components, and Visualforce pages.
- ▌ suggest-awesome-github-copilot-instructions · githubSuggests relevant GitHub Copilot instruction files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing instructions and identifying outdated ones.
- ▌ project-workflow-analysis-blueprint-generator · githubGenerates detailed, technology-agnostic implementation blueprints by analyzing project architecture, technology stacks, and data flow patterns.
- ▌ create-github-issue-feature-from-specification · githubCreates a GitHub issue from a specification file using a feature request template, checking for existing issues first.
- ▌ migrating-oracle-to-postgres-stored-procedures · githubTranslates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL, preserving method signatures and type-anchored parameters while applying Oracle-compatible sorting and leveraging orafce.
- ▌ creating-oracle-to-postgres-migration-bug-report · github bundleCreates structured bug reports for defects found during Oracle-to-PostgreSQL migration, documenting behavioral differences with severity, root cause, and remediation steps.
- ▌ creating-oracle-to-postgres-master-migration-plan · githubDiscovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master migration plan.
- ▌ java-refactoring-extract-method · githubRefactors Java methods by extracting code blocks into separate, well-named methods to improve readability and maintainability.
- ▌ qdrant-tenant-scaling · githubGuides scaling Qdrant for multi-tenant workloads using payload partitioning, custom sharding, and tiered multitenancy.
- ▌ qdrant-vertical-scaling · githubGuides vertical scaling decisions for Qdrant vector databases, covering when to scale up, how to resize nodes in Qdrant Cloud or self-hosted deployments, RAM sizing formulas, and when to switch to horizontal scaling.
- ▌ create-github-issues-feature-from-implementation-plan · githubCreates GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.
- ▌ qdrant-horizontal-scaling · githubDiagnoses Qdrant capacity needs and guides horizontal scaling decisions, including node count, shard count, replication factor, and resharding trade-offs.
- ▌ scaffolding-oracle-to-postgres-migration-test-project · githubScaffolds an xUnit integration test project for validating Oracle-to-PostgreSQL database migration behavior in .NET solutions, including transaction-rollback base class and seed data manager.
- ▌ qdrant-sliding-time-window · githubGuides scaling Qdrant vector search with time-based data rotation using shard rotation, collection rotation, or filter-and-delete strategies.
- ▌ creating-oracle-to-postgres-migration-integration-tests · githubGenerates integration test cases for .NET data access artifacts during Oracle-to-PostgreSQL database migrations, producing DB-agnostic xUnit tests with deterministic seed data that validate behavior consistency across both database systems.
- ▌ create-github-issues-for-unmet-specification-requirements · githubCreates GitHub Issues for unimplemented requirements from specification files, checking the codebase and existing issues to avoid duplicates.
- ▌ planning-oracle-to-postgres-migration-integration-testing · githubCreates an integration testing plan for .NET data access artifacts during Oracle-to-PostgreSQL database migrations, analyzing a project to identify repositories, DAOs, and service layers that interact with the database, then producing a structured testing plan.
- ▌ qdrant-memory-usage-optimization · githubDiagnoses and reduces Qdrant memory usage by analyzing resident memory, page cache, and providing optimization techniques like quantization, on-disk storage, and async_scorer.
- ▌ qdrant-search-speed-optimization · githubDiagnoses and resolves slow Qdrant search performance issues including high latency, low throughput, and slow filtered searches.
- ▌ qdrant-indexing-performance-optimization · githubDiagnoses and resolves slow Qdrant indexing and data ingestion by optimizing batching, sharding, HNSW parameters, and payload indexing strategies.
- ▌ write-coding-standards-from-file · githubAnalyze existing code files to generate a project-specific coding standards document, with options for templates, README insertion, and inconsistency detection.
- ▌ java-refactoring-remove-parameter · githubRefactors Java methods by removing unused or redundant parameters to improve readability and maintainability.
- ▌ java-add-graalvm-native-image-support · githubAdds GraalVM native image support to Java applications by analyzing the project structure, configuring the build tool, and iteratively resolving build errors.
- ▌ suggest-awesome-github-copilot-agents · githubSuggest relevant GitHub Copilot Custom Agents from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates and identifying outdated agents.
- ▌ suggest-awesome-github-copilot-skills · githubSuggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing skills and identifying outdated ones.