github on GitHub

github

github maintains 206 skills, 1 mcp server listed here — ranked by real installs and GitHub stars, refreshed continuously and never faked.

github.com/github ↗
Listed tools
207
Combined stars
32k
Combined installs
2.1M

Agent Skills 206

git-commit Standardized git commits using Conventional Commits specification with intelligent diff analysis and message generation. 40k installs excalidraw-diagram-generator Generate Excalidraw diagrams from natural language descriptions in multiple formats. 27k installs documentation-writer Expert technical writer for Diátaxis-framework documentation creation across tutorials, how-to guides, reference, and explanation… 23k installs gh-cli Complete GitHub CLI reference for repositories, issues, pull requests, Actions, projects, releases, and all command-line GitHub o… 22k installs prd Generate comprehensive Product Requirements Documents that translate business vision into technical specifications. 21k installs refactor Surgical code refactoring to improve maintainability without changing behavior. 20k installs multi-stage-dockerfile Build optimized, secure multi-stage Dockerfiles for any language or framework. 19k installs java-springboot Comprehensive best practices guide for building production-ready Spring Boot applications. 18k installs playwright-generate-test Generate Playwright tests from scenarios using interactive browser exploration and validation. 16k installs create-readme Generates comprehensive README.md files for projects with professional structure and formatting. 16k installs conventional-commit Structured prompt template for generating standardized conventional commit messages. 14k installs postgresql-optimization Expert guidance on PostgreSQL-specific features, optimization patterns, and advanced data type capabilities. 14k installs chrome-devtools Expert-level browser automation, debugging, and performance analysis via Chrome DevTools protocol. 14k installs dotnet-best-practices Validate .NET/C# code against comprehensive best practices for your solution and project. 14k installs playwright-explore-website Automated website exploration and test case generation using Playwright. 13k installs github-issues Create, update, and manage GitHub issues with full workflow support including types, labels, assignees, and dependencies. 13k installs sql-optimization Universal SQL performance optimization across MySQL, PostgreSQL, SQL Server, Oracle, and other databases. 13k installs microsoft-docs Search official Microsoft documentation across Azure, .NET, Agent Framework, Aspire, VS Code, and GitHub. 13k installs microsoft-code-reference Verify Microsoft SDK methods, find working code samples, and catch hallucinated APIs against official docs. 13k installs nuget-manager NuGet package management for .NET projects using dotnet CLI with strict workflows for adds, removes, and version updates. 13k installs create-specification Generate structured, AI-optimized specification documents with standardized templates and machine-readable formatting. 13k installs memory-merger Consolidates mature learnings from domain memory files into instruction files with quality-assured merging. 13k installs playwright-automation-fill-in-form Automate form filling with Playwright MCP, including text input, date/time selection, and file uploads. 13k installs refactor-plan Detailed multi-file refactor planning with safety checks and rollback guidance. 12k installs web-design-reviewer Visual inspection and source-level fixing of website design issues across responsive, accessibility, and layout concerns. 12k installs azure-devops-cli Manage Azure DevOps resources including projects, repos, pipelines, builds, work items, and service endpoints via CLI. 12k installs sql-code-review Comprehensive SQL security, performance, and quality analysis across MySQL, PostgreSQL, SQL Server, and Oracle databases. 12k installs javascript-typescript-jest Jest testing best practices for JavaScript and TypeScript projects with mocking, async handling, and React patterns. 12k installs create-implementation-plan Create structured, machine-readable implementation plans for features, refactoring, upgrades, and infrastructure changes. 12k installs pytest-coverage Run pytest with coverage reporting to identify and eliminate untested code lines. 12k installs create-agentsmd Generates standardized AGENTS.md files to help AI coding agents understand and work with your repository. 12k installs penpot-uiux-design Professional UI/UX design creation in Penpot with MCP tools, design systems, and accessibility standards. 12k installs webapp-testing Browser automation and testing toolkit for local web applications using Playwright. 12k installs game-engine Web-based game engine and game development using HTML5 Canvas, WebGL, and JavaScript. 12k installs architecture-blueprint-generator Analyzes codebases to generate comprehensive architectural documentation with diagrams and implementation patterns. 11k installs typescript-mcp-server-generator Complete TypeScript MCP server project generator with tools, resources, and transport configuration. 11k installs postgresql-code-review PostgreSQL code review assistant covering JSONB, arrays, custom types, schema design, and security best practices. 11k installs java-junit JUnit 5 best practices for standard and data-driven unit testing with practical patterns. 11k installs review-and-refactor Automated code review and refactoring against project-specific coding guidelines and instructions. 11k installs dotnet-design-pattern-review Comprehensive C#/.NET design pattern analysis with actionable improvement recommendations. 11k installs update-implementation-plan Update implementation plan files with new requirements for features, refactoring, or infrastructure changes. 11k installs make-repo-contribution Enforce repository contribution guidelines before creating issues, branches, commits, or pull requests. 11k installs editorconfig EditorConfig file generator that analyzes projects and creates comprehensive editor configuration based on best practices. 11k installs java-docs Javadoc best practices for documenting Java types, methods, and members. 10k installs apple-appstore-reviewer Codebase auditor identifying Apple App Store rejection risks and compliance gaps. 10k installs python-mcp-server-generator Complete Python MCP server project generator with tools, resources, and proper configuration. 10k installs ai-prompt-engineering-safety-review Comprehensive safety analysis and improvement framework for AI prompts with detailed assessment methodologies. 9.9k installs agentic-eval Iterative evaluation and refinement patterns for improving AI agent outputs through self-critique loops. 9.9k installs pdftk-server pdftk server 9.8k installs create-github-action-workflow-specification Generates formal, AI-optimized specifications for GitHub Actions workflows to standardize documentation and enable maintenance. 9.8k installs csharp-async Best practices guide for C# asynchronous programming patterns and pitfalls. 9.8k installs my-pull-requests List and summarize your pull requests in the current GitHub repository. 9.8k installs nano-banana-pro-openrouter Image generation and editing via OpenRouter's Gemini 3 Pro model with multi-image compositing support. 9.8k installs breakdown-feature-prd Structured PRD generation prompt for breaking down Epics into detailed feature specifications. 9.8k installs refactor-method-complexity-reduce Refactor a method to reduce cognitive complexity by extracting helper methods. 9.7k installs scoutqa-test AI-powered exploratory testing for web applications with autonomous issue discovery and verification. 9.7k installs markdown-to-html Convert Markdown documents to HTML using marked.js, pandoc, gomarkdown, or static site generators. 9.6k installs my-issues Search and prioritize your assigned issues by age, engagement, and status. 9.6k installs create-architectural-decision-record Structured Architectural Decision Record generator with AI-optimized formatting and sequential file management. 9.6k installs dataverse-python-production-code Generate production-ready Python code for Dataverse SDK with error handling and best practices. 9.6k installs meeting-minutes Generates concise, actionable meeting minutes for internal meetings under 60 minutes with standardized metadata, decisions, and a… 9.5k installs csharp-xunit Comprehensive XUnit testing guide covering standard facts, data-driven theories, and best practices. 9.5k installs prompt-builder Guides developers through creating production-ready GitHub Copilot prompts with structured discovery and best practices. 9.5k installs powerbi-modeling Semantic modeling assistant for building optimized Power BI data models with DAX, relationships, and best practices. 9.5k installs mcp-cli Command-line interface for discovering and executing MCP server tools and external integrations. 9.5k installs plantuml-ascii Generate ASCII art diagrams from PlantUML text syntax for terminal and documentation use. 9.4k installs dotnet-upgrade dotnet upgrade 9.4k installs kotlin-springboot Spring Boot development patterns and idioms tailored for Kotlin applications. 9.4k installs azure-deployment-preflight Validates Bicep deployments to Azure before execution, detecting syntax errors, permission issues, and previewing infrastructure… 9.4k installs boost-prompt Interactive workflow to refine task prompts through structured questioning and clipboard delivery. 9.4k installs appinsights-instrumentation Add Azure App Insights telemetry to ASP.NET Core or Node.js webapps hosted in Azure. 9.4k installs context-map Analyze codebases and map task-relevant files before implementing changes. 9.4k installs devops-rollout-plan Comprehensive rollout plan generator with preflight checks, phased deployment, verification signals, and rollback procedures. 9.4k installs write-coding-standards-from-file Analyze existing code files to automatically generate a project coding standards document. 9.4k installs image-manipulation-image-magick Image processing and manipulation using ImageMagick across Windows, Linux, and macOS. 9.4k installs agent-governance Declarative policies, intent classification, and audit trails for controlling AI agent tool access and behavior. 9.4k installs readme-blueprint-generator Automated README generation by analyzing project documentation structure and metadata files. 9.3k installs git-flow-branch-creator Analyzes git changes and creates semantic Git Flow branches automatically based on change type. 9.3k installs azure-role-selector Guidance for selecting least-privilege Azure roles matching specific permission requirements. 9.3k installs create-spring-boot-java-project Generate a Spring Boot 3.4.5 project skeleton with PostgreSQL, Redis, MongoDB, and Docker Compose. 9.3k installs copilot-sdk Programmatic agent runtime for embedding Copilot's agentic workflows in applications across Python, TypeScript, Go, and .NET. 9.3k installs project-workflow-analysis-blueprint-generator Generates detailed implementation blueprints by analyzing project architecture, technology stacks, and workflow patterns. 9.2k installs csharp-docs XML documentation standards and patterns for C# public APIs and members. 9.2k installs folder-structure-blueprint-generator Analyzes project folder structures across multiple technology stacks and generates comprehensive organization blueprints. 9.1k installs breakdown-plan Comprehensive project planning with Epic > Feature > Story hierarchy, dependencies, priorities, and GitHub automation. 9.1k installs ef-core Entity Framework Core best practices guide covering design, performance, security, and testing patterns. 9.1k installs next-intl-add-language Add a new language to a Next.js application using next-intl internationalization. 9.1k installs remember Persistent, domain-organized memory system that captures lessons learned across VS Code projects. 9.1k installs power-bi-report-design-consultation Comprehensive Power BI design consultation framework covering chart selection, layout strategy, accessibility, and interactive pa… 9.1k installs add-educational-comments Add educational comments to code files to transform them into effective learning resources. 9.1k installs breakdown-feature-implementation Detailed feature implementation plan generator following Epoch monorepo conventions. 9.1k installs dataverse-python-advanced-patterns Production-ready Dataverse SDK patterns with error handling, batch operations, and optimization techniques. 9.1k installs java-refactoring-extract-method Java method extraction refactoring for improved readability and maintainability. 9.1k installs update-specification Update specification files for AI-ready consumption based on new requirements or code changes. 9k installs breakdown-test Comprehensive test planning and quality assurance documentation generator aligned with ISTQB and ISO 25010 standards. 9k installs create-github-pull-request-from-specification Automated GitHub pull request creation from specification templates with draft-to-review workflow. 9k installs openapi-to-application-code Generate complete, production-ready applications directly from OpenAPI specifications. 9k installs rust-mcp-server-generator Scaffolds production-ready Rust MCP server projects with tools, prompts, resources, and full test coverage. 9k installs create-github-issues-feature-from-implementation-plan Create GitHub Issues automatically from implementation plan phases. 9k installs finnish-humanizer Detect and remove AI-generated patterns from Finnish text to match native speaker voice. 9k installs create-llms Generates a specification-compliant llms.txt file that guides LLMs through repository structure and documentation. 9k installs make-skill-template Scaffold new Agent Skills with proper frontmatter, directory structure, and bundled resource organization. 9k installs aspnet-minimal-api-openapi ASP.NET Minimal API endpoints with automatic OpenAPI/Swagger documentation and strong typing. 8.9k installs breakdown-epic-pm Structured prompt for generating Epic-level Product Requirements Documents with consistent output format. 8.9k installs snowflake-semanticview Build and validate Snowflake semantic views using Snowflake CLI with guided DDL creation and testing. 8.9k installs debian-linux-triage Expert-guided triage and resolution for Debian Linux system issues using apt, systemd, and AppArmor. 8.9k installs vscode-ext-commands VS Code extension command contribution patterns and naming conventions. 8.9k installs microsoft-skill-creator microsoft skill creator 8.9k installs arch-linux-triage Diagnose and resolve Arch Linux issues with pacman, systemd, and rolling-release best practices. 8.9k installs remember-interactive-programming Micro-prompt that reinforces interactive programming workflows with live REPL access. 8.9k installs technology-stack-blueprint-generator Analyzes codebases to generate detailed technology stack blueprints with architectural documentation. 8.9k installs aspire Code-first orchestration for polyglot distributed apps with automatic service discovery and observability. 8.9k installs power-bi-dax-optimization Comprehensive DAX formula analysis and optimization with performance, readability, and best-practice guidance. 8.8k installs breakdown-epic-arch Architectural planning prompt for translating product requirements into modular, scalable technical specifications. 8.8k installs fluentui-blazor Comprehensive guide for building Blazor apps with Microsoft Fluent UI components. 8.8k installs finalize-agent-prompt Polish and refine agent prompt files against proven best practices. 8.8k installs create-technical-spike Time-boxed technical spike documents for researching critical development decisions before implementation. 8.8k installs convert-plaintext-to-md Convert plain text documentation to markdown with flexible formatting options. 8.8k installs copilot-instructions-blueprint-generator Generate GitHub Copilot instruction files by analyzing actual codebase patterns and technology versions. 8.8k installs repo-story-time repo story time 8.8k installs azure-static-web-apps Deploy static sites and serverless APIs to Azure with local development emulation and CLI automation. 8.8k installs github-copilot-starter Generates production-ready GitHub Copilot configuration files tailored to your project's technology stack. 8.8k installs generate-custom-instructions-from-codebase Generates GitHub Copilot migration instructions by analyzing code differences between project versions. 8.8k installs what-context-needed Ask an AI assistant what files it needs before answering your question. 8.8k installs create-github-issues-for-unmet-specification-requirements Automatically create GitHub issues for specification requirements not yet implemented in code. 8.8k installs vscode-ext-localization Localize VS Code extensions across configurations, walkthrough content, and source code messages. 8.8k installs csharp-nunit NUnit best practices for standard and data-driven unit testing in .NET projects. 8.8k installs legacy-circuit-mockups HTML5 Canvas breadboard circuit mockups for retro computing and vintage electronics projects. 8.8k installs create-github-issue-feature-from-specification Create GitHub issues from specification files using the feature_request.yml template. 8.8k installs update-markdown-file-index Generate and maintain file indexes in markdown documents by scanning folders and updating or creating organized file listings. 8.8k installs go-mcp-server-generator Generate production-ready Go MCP server projects with proper structure, dependencies, and typed tool implementations. 8.8k installs suggest-awesome-github-copilot-skills suggest awesome github copilot skills 8.8k installs azure-resource-visualizer Analyze Azure resource groups and generate detailed Mermaid diagrams showing resource relationships and architecture. 8.8k installs terraform-azurerm-set-diff-analyzer Identify false-positive diffs in Terraform AzureRM plans caused by Set-type attribute ordering. 8.8k installs quasi-coder Interprets shorthand, pseudo-code, and natural language descriptions to generate production-quality code. 8.8k installs java-refactoring-remove-parameter java refactoring remove parameter 8.8k installs mcp-deploy-manage-agents Deploy and manage MCP-based declarative agents across Microsoft 365 with admin center governance, role-based access, and organiza… 8.7k installs structured-autonomy-plan Structured planning framework for breaking development requests into testable, commit-sized implementation steps. 8.7k installs code-exemplars-blueprint-generator Technology-agnostic prompt generator for identifying and documenting high-quality code exemplars across multiple languages. 8.7k installs power-bi-model-design-review Comprehensive Power BI data model design review framework for evaluating architecture, relationships, and optimization. 8.7k installs comment-code-generate-a-tutorial Refactor Python scripts into beginner-friendly projects with instructional comments and markdown tutorials. 8.7k installs workiq-copilot Query Microsoft 365 data with natural language to surface emails, meetings, documents, Teams messages, and people insights. 8.7k installs php-mcp-server-generator Scaffold production-ready PHP MCP server projects with tools, resources, prompts, and tests. 8.7k installs update-llms Maintain accurate llms.txt files that guide LLMs through repository documentation and structure. 8.7k installs power-bi-performance-troubleshooting Systematic framework for diagnosing and resolving Power BI performance bottlenecks across models, reports, and infrastructure. 8.7k installs csharp-mstest Modern unit testing with MSTest 3.x/4.x using current APIs and best practices. 8.7k installs create-tldr-page Create concise, example-driven tldr pages from documentation URLs and command names. 8.7k installs mkdocs-translations ERROR - NOT ENOUGH TEXT ON PAGE 8.7k installs copilot-cli-quickstart Interactive step-by-step tutorials for GitHub Copilot CLI with separate Developer and Non-Developer learning paths. 8.7k installs containerize-aspnetcore Generate Dockerfile and .dockerignore files customized for ASP.NET Core containerization. 8.7k installs first-ask Interactive task refinement workflow that interrogates scope, deliverables, and constraints before execution. 8.7k installs csharp-tunit Best practices for writing unit tests with TUnit, including data-driven and advanced testing patterns. 8.7k installs structured-autonomy-implement Implementation agent that executes predefined plans step-by-step without deviation. 8.7k installs bigquery-pipeline-audit Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness with exact patch locations. 8.7k installs swift-mcp-server-generator Generate complete, production-ready MCP server projects in Swift with the official SDK. 8.7k installs typespec-api-operations RESTful CRUD operations for TypeSpec API plugins with routing, parameters, and adaptive cards. 8.7k installs suggest-awesome-github-copilot-agents suggest awesome github copilot agents 8.7k installs gen-specs-as-issues Systematic workflow for identifying missing features, prioritizing them, and creating detailed GitHub issue specifications. 8.7k installs suggest-awesome-github-copilot-instructions suggest awesome github copilot instructions 8.7k installs tldr-prompt Create concise tldr summaries for GitHub Copilot files, MCP servers, and documentation. 8.7k installs structured-autonomy-generate Generates complete, copy-paste ready implementation documentation from structured PR plans. 8.7k installs fabric-lakehouse Microsoft Fabric Lakehouse storage for unified tabular and non-tabular data with Delta Lake, SQL analytics, and fine-grained secu… 8.7k installs java-mcp-server-generator Generate production-ready MCP servers in Java with the official SDK, Maven or Gradle, and reactive streams. 8.7k installs copilot-usage-metrics Retrieve and display GitHub Copilot usage metrics for organizations and enterprises. 8.6k installs dataverse-python-quickstart Python SDK setup and CRUD snippets for Microsoft Dataverse operations. 8.6k installs mcp-create-adaptive-cards Adaptive Card response templates for MCP-based API plugins in Microsoft 365 Copilot. 8.6k installs power-apps-code-app-scaffold Complete Power Apps Code App project scaffold with PAC CLI integration, SDK setup, and connector configuration. 8.6k installs fedora-linux-triage Diagnose and resolve Fedora Linux issues with dnf, systemd, and SELinux guidance. 8.6k installs mcp-create-declarative-agent Scaffold a declarative agent for Microsoft 365 Copilot integrated with an MCP server. 8.6k installs transloadit-media-processing Cloud-based media processing for video, audio, images, and documents using 86+ specialized robots. 8.6k installs create-spring-boot-kotlin-project Generate a Spring Boot Kotlin project skeleton with pre-configured databases and development services. 8.6k installs dataverse-python-usecase-builder Generate complete, production-ready solutions for Dataverse SDK use cases with architecture guidance. 8.6k installs typespec-create-api-plugin Generate TypeSpec API plugins for Microsoft 365 Copilot with REST operations, authentication, and Adaptive Cards. 8.6k installs java-add-graalvm-native-image-support Automate GraalVM native image configuration, build, and error resolution for Java applications. 8.6k installs sponsor-finder Identify sponsorable open source maintainers across your project's entire dependency tree. 8.6k installs kotlin-mcp-server-generator Generate production-ready Kotlin MCP server projects with Gradle, official SDK, and typed tools. 8.6k installs cosmosdb-datamodeling Comprehensive guide for designing Azure Cosmos DB NoSQL data models through structured requirements gathering and aggregate-orien… 8.6k installs mcp-copilot-studio-server-generator Generate complete MCP server implementations optimized for Copilot Studio with Power Platform connector standards. 8.6k installs shuffle-json-data Randomize JSON object arrays while validating schema consistency and preventing data corruption. 8.6k installs declarative-agents declarative agents 8.6k installs typespec-create-agent Generate a complete TypeSpec declarative agent for Microsoft 365 Copilot with instructions, capabilities, and conversation starte… 8.6k installs azure-resource-health-diagnose Diagnose Azure resource health issues and generate a prioritized remediation plan. 8.6k installs containerize-aspnet-framework Generate Dockerfile and configuration files to containerize an ASP.NET .NET Framework application for Windows containers. 8.6k installs power-platform-mcp-connector-suite Complete Power Platform custom connector generator with MCP integration, schema validation, and Copilot Studio compliance. 8.6k installs az-cost-optimize Analyze Azure resources and IaC files to identify cost optimizations, creating tracked GitHub issues for implementation. 8.6k installs centos-linux-triage Diagnose and resolve CentOS issues with RHEL-compatible commands and SELinux awareness. 8.6k installs entra-agent-user Create Agent Users in Microsoft Entra ID to enable AI agents to act as digital workers with user identity access. 8.5k installs update-avm-modules-in-bicep Automated Azure Verified Module version updates for Bicep files with breaking change detection. 8.5k installs ruby-mcp-server-generator Generate production-ready MCP servers in Ruby using the official SDK with complete project scaffolding. 8.5k installs model-recommendation Analyze chatmode or prompt files to recommend optimal AI models based on task complexity, capabilities, and cost-efficiency. 8.5k installs winapp-cli CLI for Windows app packaging, MSIX creation, certificates, and Microsoft Store deployment across frameworks. 8.5k installs polyglot-test-agent Multi-agent pipeline that generates compilable, passing unit tests across eight programming languages. 8.5k installs csharp-mcp-server-generator Scaffold a production-ready C# MCP server with tools, logging, and proper configuration. 8.4k installs datanalysis-credit-risk datanalysis credit risk 7.2k installs create-oo-component-documentation create oo component documentation 7k installs mcp-configure mcp configure 7k installs update-oo-component-documentation update oo component documentation 7k installs create-web-form create web form 7k installs msstore-cli msstore cli 6.9k installs import-infrastructure-as-code import infrastructure as code 6.8k installs suggest-awesome-github-copilot-prompts suggest awesome github copilot prompts 6.8k installs mentoring-juniors mentoring juniors 6.7k installs noob-mode noob mode 6.3k installs winmd-api-search winmd api search 5.6k installs web-coder web coder 5.6k installs winui3-migration-guide winui3 migration guide 5.6k installs

MCP Servers 1

github has 318 entries in the catalog; the 207 above meet our listing threshold. How we decide what gets listed.

Frequently asked questions

What agentic coding tools does github maintain?

github has 207 tools listed on getagentictools: 206 skills, 1 mcp server. Ranked by popularity, the most widely used are: GitHub (32k ★), git-commit (40k installs), excalidraw-diagram-generator (27k installs), documentation-writer (23k installs), gh-cli (22k installs).

What is github's most popular tool?

GitHub — 32k ★. Integration with GitHub Issues, Pull Requests, and more. Install it with: claude mcp add --transport http github-github-mcp-server https://api.githubcopilot.com/mcp/

Where is github's source code?

On GitHub at github.com/github. Every listing here links straight to its upstream repository — metrics (stars, installs, last-push dates) are read from those repositories and package registries, never entered by hand.

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