PluginBench

AI Skills

Installable SKILL.md packages that extend AI coding agents with reliable workflows and domain-specific judgment — ranked by installs, sourced from skills.sh.

9,639 skills
DA

dataverse-python-usecase-builder

Official
github/awesome-copilot

Generate complete solutions for specific Dataverse SDK use cases with architecture recommendations

8.5k installs
PP

ppt-visual

claude-office-skills/skills

Design presentation visuals and slide layouts. Create visual concepts, suggest graphics, and provide design specifications for impactful PowerPoint slides.

8.5k installsAudited
SP

sponsor-finder

Official
github/awesome-copilot

Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors. Uses deps.dev API for dependency resolution across npm, PyPI, Cargo, Go, RubyGems, Maven, and NuGet. Checks npm funding metadata, FUNDING.yml files, and web search. Verifies every link. Shows direct and transitive dependencies with OSSF Scorecard health data. Invoke with /sponsor followed by a GitHub owner/repo (e.g. "/sponsor expressjs/express").

8.5k installs
JA

java-add-graalvm-native-image-support

Official
github/awesome-copilot

GraalVM Native Image expert that adds native image support to Java applications, builds the project, analyzes build errors, applies fixes, and iterates until successful compilation using Oracle best practices.

8.5k installs
KO

kotlin-mcp-server-generator

Official
github/awesome-copilot

Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library.

8.5k installs
FL

flutter-localizing-apps

Official
flutter/skills

Configures a Flutter app to support multiple languages and regions. Use when preparing an application for international markets and diverse user locales.

8.5k installsAudited
MC

mcp-copilot-studio-server-generator

Official
github/awesome-copilot

Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support

8.5k installs
DE

declarative-agents

Official
github/awesome-copilot

Complete development kit for Microsoft 365 Copilot declarative agents with three comprehensive workflows (basic, advanced, validation), TypeSpec support, and Microsoft 365 Agents Toolkit integration

8.5k installs
CO

cosmosdb-datamodeling

Official
github/awesome-copilot

Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common patterns, artifacts_produced: "cosmosdb_requirements.md" file and "cosmosdb_data_model.md" file

8.5k installs
SH

shuffle-json-data

Official
github/awesome-copilot

Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries.

8.5k installs
TY

typespec-create-agent

Official
github/awesome-copilot

Generate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot

8.5k installs
FL

flutter-working-with-databases

Official
flutter/skills

Manages local data persistence using SQLite or other database solutions. Use when a Flutter app needs to store, query, or synchronize large amounts of structured data on the device.

8.5k installsAudited
FR

frontend-code-review

langgenius/dify

Review Dify frontend code for correctness, accessibility, component design, dify-ui usage, data/query boundaries, performance, and tests. Trigger for `.tsx`, `.ts`, `.js`, UI, React, Next.js, pending-change, or focused frontend review requests.

8.5k installs
MO

model-recommendation

Official
github/awesome-copilot

Analyze chatmode or prompt files and recommend optimal AI models based on task complexity, required capabilities, and cost-efficiency

8.5k installs
CO

containerize-aspnet-framework

Official
github/awesome-copilot

Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.

8.5k installs
AZ

azure-resource-health-diagnose

Official
github/awesome-copilot

Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.

8.5k installs
PO

power-platform-mcp-connector-suite

Official
github/awesome-copilot

Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation

8.5k installs
WI

winapp-cli

Official
github/awesome-copilot

Windows App Development CLI (winapp) for building, packaging, signing, debugging, and UI-automating Windows applications. Use when asked to initialize Windows app projects, create MSIX packages, manage AppxManifest.xml or development certificates, run an app as packaged for debugging, automate Windows UI via Microsoft UI Automation, publish to the Microsoft Store, or access Windows SDK build tools. Covers commands like init, pack, run, unregister, manifest, cert, sign, store, ui, and tool. Supports .NET (csproj), C++, Electron, Rust, Tauri, Flutter, and other Windows frameworks.

8.5k installs
HE

helm-chart-scaffolding

wshobson/agents

Design, organize, and manage Helm charts for templating and packaging Kubernetes applications with reusable configurations. Use when creating Helm charts, packaging Kubernetes applications, or implementing templated deployments.

8.5k installs
AZ

az-cost-optimize

Official
github/awesome-copilot

Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.

8.5k installs
FE

feature-sliced-design

feature-sliced/skills

>

8.5k installsAudited
PO

polyglot-test-agent

Official
github/awesome-copilot

Generates comprehensive, workable unit tests for any programming language using a multi-agent pipeline. Use when asked to generate tests, write unit tests, improve test coverage, add test coverage, create test files, or test a codebase. Supports C#, TypeScript, JavaScript, Python, Go, Rust, Java, and more. Orchestrates research, planning, and implementation phases to produce tests that compile, pass, and follow project conventions.

8.5k installs
KA

kami

tw93/kami

Typeset professional documents and product landing pages: resumes, one-pagers, white papers, letters, portfolios, slide decks, landing pages. Warm parchment, ink-blue accent, serif-led hierarchy. CN uses TsangerJinKai02, EN uses Charter, JA uses YuMincho (best-effort). Triggers on "做 PDF / 排版 / 一页纸 / 白皮书 / 作品集 / 简历 / PPT / slides / Marp / markdown slides / マークダウンのスライド / 落地页 / 官网 / landing page / product page", or "build me a resume / make a one-pager / design a slide deck / turn this into a PDF / make this presentable / create a landing page".

8.5k installs
CE

centos-linux-triage

Official
github/awesome-copilot

Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.

8.5k installs
DE

deep-research

199-biotechnologies/claude-deep-research-skill

Use when the user needs multi-source research with citation tracking, evidence persistence, and structured report generation. Triggers on "deep research", "comprehensive analysis", "research report", "compare X vs Y", "analyze trends", or "state of the art". Not for simple lookups, debugging, or questions answerable with 1-2 searches.

8.5k installs
CO

coding-standards

affaan-m/everything-claude-code

Baseline cross-project coding conventions for naming, readability, immutability, and code-quality review. Use detailed frontend or backend skills for framework-specific patterns.

8.5k installsAudited
EN

entra-agent-user

Official
github/awesome-copilot

Create Agent Users in Microsoft Entra ID from Agent Identities, enabling AI agents to act as digital workers with user identity capabilities in Microsoft 365 and Azure environments.

8.5k installs
UP

update-avm-modules-in-bicep

Official
github/awesome-copilot

Update Azure Verified Modules (AVM) to latest versions in Bicep files.

8.5k installs
RU

ruby-mcp-server-generator

Official
github/awesome-copilot

Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.

8.5k installs
PR

protocol-reverse-engineering

wshobson/agents

Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation. Use when analyzing network traffic, understanding proprietary protocols, or debugging network communication.

8.4k installs