Top Agent Skills

Learn GitHub Copilot CLI from scratch with interactive step-by-step tutorials and on-demand Q&A, featuring separate tracks for developers and non-developers.

Generates a complete GitHub Copilot configuration for a new project, including instructions, reusable skills, and agent definitions tailored to the technology stack.

Guides embedding model migration in Qdrant without downtime, covering alias swap, side-by-side, and hybrid search strategies.

Create, alter, and validate Snowflake semantic views using Snowflake CLI, including DDL drafting, validation, and querying.

Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness, returning a structured report with exact patch locations.

Integrates third-party APIs by discovering available SDKs, getting integration guidance, and looking up models and endpoints via the context-matic MCP server.

Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.

Add GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards.

Provides 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.

Look 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.

Collaborates with users to design structured development plans broken into testable commits, with research and clarification steps.

Generate a complete, production-ready Model Context Protocol server project in Java using the official MCP Java SDK with Maven or Gradle.

Add Adaptive Card response templates to MCP-based API plugins for visual data presentation in Microsoft 365 Copilot.

Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK.

Provides a rigorous thinking partner profile that challenges assumptions, calibrates claims to evidence, and improves decision quality under uncertainty.

Explores websites using Playwright to identify core features and generate test cases.

Generate a complete, production-ready Model Context Protocol server project in Swift using the official MCP Swift SDK.

Generate TypeSpec API plugin files for Microsoft 365 Copilot, defining REST operations, authentication, and Adaptive Cards.

Update an existing implementation plan file with new or updated requirements for features, refactoring, package upgrades, design, architecture, or infrastructure.

Reviews AWS infrastructure as code and deployed resources against the Well-Architected Framework, generating findings and GitHub issues for remediation.

Generates a complete Kotlin MCP server project with Gradle structure, dependencies, and implementation using the official kotlin-sdk library.

Update Azure Verified Modules (AVM) to their latest versions in Bicep files, with support for non-breaking changes and manual review for breaking changes.

Review C#/.NET code for design pattern implementation and suggest improvements without making changes.

Creates Dockerfiles and configuration files to containerize ASP.NET .NET Framework projects for Windows Docker containers.

Scaffolds a Spring Boot Java project with Maven, PostgreSQL, Redis, MongoDB, and Docker Compose.

Optimize Qdrant vector search performance through indexing strategies, query tuning, memory management, and hardware considerations.

Refactors a Python script into a beginner-friendly project with clear comments and a complete markdown tutorial.

Reduces cognitive complexity of a specified method by extracting logic into focused helper methods, improving readability and maintainability.

Automates filling in a Microsoft Forms form using Playwright MCP, with a review step before submission.

Generate complete Power Platform custom connectors with Model Context Protocol integration for Copilot Studio, including schema generation, validation, troubleshooting, and certification preparation.

Optimizes Qdrant query performance for large limits across multiple shards by using Poisson-distributed subsampling to reduce inter-shard data transfer.

Generate structured Architectural Decision Record (ADR) documents with standardized front matter, consequences, and alternatives for AI-optimized decision documentation.

Suggest relevant GitHub Copilot Custom Agents from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates and identifying outdated agents.

Guides selection of Qdrant search strategies including hybrid search, reranking, relevance feedback, MMR, and discovery APIs to improve retrieval quality.

Creates a formal, AI-optimized specification for an existing GitHub Actions CI/CD workflow, focusing on behavior and requirements rather than implementation details.

Suggests 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.

Generates detailed, technology-agnostic implementation blueprints by analyzing project architecture, technology stacks, and data flow patterns.

Creates a GitHub issue from a specification file using a feature request template, checking for existing issues first.

Discovers all projects in a .NET solution, classifies each for Oracle-to-PostgreSQL migration eligibility, and produces a persistent master migration plan.

Guides scaling Qdrant for multi-tenant workloads using payload partitioning, custom sharding, and tiered multitenancy.

Guides 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.

Diagnoses Qdrant capacity needs and guides horizontal scaling decisions, including node count, shard count, replication factor, and resharding trade-offs.

Scaffolds 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.

Guides scaling Qdrant vector search with time-based data rotation using shard rotation, collection rotation, or filter-and-delete strategies.

Generates 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.

Creates 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.

Diagnoses and reduces Qdrant memory usage by analyzing resident memory, page cache, and providing optimization techniques like quantization, on-disk storage, and async_scorer.

Diagnoses and resolves slow Qdrant indexing and data ingestion by optimizing batching, sharding, HNSW parameters, and payload indexing strategies.

Animate React and Next.js components with GSAP using the useGSAP hook, refs, and context-safe patterns for automatic cleanup and SSR compatibility.

Provides GSAP utility functions for math, value mapping, randomization, snapping, and unit parsing in animations.

Register and use GSAP plugins including ScrollToPlugin, ScrollSmoother, Flip, Draggable, Inertia, Observer, SplitText, ScrambleText, SVG plugins, and custom easing plugins.

Optimize GSAP animations for smooth 60fps by preferring transforms, avoiding layout thrashing, using will-change, batching reads and writes, and following best practices for stagger, quickTo, and ScrollTrigger performance.

Creates custom Semgrep rules for detecting security vulnerabilities, bug patterns, and code patterns with proper testing and validation.

Deploy and manage projects on Vercel using token-based authentication, without interactive login.

Generate text, images, video, speech, and music via the MiniMax AI platform from the terminal.

Build a minimalist marketing plan focused on audience growth through free, authentic content before spending money on ads.

Mint onchain identity NFTs, check Cred Scores, verify social accounts, and query agent reputation data on Base using Helixa's API and shell scripts.

Learn to combine DeFi protocols safely: Uniswap V4 hooks, Aave flash loans, ERC-4626 vaults, Aerodrome on Base, GMX/Pendle on Arbitrum, and dominant DEX per L2.

Creates and manages Twitter/X agents with distinct personalities, storylines, and post-image libraries, including automated posting and multi-agent support.

Creates new Claude skills with proper structure and metadata, then automatically packages and shares them on Slack for team collaboration.