GitHub Skills

awesome-copilot/skills/shopify-review-triage

Use this skill when someone wants public Shopify App Store reviews, low-star reviews, or merchant feedback triaged, prioritized, clustered, or turned into a…

awesome-copilot/skills/shuffle-json-data

Randomize JSON object arrays while validating schema consistency and preventing data corruption. Validates that all objects share identical property names and structure before shuffling, rejecting files with inconsistencies or nested objects in default mode Requires a JSON file as input; pauses and requests data if none is provided Supports variable overrides to customize which properties are ignored, which are required, or whether nesting is allowed Returns shuffled data with original...

awesome-copilot/skills/signal-write

Emit structured agent signals — hands-up, blocked, done, checkpoint, partnership. Signals are written as JSON to .signals/ for dashboard consumption and noted…

awesome-copilot/skills/slang-shader-engineer

Use when working with Slang shaders, shader modules, HLSL-compatible GPU code, graphics pipelines, compute shaders, tessellation, ray tracing, parameter…

awesome-copilot/skills/snowflake-semanticview

Build and validate Snowflake semantic views using Snowflake CLI with guided DDL creation and testing. Handles the complete semantic view lifecycle: drafting DDL, populating synonyms and comments from Snowflake table metadata, validating against Snowflake via CLI, and executing final CREATE or ALTER statements Requires one-time Snowflake CLI installation and connection setup; confirms prerequisites before proceeding with validation Validates all DDL against Snowflake using temporary view...

copilot-plugins/plugins/spark/skills/spark-app-template

Comprehensive guidance for building web apps with opinionated defaults for tech stack, design system, and code standards. Use when user wants to create a new…

awesome-copilot/skills/sponsor-finder

Identify sponsorable open source maintainers across your project's entire dependency tree. Resolves full dependency trees (direct and transitive) across npm, PyPI, Cargo, Go, RubyGems, Maven, and NuGet using the deps.dev API Discovers funding links from npm metadata, FUNDING.yml files (repo and org-level), and web search; verifies every URL before reporting Groups dependencies by maintainer and funding destination, showing health indicators (Maintained/Partially maintained/Unmaintained) and...

awesome-copilot/skills/spring-boot-testing

Expert Spring Boot 4 testing specialist that selects the best Spring Boot testing techniques for your situation with Junit 6 and AssertJ.

awesome-copilot/skills/sql-code-review

Comprehensive SQL security, performance, and quality analysis across MySQL, PostgreSQL, SQL Server, and Oracle databases. Analyzes SQL injection vulnerabilities, access control issues, and sensitive data exposure with parameterized query examples for each database platform Reviews query performance through index strategy, join optimization, and anti-pattern detection (N+1 queries, function misuse in WHERE clauses, overuse of DISTINCT) Evaluates code quality including naming conventions,...

awesome-copilot/skills/sql-optimization

Universal SQL performance optimization across MySQL, PostgreSQL, SQL Server, Oracle, and other databases. Covers query analysis, index strategy design, subquery optimization, and JOIN tuning with before/after examples for each technique Addresses common anti-patterns including SELECT *, function calls in WHERE clauses, inefficient pagination, and correlated subqueries Provides database-agnostic guidance on batch operations, temporary tables, covering indexes, and partial indexes Includes...

awesome-copilot/skills/sql-server-table-reconciliation

Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift, reconciliation…

gh-aw/skills/ssl-skill-normalizer

Normalize SKILL.md artifacts into Scheduling-Structural-Logical (SSL) JSON representations using a conservative multi-pass extraction pipeline.

awesome-copilot/skills/ssma-console

Use when: SSMA console operations — create project, generate assessment report, convert schema, migrate data, Oracle to SQL Server migration, schema…

awesome-copilot/skills/steno-mode

Shorthand-first response compression that cuts ~40% of response tokens while preserving technical precision and exact literals. Use when the user says "steno…

awesome-copilot/skills/structured-autonomy-generate

Generates complete, copy-paste ready implementation documentation from structured PR plans. Parses feature plans to extract implementation steps, affected files, and requirements Produces comprehensive markdown documentation with full code blocks, exact file paths, and zero-ambiguity instructions Includes research-backed code patterns, project conventions, and technology stack details specific to your codebase Provides markdown checkboxes, verification checklists, and commit gates for each...

awesome-copilot/skills/structured-autonomy-implement

Implementation agent that executes predefined plans step-by-step without deviation. Requires an explicit implementation plan document as input; returns an error message if none is provided Follows the plan sequentially, checking off completed items and refusing to skip steps or add unspecified code Updates the plan document inline as progress is made and validates work using build or test commands specified in the plan Stops execution when reaching STOP instructions and returns control to...

awesome-copilot/skills/structured-autonomy-plan

Structured planning framework for breaking development requests into testable, commit-sized implementation steps. Conducts mandatory autonomous research phase to gather code context, documentation, dependencies, and existing patterns before planning Breaks features into commits sized for single pull requests, with simple features consolidated into one commit and complex features split into multiple testable steps Generates plans with file lists, step descriptions, and verification methods,...

awesome-copilot/skills/suggest-awesome-github-copilot-agents

Suggest relevant GitHub Copilot Custom Agents files from the awesome-copilot repository based on current repository context and chat history, avoiding…

awesome-copilot/skills/suggest-awesome-github-copilot-instructions

Suggest relevant GitHub Copilot instruction files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates…

awesome-copilot/skills/suggest-awesome-github-copilot-prompts

Suggest relevant GitHub Copilot prompt files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with…

awesome-copilot/skills/suggest-awesome-github-copilot-skills

Suggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with…

awesome-copilot/skills/swift-mcp-server-generator

Generate complete, production-ready MCP server projects in Swift with the official SDK. Scaffolds full project structure with Package.swift, source files organized by capability (Tools, Resources, Prompts), and unit tests Includes templates for main.swift with ServiceLifecycle integration, Server.swift configuration, and handler implementations for tools, resources, and prompts Provides example tool definitions (greet, calculate) and resource/prompt handlers with proper error handling and...

awesome-copilot/skills/sync-agents

Synchronize GitHub Copilot instructions, custom agents, and skills into detected AI coding agent configurations in this repository. Use when asked to mirror…

awesome-copilot/skills/technical-job-search

Use this skill when a software engineer asks for help with job search tasks: parsing or analyzing a job description, tailoring a CV/resume, writing a cover…

awesome-copilot/skills/technology-stack-blueprint-generator

Analyzes codebases to generate detailed technology stack blueprints with architectural documentation. Supports auto-detection across multiple platforms (.NET, Java, JavaScript, React, Python) or focuses analysis on a specified technology type Configurable depth levels (Basic to Implementation-Ready) with optional version info, licensing details, usage patterns, and coding conventions Generates architecture diagrams, technology relationship maps, and data flow visualizations to document...

gh-aw/.github/skills/temporary-id-safe-output

Plan for adding temporary ID support to safe output jobs

awesome-copilot/skills/terraform-azurerm-set-diff-analyzer

Identify false-positive diffs in Terraform AzureRM plans caused by Set-type attribute ordering. Analyzes terraform plan JSON output to distinguish spurious diffs (element reordering in Sets) from actual resource changes Targets AzureRM resources with Set-type attributes: Application Gateway, Load Balancer, NSG, Firewall, Front Door, and others Requires Python 3.8+ and uses only standard library; integrates into CI/CD pipelines with configurable output formats and exit codes Helps reviewers...

awesome-copilot/skills/threat-model-analyst

Full STRIDE-A threat model analysis and incremental update skill for repositories and systems. Supports two modes: (1) Single analysis — full STRIDE-A threat…

awesome-copilot/skills/tiny-stepping

Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early before…

awesome-copilot/skills/tldr-prompt

Create concise tldr summaries for GitHub Copilot files, MCP servers, and documentation. Transforms verbose Copilot customization files (.prompt.md, .agent.md, .instructions.md, .collections.md), MCP server docs, and URLs into example-driven tldr references Supports batch processing of up to 5 files or URLs; automatically resolves ambiguous queries by searching workspace or GitHub awesome-copilot Generates markdown-formatted tldr pages with correct invocation syntax (/ for prompts, @ for...