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Skill
microsoft-skill-creator
github/awesome-copilot · skills/microsoft-skill-creator
Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft technology, library, framework, or service (Azure, .NET, M365, VS Code, Bicep, etc.). Investigates topics deeply, then generates a hybrid skill storing essential knowledge locally while enabling dynamic deeper investigation.
Repository stars: 40,904 · Incomplete scan
Skill
ruff-recursive-fix
github/awesome-copilot · skills/ruff-recursive-fix
Run Ruff checks with optional scope and rule overrides, apply safe and unsafe autofixes iteratively, review each change, and resolve remaining findings with targeted edits or user decisions.
Repository stars: 40,904 · Incomplete scan
Skill
resemble-detect
github/awesome-copilot · skills/resemble-detect
Deepfake detection and media safety — detect AI-generated audio, images, video, and text, trace synthesis sources, apply watermarks, verify speaker identity, and analyze media intelligence using Resemble AI
Repository stars: 40,904 · Incomplete scan
Skill
gtm-technical-product-pricing
github/awesome-copilot · skills/gtm-technical-product-pricing
Pricing strategy for technical products. Use when choosing usage-based vs seat-based, designing freemium thresholds, structuring enterprise pricing conversations, deciding when to raise prices, or using price as a positioning signal.
Repository stars: 40,904 · Incomplete scan
Skill
gh-attach
github/awesome-copilot · skills/gh-attach
Uploads a local file (screenshot, image, PDF, zip, video) to GitHub user-attachments, downloads GitHub user-attachments, and embeds local files in a PR, issue, or comment. Use when asked to "attach a screenshot to the PR", "add an image to the issue", "embed before/after screenshots", "attach this file", or "download this GitHub attachment". Powered by `gh-attach`.
Repository stars: 40,904 · Incomplete scan
Skill
review-and-refactor
github/awesome-copilot · skills/review-and-refactor
Review and refactor code in your project according to defined instructions
Repository stars: 40,904 · Incomplete scan
Skill
mcp-security-audit
github/awesome-copilot · skills/mcp-security-audit
Audit MCP (Model Context Protocol) server configurations for security issues. Use this skill when: - Reviewing .mcp.json files for security risks - Checking MCP server args for hardcoded secrets or shell injection patterns - Validating that MCP package-runner dependencies use exact reviewed versions, not bare names, @latest, or ranges - Detecting mutable npm/npx, bunx, pnpm dlx, yarn dlx, npm exec, uvx, uv tool run, and pipx run references in MCP configurations - Auditing which MCP servers a project registers and whether they're on an approved list - Checking for environment variable usage vs. hardcoded credentials in MCP configs - Any request like "is my MCP config secure?", "audit my MCP servers", or "check .mcp.json" keywords: [mcp, security, audit, secrets, shell-injection, supply-chain, governance]
Repository stars: 40,904 · Incomplete scan
Skill
go-mcp-server-generator
github/awesome-copilot · skills/go-mcp-server-generator
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
Repository stars: 40,904 · Incomplete scan
Skill
pytest-coverage
github/awesome-copilot · skills/pytest-coverage
Run pytest tests with coverage, discover lines missing coverage, and increase coverage to 100%.
Repository stars: 40,904 · Incomplete scan
Skill
github-actions-efficiency
github/awesome-copilot · skills/github-actions-efficiency
Audit GitHub Actions workflow efficiency and recommend fixes to reduce CI minutes and costs.
Repository stars: 40,904 · Incomplete scan
Skill
em-dash
github/awesome-copilot · skills/em-dash
Expert on the history, origin, and correct use of the em dash. Use when writing or reviewing code, comments, or data files to avoid em and en dashes, defaulting to never using them and replacing any found with a hyphen (-). Includes strong knowledge of punctuation marks and the proper usage of punctuation characters when writing comments.
Repository stars: 40,904 · Incomplete scan
Skill
microsoft-code-reference
github/awesome-copilot · skills/microsoft-code-reference
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. Catches hallucinated methods, wrong signatures, and deprecated patterns by querying official docs.
Repository stars: 40,904 · Incomplete scan
Skill
datanalysis-credit-risk
github/awesome-copilot · skills/datanalysis-credit-risk
Credit risk data cleaning and variable screening pipeline for pre-loan modeling. Use when working with raw credit data that needs quality assessment, missing value analysis, or variable selection before modeling. it covers data loading and formatting, abnormal period filtering, missing rate calculation, high-missing variable removal,low-IV variable filtering, high-PSI variable removal, Null Importance denoising, high-correlation variable removal, and cleaning report generation. Applicable scenarios arecredit risk data cleaning, variable screening, pre-loan modeling preprocessing.
Repository stars: 40,904 · Incomplete scan
Skill
dotnet-mcp-builder
github/awesome-copilot · skills/dotnet-mcp-builder
Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 2.x NuGet packages. Helps with cases the model gets wrong without guidance — stale versions (0.x preview or 1.x-era defaults), the v2 stateless-by-default HTTP flip, the 2026-07-28 spec deprecations (roots/sampling/logging), MCP Apps and Tasks extension packages, elicitation URL mode, per-session HTTP wiring, OAuth and reverse-proxy deploy specifics, and debugging MapMcp / STDIO / Streamable-HTTP errors. Also covers STDIO and Streamable HTTP transports (SSE is deprecated), tools, prompts, resources, completions, and a basic .NET MCP client. Trigger when the user says or implies any .NET MCP server work: ModelContextProtocol, McpServerTool, MapMcp, WithStdioServerTransport, "MCP server in C#", "MCP tool in dotnet", "expose this as MCP", or names a primitive (prompt/resource/elicitation/MCP App) in a .NET context. Skip for MCP work in other languages.
Repository stars: 40,904 · Incomplete scan
Skill
aws-resource-health-diagnose
github/awesome-copilot · skills/aws-resource-health-diagnose
Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
Repository stars: 40,904 · Incomplete scan
Skill
creating-oracle-to-postgres-migration-bug-report
github/awesome-copilot · skills/creating-oracle-to-postgres-migration-bug-report
Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severity, root cause, and remediation steps.
Repository stars: 40,904 · Incomplete scan
Skill
secret-scanning
github/awesome-copilot · skills/secret-scanning
Guide for configuring and managing GitHub secret scanning, push protection, custom patterns, and secret alert remediation. For pre-commit secret scanning in AI coding agents via the GitHub MCP Server, this skill references the Advanced Security plugin (`advanced-security@copilot-plugins`). Use this skill when enabling secret scanning, setting up push protection, defining custom patterns, triaging alerts, resolving blocked pushes, or when an agent needs to scan code for secrets before committing.
Repository stars: 40,904 · Incomplete scan
Skill
appinsights-instrumentation
github/awesome-copilot · skills/appinsights-instrumentation
Instrument a webapp to send useful telemetry data to Azure App Insights
Repository stars: 40,904 · Incomplete scan
Skill
prompt-optimizer
github/awesome-copilot · skills/prompt-optimizer
Turn any rough prompt, half-formed idea, or task description into a finished, ready-to-send prompt optimized for any LLM model inside a chat interface — NOT the API. Use this skill whenever the user wants to write, rewrite, optimize, improve, sharpen, or polish a prompt for chat. Trigger phrases include "rewrite this prompt", "make this a better prompt", "optimize this prompt", "turn this into a prompt", "help me prompt this", "draft a prompt that...", "I want to ask...", or whenever the user pastes a draft prompt and asks for improvements. Also trigger when the user describes a task they plan to send to an LLM model and clearly wants a reusable, well-structured prompt rather than a direct answer. The output is always a single, copy-pasteable prompt in a code block that the user sends as-is — never a template with placeholders.
Repository stars: 40,904 · Incomplete scan
Skill
mvvm-toolkit-messenger
github/awesome-copilot · skills/mvvm-toolkit-messenger
CommunityToolkit.Mvvm Messenger pub/sub for decoupled communication between ViewModels (or any objects). Covers WeakReferenceMessenger vs StrongReferenceMessenger, IRecipient<TMessage>, RequestMessage<T> / AsyncRequestMessage<T> / CollectionRequestMessage<T>, ValueChangedMessage<T>, channels (tokens), and the ObservableRecipient activation lifecycle. Use across WPF, WinUI 3, .NET MAUI, Uno, and Avalonia.
Repository stars: 40,904 · Incomplete scan
Skill
qdrant-vertical-scaling
github/awesome-copilot · skills/qdrant-scaling/scaling-data-volume/vertical-scaling
Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.
Repository stars: 40,904 · Incomplete scan
Skill
aspnet-minimal-api-openapi
github/awesome-copilot · skills/aspnet-minimal-api-openapi
Create ASP.NET Minimal API endpoints with proper OpenAPI documentation
Repository stars: 40,904 · Incomplete scan
Skill
structured-autonomy-plan
github/awesome-copilot · skills/structured-autonomy-plan
Structured Autonomy Planning Prompt
Repository stars: 40,904 · Incomplete scan
Skill
plantuml-ascii
github/awesome-copilot · skills/plantuml-ascii
Generate ASCII art diagrams using PlantUML text mode. Use when user asks to create ASCII diagrams, text-based diagrams, terminal-friendly diagrams, or mentions plantuml ascii, text diagram, ascii art diagram. Supports: Converting PlantUML diagrams to ASCII art, Creating sequence diagrams, class diagrams, flowcharts in ASCII format, Generating Unicode-enhanced ASCII art with -utxt flag
Repository stars: 40,904 · Incomplete scan
Skill
agent-skill-stack
github/awesome-copilot · skills/agent-skill-stack
Find, evaluate, and assemble the smallest compatible set of AI Agent Skills for an end-to-end natural-language goal. Use when a user wants Skills for a multi-step workflow, asks which Skills fit a project, needs an installed-Skill audit or conflict check, has low Skill recall, wants indirect helpers such as humanizers or compliance checks, or wants a project-specific Skill Stack with controlled installation. Search local Skills, registries, GitHub, and OpenCLI; compare adoption, verified fit, safety, and overlap. Do not use for locating one known or common Skill; use the generic find-skills workflow.
Repository stars: 40,904 · Incomplete scan
Skill
breakdown-epic-arch
github/awesome-copilot · skills/breakdown-epic-arch
Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.
Repository stars: 40,904 · Incomplete scan
Skill
react19-test-patterns
github/awesome-copilot · skills/react19-test-patterns
Provides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count changes.
Repository stars: 40,904 · Incomplete scan
Skill
react19-concurrent-patterns
github/awesome-copilot · skills/react19-concurrent-patterns
Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration.
Repository stars: 40,904 · Incomplete scan
Skill
audit-integrity
github/awesome-copilot · skills/audit-integrity
Enforce output quality, evidence verification, and quality gates across security audits. Use this skill when you perform SAST, SCA, threat modeling, or security code reviews. Use this skill to verify code locations and taint traces for all findings. Use this skill to prevent the suppression of valid security findings. Use this skill to evaluate reports against quality thresholds (score ≥ 8/10) before delivery.
Repository stars: 40,904 · Incomplete scan
Skill
arize-instrumentation
github/awesome-copilot · skills/arize-instrumentation
Adds Arize AX tracing to an LLM application for the first time. Follows a two-phase agent-assisted flow to analyze the codebase then implement instrumentation after user confirmation. Use when the user wants to instrument their app, add tracing from scratch, set up LLM observability, integrate OpenTelemetry or openinference, or get started with Arize tracing.
Repository stars: 40,904 · Incomplete scan
Skill
centos-linux-triage
github/awesome-copilot · skills/centos-linux-triage
Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.
Repository stars: 40,904 · Incomplete scan
Skill
docs-sync-audit
github/awesome-copilot · skills/docs-sync-audit
Run a read-only documentation drift audit for a feature, PR, branch, release, API, configuration change, workflow, CLI, package, or repository area. Use when the user asks whether docs are stale, missing, inconsistent with code, or need updates after code changes. Checks README files, setup guides, API docs, env docs, changelogs, examples, comments, generated docs, and user-facing instructions. This is not a general code review; it compares what the docs claim against what the code does.
Repository stars: 40,904 · Incomplete scan
Skill
quasi-coder
github/awesome-copilot · skills/quasi-coder
Expert 10x engineer skill for interpreting and implementing code from shorthand, quasi-code, and natural language descriptions. Use when collaborators provide incomplete code snippets, pseudo-code, or descriptions with potential typos or incorrect terminology. Excels at translating non-technical or semi-technical descriptions into production-quality code.
Repository stars: 40,904 · Incomplete scan
Skill
arize-evaluator
github/awesome-copilot · skills/arize-evaluator
Handles LLM-as-judge evaluation workflows on Arize including creating/updating evaluators, running evaluations on spans or experiments, managing tasks, trigger-run operations, column mapping, and continuous monitoring. Use when the user mentions create evaluator, LLM judge, hallucination, faithfulness, correctness, relevance, run eval, score spans, score experiment, trigger-run, column mapping, continuous monitoring, or improve evaluator prompt.
Repository stars: 40,904 · Incomplete scan
Skill
pr-dashboard
github/awesome-copilot · skills/pr-dashboard
Open a GitHub PR dashboard in the browser. Use when the user asks to see their pull requests, open the PR dashboard, show PRs for a date range, or check PR status. Trigger phrases include "show my PRs", "open PR dashboard", "pull request dashboard".
Repository stars: 40,904 · Incomplete scan
Skill
github-codespaces-efficiency
github/awesome-copilot · skills/github-codespaces-efficiency
Audit and improve GitHub Codespaces efficiency. Use this skill when a user wants faster Codespaces startup, lower Codespaces spend, slim devcontainers, right-size machines, tune idle timeout, or scope prebuilds to branches with sustained usage.
Repository stars: 40,904 · Incomplete scan
Skill
gen-specs-as-issues
github/awesome-copilot · skills/gen-specs-as-issues
This workflow guides you through a systematic approach to identify missing features, prioritize them, and create detailed specifications for implementation.
Repository stars: 40,904 · Incomplete scan
Skill
bug-receipt
github/awesome-copilot · skills/bug-receipt
Close defects and incidents with a BUG RECEIPT and VERIFIED, PARTIAL, or BLOCKED status after diagnosis, repair, or recovery.
Repository stars: 40,904 · Incomplete scan
Skill
create-github-issues-feature-from-implementation-plan
github/awesome-copilot · skills/create-github-issues-feature-from-implementation-plan
Create GitHub Issues from implementation plan phases using feature_request.yml or chore_request.yml templates.
Repository stars: 40,904 · Incomplete scan
Skill
migrating-oracle-to-postgres-data-access-code
github/awesome-copilot · skills/migrating-oracle-to-postgres-data-access-code
Migrates .NET/C# data access code from Oracle to PostgreSQL (Npgsql). Replaces Oracle NuGet packages, rewrites OracleConnection/OracleCommand/OracleDataReader usage, fixes DbType mappings, updates stored procedure invocation patterns, and adapts connection string configuration. Use when migrating the application code layer of a .NET project during an Oracle-to-PostgreSQL database migration.
Repository stars: 40,904 · Incomplete scan
Skill
structured-autonomy-implement
github/awesome-copilot · skills/structured-autonomy-implement
Structured Autonomy Implementation Prompt
Repository stars: 40,904 · Incomplete scan
Skill
autoresearch
github/awesome-copilot · skills/autoresearch
Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.
Repository stars: 40,904 · Incomplete scan
Skill
repo-story-time
github/awesome-copilot · skills/repo-story-time
Generate a comprehensive repository summary and narrative story from commit history
Repository stars: 40,904 · Incomplete scan
Skill
pr-artifact-explorer
github/awesome-copilot · skills/pr-artifact-explorer
Open, share, and inspect GitHub PRs, issues, workflow runs (including scheduled, manual and other runs with no PR), Actions artifacts, and local or HTTP(S) web previews in the Artifact Explorer canvas, with viewport presets, zoom, screenshots, and recoverable download jobs.
Repository stars: 40,904 · Incomplete scan
Skill
pdftk-server
github/awesome-copilot · skills/pdftk-server
Skill for using the command-line tool pdftk (PDFtk Server) for working with PDF files. Use when asked to merge PDFs, split PDFs, rotate pages, encrypt or decrypt PDFs, fill PDF forms, apply watermarks, stamp overlays, extract metadata, burst documents into pages, repair corrupted PDFs, attach or extract files, or perform any PDF manipulation from the command line.
Repository stars: 40,904 · Incomplete scan
Skill
server-side-conversion-tracking
github/awesome-copilot · skills/server-side-conversion-tracking
Set up server-side conversion tracking so purchases are reported accurately to Facebook, TikTok, Google and Bing despite iOS restrictions, ad blockers and cookie loss. Use when conversions are under-reported, when platform-reported purchases do not match real orders, when asked about Conversions API / Events API / offline conversions / CAPI, click id passthrough (fbclid, ttclid, gclid, msclkid), or when ad optimization has degraded after tracking changes.
Repository stars: 40,904 · Incomplete scan
Skill
ai-prompt-engineering-safety-review
github/awesome-copilot · skills/ai-prompt-engineering-safety-review
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations with extensive frameworks, testing methodologies, and educational content.
Repository stars: 40,904 · Incomplete scan
Skill
gtm-product-led-growth
github/awesome-copilot · skills/gtm-product-led-growth
Build self-serve acquisition and expansion motions. Use when deciding PLG vs sales-led, optimizing activation, driving freemium conversion, building growth equations, or recognizing when product complexity demands human touch. Includes the parallel test where sales-led won 10x on revenue.
Repository stars: 40,904 · Incomplete scan
Skill
webapp-testing
github/awesome-copilot · skills/webapp-testing
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Repository stars: 40,904 · Incomplete scan
Skill
git-commit
github/awesome-copilot · skills/git-commit
Use this skill when the user wants to make a Git commit or split changes into more than one commit. Also use it when the user types "/commit" or asks for a conventional commit. The skill examines the diff, stages the related files, writes a Conventional Commits message, and runs git commit. Do not use it when the user wants only a commit message and no commit. Do not use it to push, open a pull request, rebase, or change the commit history.
Repository stars: 40,904 · Incomplete scan
Automated signals, not a guarantee. How the checks work.
