Rigorous challenge profile for Anitta: assumption checks, evidence calibration, and defensible reasoning patterns for Ember collaboration.
Cross-references C# Web API controllers/DTOs against their TypeScript/JavaScript consumers (React, Angular, Vue, Svelte, Node.js, or hand-written/auto-generated HTTP clients like…
Use when creating or amending a Spec Kit project constitution, especially when `memory/constitution.md` is missing, contains `[PLACEHOLDER]` tokens, or principle changes must be…
Dynamically generates GitHub Actions matrix strategies using the GitHub REST API and workflow dispatch events.
Spec Kit SDD 操作指引精靈。當使用者意圖使用 Spec Kit、提及 SDD 開發並選擇 Spec Kit、 或要求以規格驅動開發方式定義功能規格時觸發。 以選單方式呈現所有步驟，引導使用者完成從初始化到實作的完整流程， 並將每步操作記錄保存為 log 檔案。 — from github/spec-kit.git
Incremental development workflow that makes the smallest meaningful change per step and pauses for feedback, so the direction gets validated early before continuing.
Generates and validates GitHub Actions YAML workflows using the actions/toolkit SDK and workflow_dispatch event triggers.
Guide for setting up vcpkg in C++ projects, managing dependency versions, and cross-compiling. Covers manifest initialization, CMake and Visual Studio integration,…
Run a repeatable docs-site check that builds locally, opens the site across device sizes, and reports layout, accessibility, and interaction issues.
Author, validate, and debug canvas extensions that the agent can open in the GitHub Copilot app's side panel.
Before modifying a table, column, stored procedure, view, or trigger in a legacy codebase, trace every place that references it — across other SQL objects (procs, views, triggers)…
Generates and manages GitHub Actions workflows using the Workflow YAML syntax and GitHub REST API. Supports matrix builds, reusable workflows, and composite actions.
CodeQL is a static analysis framework that queries code as a database. Use when you need interprocedural analysis or complex data flow tracking.
Run accessibility scans against target URLs, open trackable issues, and optionally hand remediation suggestions to Copilot instead of treating accessibility review as a manual…
Queries GitHub GraphQL API for new and unanswered Discussions, ranks them by reaction count and recency, and drafts a weekly digest via SendGrid.
Generate and manage GitHub Actions workflow YAML files using the GitHub Actions REST API and workflow_dispatch events.
Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
Code organization patterns, file structure guidelines, WASM build variants, and string processing conventions for gh-aw Go code.
Diagnoses failing GitHub Actions workflows using the GitHub REST API v3 /actions/runs and /actions/jobs endpoints.
Generates dynamic GitHub Actions CI/CD matrix strategies using the GitHub REST API and YAML AST parsing via js-yaml.
Analyzes GitHub Actions workflow matrix strategies using the GitHub REST API v3 workflow runs endpoint.
Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Use when creating or modifying scripts that manipulate documents, layers,…
CommunityToolkit.Mvvm Messenger pub/sub for decoupled communication between ViewModels (or any objects).
Run a read-only documentation drift audit for a feature, PR, branch, release, API, configuration change, workflow, CLI, package, or repository area.
Analyzes GitHub Actions workflow YAML files and optimizes matrix strategies using the actions/setup-node and actions/cache APIs.
Authors a Dynamics 365 Finance and Supply Chain Management Solution Blueprint from scratch through a structured, section-by-section architect interview, establishing scope, target…
Shorthand-first response compression that cuts ~40% of response tokens while preserving technical precision and exact literals.
Teach Copilot how to plan, address, and respond to pull request review feedback.
Design, create, review, migrate, or troubleshoot Azure Developer CLI (azd) projects using current Microsoft guidance.
Run a read-only audit for missing, weak, stale, or mis-scoped test coverage. If the user does not name a scope, audit the full repository and identify important code paths,…
Suggest relevant GitHub Copilot prompt files from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing prompts in…
Use when `spec.md`, `plan.md`, and `tasks.md` exist and you need a read-only Spec Kit audit for consistency, requirement-to-task coverage, ambiguity, duplication, or constitution…
Generate comprehensive pytest tests - use when generating tests, creating test suites, or testing Python code
Review Protocol Buffer (.proto) and gRPC API changes for wire and JSON compatibility, safe schema evolution, rollout hazards, and RPC contract quality.
Suggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing skills in this…
Use GitHub Agentic Workflows to let an agent triage issues, inspect CI failures, or deliver scheduled repository upkeep inside GitHub Actions with explicit workflow definitions…
Build an auditable evidence map for a contested technical choice, research synthesis, proposal review, or consequential decision.
Internal gh-aw architecture: validation system design, safe output message patterns, schema validation, YAML compatibility notes, and MCP logs guardrail.
Use when: comparing SQL Server tables across instances, data migration validation, ETL verification, row mismatch detection, schema drift, reconciliation report, production vs…
Validates GitHub Actions YAML workflows using actionlint and the GitHub Actions REST API. Detects invalid step references, missing secrets declarations, and deprecated action…
Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/).
Scan manifests, compute safe version bumps, and prepare dependency update PR material when you need self-hosted or custom Dependabot flows outside the default GitHub service.
Teach coding agents to split large changes into native GitHub stacked pull requests, keep branch layers rebased, and submit focused reviewable PR chains with the gh stack CLI.
Find, evaluate, and assemble the smallest compatible set of AI Agent Skills for an end-to-end natural-language goal.
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed…
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser scre — from…
Use Spec Kit when an agent should turn a feature idea into a spec-first workflow with explicit artifacts, planning steps, and task breakdowns before code is written.
Write, append, or read desk journal entries. The journal is persistent memory — what survives session boundaries. A good entry has: what was done, current state, next step.
Verifies GitHub Actions OIDC tokens against the GitHub OIDC provider JWKS endpoint. Validates subject claims, audience restrictions, and repository ownership for secure cloud…
Read artifacts from the shared bench — the workspace where desks leave findings, verdicts, and work products for each other and the operator.
Query AWS resources using natural language. Covers EC2, S3, RDS, Lambda, ECS, EKS, Secrets Manager, IAM, VPC, networking, messaging, and more.
Convert text, markdown, or a summary produced by another skill into a listenable MP3 using local CPU-only neural text-to-speech.
List GitHub repository labels with per_page pagination and name filtering support.
Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP — from…
Spin up a personal, motivating daily focus board that renders in a browser canvas and that the user drives by talking to their AI partner.
Integrate Microsoft Graph SDK into any project — .NET, TypeScript/JavaScript, or Python. Covers auth patterns (client credentials, OBO, managed identity), SDK setup, calling Graph…
Create or review accessible web, desktop, iOS, Android, and cross-platform UI/UX. Use for layouts, themes, components, design systems, DESIGN.md tokens, responsive behavior, dark…
Validates GitHub Actions OIDC tokens for secure, secretless deployments. Uses the GitHub Actions id-token API and the jose JWT library to verify audience, issuer, and subject…
Run GitHub Agentic Workflow jobs behind a domain allowlist and optional API-key sidecar instead of giving repository agents broad outbound access.
Perform an Azure Well-Architected Framework review of the current workload IaC and architecture, generating findings and GitHub issues for improvements.