ms-mfg-community

Automatically extract reusable patterns from coding sessions and save them as learned skills for future use.

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

Pattern for progressively refining context retrieval to solve the subagent context problem in multi-agent workflows.

Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.

Universal coding standards, best practices, and patterns for C#, ASP.NET Core, and Entity Framework Core development.

Formal evaluation framework for coding sessions implementing eval-driven development (EDD) principles.

Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.

Comprehensive verification system for coding sessions. Use after completing features, before creating PRs, or after refactoring to ensure quality gates pass.

Evaluates code against the project's coding standards rubric, providing structured assessments with scores and specific feedback. Use when reviewing code quality, grading implementations, or asking any agent to assess code at method, class, file, or PR scope.

Evaluates user stories against the project's story writing standards rubric, providing structured assessments with scores and actionable feedback. Use when reviewing stories before implementation, validating acceptance criteria quality, or asking Scribe (Story Writer agent) to grade story drafts.

Provides Azure Well-Architected Framework (WAF) guidance for all 5 pillars: Reliability, Security, Cost Optimization, Operational Excellence, Performance Efficiency. Use when conducting WAF reviews, assessing security baselines, optimizing costs, or asking Stratus (Azure Infrastructure agent) about architecture decisions.

Provides Bicep Infrastructure as Code best practices including file organization, naming conventions, parameter decorators, Azure Verified Modules (AVM), and security patterns. Use when creating Bicep templates, reviewing .bicep files, working with deployment stacks, or asking Stratus (Azure Infrastructure agent) about IaC patterns.

Provides testing standards for Azure workloads: testing pyramid, PSRule/Pester for infrastructure, API testing, Azure Load Testing, Chaos Studio, and AI evaluation with PyRIT. Use when creating tests, validating infrastructure, planning test strategies, or asking Sentinel (Azure Testing agent) or Forge (AI Foundry agent) about quality engineering.

Decision framework for selecting the right Azure hosting platform (App Service, AKS, Container Apps) based on application characteristics. Use when helping users choose a hosting platform or comparing Azure compute options.

Analyzes legacy .NET Framework applications (WinForms, WebForms, MVC, WCF) for migration readiness. Use when analyzing C# code structure, identifying framework-specific patterns, extracting business logic, or understanding legacy .NET architectures.

Provides patterns and guidance for migrating .NET Framework applications to .NET 8+. Use when performing framework upgrades, converting WCF to REST, modernizing authentication, or transforming configuration files.

Analyzes legacy Java applications (Java EE, Servlets, JSP, EJB, Spring) for migration readiness. Use when analyzing Java code structure, identifying framework-specific patterns, or understanding legacy Java architectures.

Analyzes SQL Server stored procedures to extract business logic, map data flows, and document dependencies. Use when reverse-engineering stored procedure business rules, analyzing SP call chains, or documenting database-layer business logic.

Use when: adding basement support, B1, floor -1, elevator floor ranges, basement passengers, basement API state, basement dashboard rendering, or validating all floors remain accessible in the elevator dispatch simulation.

Set up a containerized PostgreSQL database inside a GitHub Codespaces dev container with Docker Compose. Use when adding Postgres to a devcontainer, creating docker-compose.yml for a database service, writing init SQL scripts, or wiring DATABASE_URL into a Python FastAPI project.

Inspect and test the elevator dispatch PostgreSQL schema with psql. Use when listing database schemas, describing tables, querying row counts, checking passenger_events, simulation_runs, scenarios, or validating the devcontainer Postgres sidecar.

Convert CSV test data to PostgreSQL database container