Discover DevOps skills, compare source repositories and read the instructions for each workflow.
Research latest releases from GitHub repositories relevant to guilde-lite. Use when: - User asks to check for updates - Starting a new development phase - Periodic maintenance review - Investigating compatibili...
Mise configuration and runtime management expert. Use when: - Installing programming language runtimes (node, python, go, rust, etc.) - Configuring tool versions globally or per-project - Questions about mise.t...
Multi-agent code review orchestration following 2024-2025 best practices. Use when: - Reviewing code changes before commit or merge - PR review with comprehensive analysis needed - Security audit of code change...
TDD Red Phase expert. Activate when: - Starting new feature development with TDD - User mentions "write test first", "failing test", "red phase" - Need to design test cases before implementation - Questions abo...
Use when implementing different agent types in Microsoft Agent Framework. Triggers: "ChatAgent", "BaseAgent", "WorkflowAgent", "A2A agent", "custom agent class". NOT for: Non-Microsoft agent frameworks or simpl...
Use when implementing quantum-resistant cryptographic signing. Triggers: "quantum signing", "ML-DSA", "post-quantum", "operation signing", "quantum-resistant". NOT for: Standard encryption or non-cryptographic...
Use when integrating Model Context Protocol (MCP) servers with Microsoft Agent Framework agents. Triggers: "MCP integration", "MCP tools", "MCP server", "Model Context Protocol", "agent MCP". NOT for: Non-MCP t...
Cascading error recovery for multi-agent workflows following 2024-2025 patterns. Use when: - Agent task fails and needs retry strategy - Tool call returns error - Build or test failures need diagnosis - Rate li...
TDD Green Phase expert. Activate when: - Test is written and failing, need to make it pass - User mentions "make test pass", "green phase", "minimal implementation" - Writing implementation code to satisfy test...
TDD Refactor Phase expert. Activate when: - Tests are passing, need to improve code quality - User mentions "refactor", "clean up", "improve code" - Applying DRY, SOLID, or design patterns - Code review finding...
Use when coordinating multiple AI agents for parallel work. Triggers: "multi-agent", "parallel agents", "agent coordination", "QuantumDAG", "conflict-free". NOT for: Single-agent operations or basic jj commands...
Use when deploying Microsoft Agent Framework agents to production. Triggers: "agent hosting", "deploy agent", "ASP.NET Core", "production deployment", "agent service". NOT for: Local development or DevUI testin...
AI-driven test generation with mutation testing and property-based testing. Research shows property-based tests find 50x more bugs than unit tests. Use when: - Need comprehensive test coverage for new code - Co...
Mermaid diagram generation expert. Activate when: - User asks to create flowcharts, sequence diagrams, or architecture diagrams - User mentions "mermaid", "diagram", "visualize flow", "sequence diagram" - Need...
Use when building web interfaces for Microsoft Agent Framework agents. Triggers: "AG-UI", "agent UI", "agent web interface", "SSE streaming", "human-in-the-loop UI". NOT for: CLI-only agents or backend-only imp...
Use when implementing self-learning agent workflows. Triggers: "agent learning", "trajectory", "pattern recognition", "AgentDB", "self-learning agent". NOT for: Basic agent operations without learning requireme...
Use when building multi-agent workflows with Microsoft Agent Framework. Triggers: "workflow builder", "sequential workflow", "concurrent agents", "handoff", "group chat", "magentic". NOT for: Single-agent scena...
Tiered context management for multi-agent workflows. Use when: - Starting a new session and need to load project context - Context window approaching capacity (>70% usage) - Switching between different parts of...
C4 architecture diagram expert. Activate when: - User asks for architecture documentation - User mentions "C4 model", "system context", "container diagram", "component diagram" - Need to document system archite...
Use when working with Jujutsu (jj) version control. Triggers: "jj", "jujutsu", "revset", "bookmark", "rebase in jj", "jj workflow". NOT for: Standard git operations (use git commands directly).
Guide for writing pytest unit tests for the airline-discount-ml project. Use when asked to create, run, or debug Python unit tests for models, data access, or agents.
Instructions for starting the MCP Synth server (FastAPI) for synthetic data generation and tools.
Instructions for generating synthetic airline data with Synth CLI and loading it into SQLite.
Instructions for installing the Synth CLI (synthetic data generator) on macOS or Windows.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.