GitHub
ms-agent-patterns
Use when building multi-agent systems with Microsoft Agent Framework. Triggers: "microsoft agents", "agent framework", "semantic kernel", "autogen", "agent graph". NOT for: Simple single-agent scenarios or non-...
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GitHub
ms-observability
Use when implementing observability for Microsoft Agent Framework agents. Triggers: "agent observability", "OpenTelemetry agents", "agent metrics", "agent tracing", "Aspire dashboard". NOT for: Non-Microsoft ag...
GitHub
ms-devui
Use when developing and testing Microsoft Agent Framework agents locally. Triggers: "DevUI", "agent testing", "local development", "agent debugging", "test harness". NOT for: Production deployment or AG-UI web...
GitHub
release-researcher
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...
GitHub
mise-expert
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...
GitHub
code-review-pipeline
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...
GitHub
tdd-red-phase
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...
GitHub
ms-agent-types
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...
GitHub
quantum-signing
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...
GitHub
ms-mcp
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...
GitHub
error-recovery
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...
GitHub
tdd-green-phase
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...
GitHub
tdd-refactor-phase
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...
GitHub
agent-coordination
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...
GitHub
ms-hosting
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...
GitHub
test-gen-workflow
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...
GitHub
mermaid-generator
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...
GitHub
ms-ag-ui
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...
GitHub
agentsdb-patterns
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...
GitHub
ms-workflows
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...
GitHub
context-loader
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...
GitHub
c4-generator
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...
GitHub
jj-expert
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).
GitHub
tdd-red-phase
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...
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