claude

sdlc-team-ai

AI/ML specialist agents — architects, prompt engineers, RAG designers

42 on GitHubby SteveGJonesv1.0.0MITupdated 1 month ago
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Plugin sdlc-team-ai from marketplace ai-first-sdlc in SteveGJones/ai-first-sdlc-practices. Commands read from the repo's manifest — 1 month ago.

What it installs

Subagents (14)

  • a2a-architect

    Expert in multi-agent system architecture including MCP and A2A protocols, inter-agent messaging, orchestration patterns, fault tolerance, and scaling strategies. Use for designing agent communication, orchestrating workflows, integrating heteroge...

  • agent-developer

    Expert in agent architecture, persona design, and multi-agent systems. Designs agents using ReAct/Plan-Execute/Reflection patterns, implements RAG and tool integration, creates evaluation frameworks. Use for agent design decisions, system architec...

  • ai-devops-engineer

    Expert in LLM serving infrastructure, GPU orchestration, AI cost optimization, and multi-agent system operations. Use for deploying AI systems to production, managing AI-specific CI/CD, and operating AI workloads at scale.

  • ai-solution-architect

    Expert in AI/ML system architecture, LLM application design, RAG systems, MLOps pipelines, and AI safety. Use for designing AI systems, evaluating model selection, architecting multi-agent systems, and ensuring production-grade AI implementations.

  • ai-team-transformer

    Expert in AI team transformation, multi-agent orchestration, and developer coaching. Use for AI adoption programs, team collaboration training, and building legendary AI-augmented teams.

  • ai-test-engineer

    Expert in comprehensive test strategy design, modern test automation frameworks, AI-augmented testing, contract testing, and quality engineering. Use for test pyramid design, CI/CD test integration, flaky test resolution, and shift-left testing pa...

  • context-engineer

    Expert in AI memory architectures, context window optimization, token budget management, and state persistence. Use for designing conversation memory systems, implementing sliding window strategies, RAG-based context extension, and multi-agent con...

  • langchain-architect

    Expert in LangChain 0.1+ and LangGraph architectures. Use for LCEL chain design, RAG system architecture, multi-agent orchestration, tool integration patterns, or production deployment of LLM applications with observability.

  • mcp-quality-assurance

    Expert in MCP specification compliance, security auditing, and production readiness assessment. Use for quality reviews, security assessments, and deployment validation of MCP servers.

  • mcp-server-architect

    Expert in Model Context Protocol server architecture, tool schema design, transport configuration, and production deployment. Use for MCP server design, tool hierarchy planning, security architecture, and integration strategy.

  • mcp-test-agent

    MCP server testing specialist validating functionality, reliability, performance, and AI usability. Use for testing MCP implementations, validating production readiness, or debugging server issues.

  • orchestration-architect

    Expert in multi-agent workflow design, state machines, agent coordination, and distributed orchestration. Use for designing agent pipelines, implementing handoff protocols, scaling orchestration systems, and choosing frameworks like LangGraph, Aut...

  • prompt-engineer

    Expert in prompt engineering for Claude, GPT, Gemini, and Llama models. Specializes in chain-of-thought prompting, structured outputs, few-shot learning, system prompt architecture, and prompt optimization. Use for designing effective prompts, imp...

  • rag-system-designer

    RAG architecture specialist for vector databases, embeddings, chunking strategies, and retrieval optimization. Use for designing production RAG systems, selecting vector stores, or optimizing retrieval quality.

View source on GitHub

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