liblib-ai-gen

Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.

Academic research assistant for literature reviews, paper analysis, and scholarly writing.\nUse when: reviewing academic papers, conducting literature reviews, writing research summaries,\nanalyzing methodologies, formatting citations, or when user mentions academic research,

Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable. Supports GGUF quantization (1.5-8 bit) for reduced memory and 4-10× speedup vs PyTorch on CPU.

Senior Python developer expertise for writing clean, efficient, and well-documented code.\nUse when: writing Python code, optimizing Python scripts, reviewing Python code for best practices,\ndebugging Python issues, implementing type hints, or when user mentions Python, PEP 8,

Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contract compliance.

Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural