AI Engineering

MCP Discovery automatically surfaces MCP server, tool design, and testing skills for MCP development tasks. Use it when building servers, defining resources or prompts, or debugging MCP integrations.

ML Skills Discovery automatically loads relevant machine learning and AI skills during ML development tasks. Use it when working on training, inference, RAG, embeddings, fine-tuning, LLMs, or diffusion models.

Mobile Skills Discovery auto-activates for iOS, Swift, SwiftUI, React Native, and related mobile app work. It points Claude Code to the mobile category index and specific skills to load as needed.

Product Skills Discovery auto-activates for product management, roadmap, prioritization, user stories, metrics, and strategy work. It serves as a gateway to more specific product, collaboration, and workflow skills.

Research Skills Discovery automatically loads research methodology skills for literature reviews, study design, data collection, analysis, synthesis, and research writing. Use it when a task involves academic research or experimental work.

Security Skills Discovery automatically surfaces related application security skills for authentication, authorization, validation, headers, vulnerability assessment, and secrets management. Use it when hardening apps or handling OWASP and security tasks.

Simulink Course Activity Generator creates MATLAB Course Designer-ready Simulink Exercise activities with starter and solution .slx models. Use it when you need a Simulink learning activity, exercise, or import-ready Course Designer artifact.

Systems Theory Discovery routes requests about eBPF, compilers, type systems, IR, and formal methods to the relevant skills. Use it when working on tracing, parsers, SMT, Lean, or theorem proving.

Wasm Skills Discovery auto-activates for WebAssembly and WASI work, then points Claude Code to the relevant wasm guidance. Use it to find the right wasm browser, Rust, fundamentals, or server-side skill.

Zig Discovery automatically activates the Zig skill set when working on Zig, comptime, allocators, build.zig, C interop, memory management, or systems programming. Use it to load the Zig category index or a specific Zig workflow skill.

Agent Observability designs privacy-aware telemetry for AI agents using traces, spans, metrics, dashboards, and alerts. Use it to debug failures, measure latency and cost, define SLOs, and audit agent behavior.

Agent Red Teaming plans, executes, documents, and retests authorized security assessments of AI agents and multi-agent workflows. Use it to test prompt injection, tool and identity boundaries, memory or cross-agent attacks, and remediation in approved environments.