llama.cpp local GGUF inference + HF Hub model discovery.

YouTube transcripts to summaries, threads, blogs.

Audio spectrograms/features (mel, chroma, MFCC) via CLI.

Hand-drawn Excalidraw JSON diagrams (arch, flow, seq).

Infographics: 21 layouts x 21 styles (信息图, 可视化).

CRITICAL: Use for generics, traits, zero-cost abstraction. Triggers: E0277, E0308, E0599, generic, trait, impl, dyn, where, monomorphization, static dispatch, dynamic dispatch, impl Trait, trait bound not satisfied, 泛型, 特征, 零成本抽象, 单态化

Use for authorized multi-stage attack-path planning and orchestration when a task spans reconnaissance, initial access, privilege escalation, lateral movement, or impact assessment. Route single-stage tasks directly to their specialist skill.

Brownfield entry point for the V-Model workflow. Reverse-engineers an existing codebase into the standard V-Model artifacts: plan-context.md, ADRs, arc42 snapshot, FEATURE inventory, backlog seed, and an evidence-based BA draft. Walks the V backwards from Coding up to Business Analysis, filling every step only with what can be proven from the code or the existing documentation. Every claim is sourced (path:line or doc section); nothing is invented. Use this skill when the user mentions "existing project", "legacy codebase", "reverse engineer", "import existing code", "brownfield", "we already have code", "onboard existing project", or when the user wants to enter the V-Model workflow but artifacts do not exist yet.

Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.

Automate Algodocs tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate AI ML API tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate Agility CMS tasks via Rube MCP (Composio). Always search tools first for current schemas.

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

Use when viewing available handoff documents — lists active and archived handoffs with their status, date, topic, and branch

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

Release workflow for QtPass - versioning, builds, publishing

Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code. Use when setting up security scanning, implementing DevSecOps practices, or automating code vulnerability detection.

Use the Stitch SDK to generate, edit, and iterate on UI screens from text prompts, manage projects, and retrieve screen HTML/images. Use when the user wants to consume the SDK in their application.