The library

security-pen-testing · When validating security posture through controlled exploitation and finding real exploitable flaws.

sdk · When you need maintainable, type-safe SDKs across multiple languages from a single source.

tauri-orchestrator · When building complex multi-window Tauri apps with shared state and coordinated IPC.

self-eval · When analyzing agent performance to identify missing capabilities and plan skill development.

claude-omakase · When you want AI-curated recommendations with human-like taste and context awareness.

tauri-v2 · When you need secure, updatable native desktop apps with small footprint and fast startup.

self-improving-agent · When building agents that improve automatically by learning from task failures and refining their own instructions.

apollo · B2B founder sourcing and recruiter workflows where free alternatives lack enrichment depth.

tdd-workflow · Mission-critical code where regression risk outweighs speed, or when team coverage culture is weak.

senior-architect · Justifying architecture decisions to stakeholders or refactoring inherited large codebases.

agent-kit · Accelerating domain event modeling in Eventmodelers with Claude-powered analysis.

team-agent-orchestration · Multi-agent projects where chaos and lost work matter, or when you need visible state across agents.

senior-backend · Shipping production APIs with safety gates (migration dry-run, load test validation) included.

clawhub · Distributing reusable agent skills across teams and CI/CD pipelines with version guarantees.

code-runner · Fast prototyping inside agent contexts where you need one-shot execution without setup.

terminal-ops · Operator-mode verification where evidence of execution beats speed, and proof matters.

senior-computer-vision · Production vision systems where both inference speed (real-time) and accuracy (>75% mAP) are constraints.

reskill · Team skill management where reproducible versions and multi-agent installation matter.

menu-loop · Simple CLI tools where users pick from discrete actions without explicit command-line args.

terraform-skill · Infrastructure changes where accidental destruction is costly, requiring plan review before apply.

slice-ninja · Bridging designer-to-developer handoff with pixel-perfect slices that actually scale responsively.

testing-tauri-apps · Testing Tauri desktop apps where Rust backend + TypeScript frontend integrate via IPC.

senior-data-scientist · Reproducible ML research where feature selection, experiment tracking, and cross-validation are non-negotiable.

web-fetch · Quick one-off data extraction from public web pages when scripting is faster than API.

textual · Building polished CLI tools with rich interactions (menus, grids, forms) beyond static text output.

senior-frontend · Enterprise frontends where performance (Core Web Vitals) and accessibility (WCAG) are contract items.

thoth-skill · Complex semantic reasoning over structured knowledge when SQL subqueries are too rigid.

threejs-skills · Building interactive 3D visualizations when traditional canvas/SVG won't match the visual complexity

senior-fullstack · Deciding tech stacks for new projects when team composition and budget are known

tmux · Automating interactive CLI tools and REPLs when plain piping is insufficient

senior-ml-engineer · Taking a trained model to production when operational monitoring and automated retraining are concerns

Kind Setup · Local Kubernetes testing when you need a full cluster in Docker without VM overhead

token-budget-advisor · Explicit depth control when users want to dial response length before the answer

senior-pm · Multi-project portfolio governance when financial risk and resource constraints must be quantified

transformers-js · Client-side ML inference when avoiding cloud dependencies and server round-trips matter

senior-prompt-engineer · Iterating on LLM prompts when token cost and output quality must both improve

twist-cli · Scripting Twist operations when GUI interaction is slow or batch actions needed

ckm:slides · Building branded presentations when you need data visualizations and responsive design

senior-qa · Building test coverage for React components when you want both unit and E2E scenarios

skill-hub · Extending AI coding agents with verified skills when ecosystem matters

ui-demo · Creating customer-facing UI demos when manual recording is error-prone

senior-secops · Security hardening when application risk and compliance requirements are non-negotiable

starter · Bootstrapping new agent installations when you want pre-vetted skill combinations

ui-to-vue · Quick prototyping from Figma/screenshots when manual component writing is tedious

bluesea · Consistency in g1cloud BackOffice UIs when internal design library is mandatory

protoc · Protocol buffer management when schema-driven code generation is required

ui-ux-pro-max · Accelerating design decisions when consistency across 50 styles and multiple palettes matters

seo-audit · Diagnosing organic search performance bottlenecks with systematic technical and content review.

opengraph-creator · Creating platform-specific social preview images with agent-assisted visual design workflow.

uncloud · Running stateless services across peer machines without central control plane or infrastructure lock-in.