Dependency Health
yalehSecurity-first dependency management methodology with batch remediation, policy-driven compliance, and automated enforcement. Use when security vulnerabilities exist in dependencies, dependency freshness low (outdated packages), license compliance needed, or systematic dependency management lacking. Provides security-first prioritization (critical vulnerabilities immediately, high within week, medium within month), batch remediation strategy (group compatible updates, test together, single PR), policy-driven compliance framework (security policies, freshness policies, license policies), and automation tools for vulnerability scanning, update detection, and compliance checking. Validated in meta-cc with 6x speedup (9 hours manual to 1.5 hours systematic), 3 iterations, 88% transferability across package managers (concepts universal, tools vary by ecosystem).
pm-coach
qingxuantangCoaches product managers on skill development, career growth, and PM craft. Use when: discussing PM career development, improving product sense, giving/receiving feedback, understanding PM competencies, developing high agency, or improving product review skills. Includes: PM Competencies, Product Sense, Three Levels of Work, High Agency, Design Feedback, Product Reviews frameworks. Sources: Ravi Mehta, Julie Zhuo, Shreyas Doshi, Ami Vora.
hiring-guide
qingxuantangGuides hiring decisions for product managers and leaders. Use when: hiring first PM, hiring leaders, designing interview processes, evaluating candidates, or building PM teams. Includes: First PM Hiring, Hiring Leaders Playbook, PM Competencies for interviewing. Sources: Gokul Rajaram, Ravi Mehta.
lamindb
oimiragieoThis skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
SectionUI
linhayMaster skill for SectionUI (SectionKit), a powerful data-driven framework for building complex UICollectionView layouts in Swift. Use when working with UICollectionView, building list interfaces, implementing reactive data binding with Combine, optimizing collection view performance, managing selection state, implementing sticky headers/footers, creating waterfall layouts, integrating SwiftUI views, handling scroll events, or implementing page-based navigation. Covers cells, sections, managers, layout plugins, decorations, performance optimization, reactive programming, selection management, scroll observation, and page view controllers.
Dev Environment Bootstrapper
patricio0312revStandardizes development environment setup across machines by generating tool version configs (Node, Python, Ruby), package manager configs (pnpm, Volta, asdf, mise), environment variable templates, and setup scripts with onboarding documentation. Use when users need to "setup dev environment", "standardize tooling", "configure version managers", or "create onboarding scripts".
vscode-tdd-expert
s-hiraokuThis skill provides expert-level guidance for Test-Driven Development (TDD) in VS Code extension development following the t-wada methodology. Use it when writing tests before implementation, creating comprehensive test suites, implementing disciplined Red–Green–Refactor cycles, or improving test coverage for extension components such as WebViews, terminal managers, activation handlers, commands, and workspace/state logic.
product-spec-kit
diegoeisComprehensive skill for Product Managers to create organize and manage Product Teams, Strategy, PRDs, release plans, user stories, and standalone issues with high-quality acceptance criteria. Supports both full documentation workflows (PRD → Plan → Stories) and quick issue creation (standalone stories, tasks, bugs). All documentation follows design-driven development principles with functional, testable acceptance criteria based on visual designs and user flows.
python-development
laurigatesCore Python development concepts, idioms, best practices, and language features. Covers Python 3.10+ features, type hints, async/await, and Pythonic patterns. For running scripts, see uv-run. For project setup, see uv-project-management. Use when user mentions Python, type hints, async Python, decorators, context managers, or writing Pythonic code.
LaminDB
jackspaceUse this skill when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Apply it when managing biological datasets (scRNA-seq, spatial transcriptomics, flow cytometry, bulk RNA-seq, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (Weights & Biases, MLflow), and deployment strategies.
Product Manager Toolkit
majiayu000Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
hammer-dependency-analyzer
Ronin15Verify dependency structure and architecture health for SDL3 HammerEngine. Detects circular dependencies, excessive coupling, layer violations, header bloat, and provides dependency graph visualization. Ensures adherence to layered architecture (Core→Managers→States→Entities). Use monthly, after major refactors, or when investigating compile time issues.
performance-at-scale
Bbeierle12Spatial indexing and world streaming for Three.js building games with thousands of pieces. Use when optimizing building games, implementing spatial queries, chunk loading, or profiling performance. Includes spatial hash grids, octrees, chunk managers, and benchmarking tools.
form-security
Bbeierle12Security patterns for web forms including autocomplete attributes for password managers, CSRF protection, XSS prevention, and input sanitization. Use when implementing authentication forms, payment forms, or any form handling sensitive data.
project-context-discovery
bostonaholicDiscover project structure, package managers, test frameworks, and automation without hardcoded assumptions
dotnet-feature
cwoodruffExpert .NET 10 Full-Stack Developer skill. Use this when implementing new features, vertical slices, or modifying existing logic in the MoreSpeakers application. It covers Domain, Data (EF Core), Managers, and Web (Razor Pages + HTMX).
product-manager-toolkit
agent-skills-hubComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
product-manager-toolkit
ngxtmComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
orchardcore-display-management
CrestAppsSkill for using Orchard Core's display management system. Covers display drivers, display managers, shapes, display types, shape table providers, placement, and editor/display mode patterns.
manage-kubernetes-secrets
pjt222Implement secure secrets management in Kubernetes using SealedSecrets for GitOps, External Secrets Operator for cloud secret managers, and rotation strategies. Handle TLS certificates, API keys, and credentials with encryption at rest and RBAC controls. Use when storing sensitive configuration for Kubernetes applications, implementing GitOps where secrets must be version-controlled, integrating with AWS Secrets Manager or Azure Key Vault, rotating credentials without downtime, or migrating from plaintext Secrets to encrypted solutions.
manage-kubernetes-secrets
pjt222Implement secure secrets management in Kubernetes using SealedSecrets for GitOps, External Secrets Operator for cloud secret managers, and rotation strategies. Handle TLS certificates, API keys, and credentials with encryption at rest and RBAC controls. Use when storing sensitive configuration for Kubernetes applications, implementing GitOps where secrets must be version-controlled, integrating with AWS Secrets Manager or Azure Key Vault, rotating credentials without downtime, or migrating from plaintext Secrets to encrypted solutions.
portfolio-presentation
organvm-iv-taxisCurate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
python-resource-management
mattmrePython resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
coaching-pms
jasonmeansHelp users develop and coach product managers. Use when someone is managing PMs, creating development plans, running performance reviews, or trying to level up their PM team's capabilities.
dotnet-cli-packaging
wshaddixPublishing to package managers: Homebrew, apt/deb, winget, Scoop, and Chocolatey manifests.
lamindb
iamseungpilThis skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.
isaaclab-mdp-terms
chuongdlbImplements MDP terms for IsaacLab manager-based environments across all 8 managers — Observation, Reward, Termination, Event, Action, Command, Curriculum, Recorder.
python-resource-management
agent-arc-744Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
product-manager-toolkit
rootcastlecoComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritizati...
product-operation-report
xfs96192Generate standardized product operation instructions and a “recent volatility explanation” text for investment managers. Supports generating an operation snapshot based on product code/name and a specified date (annualized return/duration/leverage/equity allocation/equity style distribution). When stage performance data and market performance information are provided, outputs a recent NAV volatility explanation paragraph using a fixed template. Supports overriding the default data pull with a user-provided latest holdings P&L.
go-installer
httprunnerInstall and verify the Go toolchain on macOS, Linux, and Windows. Use when Go is required but not present, or when a specific Go version must be installed. Prefer system package managers (homebrew, apt, etc.) and fall back to official Go downloads when needed.
npm-updater
verebelyinStep-by-step dependency update workflow for Node.js projects. Use when the user asks to update, upgrade, or bump npm/yarn/pnpm/bun dependencies in package.json. Handles minor/patch batching, major version analysis with changelog review, migration guide discovery for frameworks (Next.js, Prisma, React, etc.), and post-update verification. Supports all package managers (npm, yarn, pnpm, bun) with automatic detection.
review-python
nesnilnehcReview Python code for language and runtime conventions: type hints, exceptions, async/await, context managers, dependencies, and testability. Language-only atomic skill; output is a findings list.
leader-one-on-one-workflow
danielshueSkill for preparing and processing 1:1 meetings with managers who report to directors/leaders
Product Manager Toolkit
oki3505FComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
integrating-secrets-managers
nivkazdanThis skill enables the AI assistant to seamlessly integrate with various secrets managers such as HashiCorp Vault and AWS Secrets Manager. It generates configuration and setup code while ensuring best practices for secure credential management. Use this skill when the appropriate context is detected and trigger it with relevant phrases aligned to the skill's purpose.
product-manager-toolkit
robertbstillwellComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
uv
chriszubiagaThis skill should be used when creating new Python projects or managing Python dependencies. IMPORTANT - uv must ALWAYS be used for any Python-related commands in Python projects (running scripts, installing packages, creating virtual environments, etc.). Never use pip, python directly, or other package managers - always use uv commands (uv run, uv add, uv pip, etc.).
product-manager-toolkit
reikiplanetComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritizati...
add-badges
wyattowalshScan a codebase to detect languages, frameworks, CI/CD pipelines, package managers, and tools, then generate and insert shields.io badges into the README with correct icons, brand colors, and live data endpoints. Use when adding badges, updating badges, removing badges, improving README appearance, adding shields, adding CI status badges, or making a README look more professional. NOT for README content writing, documentation generation, or CI/CD setup.
python-best-practices
eggboyPython coding best practices, conventions, and architectural patterns for production-ready applications. Use when writing, reviewing, or refactoring Python code to apply modern patterns and idiomatic style. Covers: general Python conventions (PEP 8, type hints, testing with pytest/Hypothesis/Faker), FastAPI best practices (async endpoints, error handling, OpenAPI docs, dependency injection), dataframe mindset (vectorization, columnar operations, method chaining across Pandas/Polars/DuckDB/Spark), and Python data model (dunder methods, iterators, context managers, descriptors, properties). Applicable to Python 3.12+ projects using pyproject.toml and Ruff for linting.
python-resource-management
mowgliphPython resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
Product Manager Toolkit
haniakrim21Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
product-manager-toolkit
arielperez82Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, opportunity scoring, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, continuous discovery, and product strategy development.
python-resource-management
JuanJoseGonGiPython resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
unity-di
FerranGuardiaUnity 5.x dependency injection container for .NET Framework 4.7. Container setup, lifetime managers, MVC 5 + Web API 2 integration, registration patterns. NOT Microsoft.Extensions.DependencyInjection.
notebooklm-research
ezemrivQuerying NotebookLM for López de Prado financial ML theory from AFML and ML for Asset Managers. Use when implementing any concept from these books, starting a new chapter extraction, or needing algorithm details, code snippets, or theoretical context from the books.
lamindb
reikiplanetThis skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.