@skills · Owner
Agent skills by josiahsiegel
307 skills indexed from github.com/josiahsiegel. Reference any of them in AdaL, Claude Code, Cursor or any coding agent — nothing to install.
- adf-master · Skill · 50 stars
Azure Data Factory (ADF) CI/CD, deployment, and pipeline development. PROACTIVELY activate for: (1) ADF CI/CD setup (npm validation, ARM template export),
- adf-master · Collection · 50 stars
- adf-ml-analytics · Skill · 50 stars
ADF + Azure ML and analytics integrations. PROACTIVELY activate for: (1) Azure ML batch endpoints invoked from ADF, (2) Azure OpenAI Batch API pipeline pat
- adf-validation-rules · Skill · 50 stars
ADF activity nesting rules, limits, and validation gotchas. PROACTIVELY activate for: (1) ADF activity nesting rules (ForEach inside If, Switch, Until), (2
- ado-master · Collection · 50 stars
- ado-pipeline-best-practices · Skill · 50 stars
Azure DevOps pipeline best practices, patterns, and industry standards. PROACTIVELY activate for: (1) authoring or reviewing Azure DevOps YAML pipelines, (
- ado-windows-git-bash-compatibility · Skill · 50 stars
Windows and Git Bash compatibility for Azure Pipelines. PROACTIVELY activate for: (1) pipelines that pass on Linux but fail on Windows agents, (2) path con
- adr-backfill · Skill · 50 stars
This skill should be used to retroactively record an architectural decision that was made in the past but never written up as an ADR — typically surfaced b
- adr-critique · Skill · 50 stars
This skill should be used to audit an existing or legacy ADR, especially one imported, LLM-generated, stale, or never self-critiqued. PROACTIVELY activate
- adr-discovery · Skill · 50 stars
This skill should be used before drafting an ADR when context, components, relationships, deciders, or prior decisions are unclear. PROACTIVELY activate on
- adr-drafting · Skill · 50 stars
This skill should be used when a decision is ready to become an ADR and the user wants co-thinking rather than template filler. PROACTIVELY activate on "dr
- advanced-array-patterns · Skill · 50 stars
Advanced bash array patterns including indexed and associative arrays, mapfile/readarray, slicing, and array manipulation (2025). PROACTIVELY activate for:
- advanced-features-2025 · Skill · 50 stars
Advanced Claude Code plugin features for hooks, MCP integration, team distribution, and progressive disclosure. PROACTIVELY activate for: (1) progressive d
- advanced-patterns · Skill · 50 stars
Advanced T-SQL patterns and techniques for SQL Server and Azure SQL. PROACTIVELY activate for: (1) writing CTEs and recursive queries, (2) APPLY operator (
- agent-development · Skill · 50 stars
Canonical guide to authoring Claude Code agent frontmatter and system prompts. PROACTIVELY activate for: (1) creating a new agent, (2) adding an agent to a
- agentforce-2025 · Skill · 50 stars
Salesforce Agentforce AI agents and autonomous automation (2025-2026). PROACTIVELY activate for: (1) building Agentforce agents and topics, (2) Agent Build
- aks-automatic-2025 · Skill · 50 stars
Azure Kubernetes Service (AKS) Automatic mode and 2025 platform features. PROACTIVELY activate for: (1) AKS Automatic (managed Kubernetes, zero operational
- azure-emulators-2025 · Skill · 50 stars
Azure service emulators for local development in Docker (2025). PROACTIVELY activate for: (1) Azurite for Storage (Blob, Queue, Table) emulation, (2) Cosmo
- azure-master · Collection · 50 stars
- azure-ml-foundry-workspace · Skill · 50 stars
Azure Machine Learning Workspace and Azure AI Foundry deep dive. PROACTIVELY activate for: (1) creating and configuring Azure ML workspaces, (2) Azure AI F
- azure-openai-2025 · Skill · 50 stars
Azure OpenAI Service and Azure AI Foundry models (2025-2026). PROACTIVELY activate for: (1) deploying Azure OpenAI models (GPT-5, GPT-4.1, GPT-4o), (2) Azu
- azure-sql-optimization · Skill · 50 stars
Azure SQL Database optimization and platform-specific features. PROACTIVELY activate for: (1) Azure SQL Database optimization, (2) DTU vs vCore selection a
- azure-to-docker-master · Collection · 50 stars
- azure-well-architected-framework · Skill · 50 stars
Azure Well-Architected Framework (WAF) for cloud architecture review. PROACTIVELY activate for: (1) Azure architecture review or design, (2) Reliability pi
- bash-53-features · Skill · 50 stars
Bash 5.3 new features and modern patterns (2025). PROACTIVELY activate for: (1) Bash 5.3 specific features (BASH_TRAPSIG, in-shell command substitution, ${
- bash-master · Skill · 50 stars
Expert bash/shell scripting across environments where Bash is available (Linux, macOS, Git Bash on Windows, WSL, containers). This is a Bash-focused skill
- bash-master · Collection · 50 stars
- c4-model · Skill · 50 stars
This skill should be used to create or update a C4 architecture diagram alongside an ADR, especially in LikeC4. PROACTIVELY activate on "add a C4 diagram",
- claude-plugin-marketplace · Collection · 50 stars
- clerk-auth-master · Collection · 50 stars
- clerk-backend-apis · Skill · 50 stars
Use for Clerk backend request auth. PROACTIVELY activate for Express, Fastify, Node, Go, Ruby/Rails, Python/FastAPI/Django/Flask, Java/Spring, C#/.NET, PHP
- clerk-clock-skew-jwt · Skill · 50 stars
Use for Clerk JWT and session token clock-skew issues. PROACTIVELY activate for "token-not-active-yet", "JWT cannot be used prior to not before", token-exp
- clerk-environments-deployment · Skill · 50 stars
Use for Clerk dev/prod readiness, deployment, and multi-language implementation planning. PROACTIVELY activate for environment variables, pk_test/sk_test v
- clerk-frontend-sdks · Skill · 50 stars
Use for Clerk frontend auth flows. PROACTIVELY activate for React, JavaScript, Vue, Nuxt, Astro, Expo, React Router, TanStack React Start, or SPA setup; Cl
- clerk-nextjs-auth · Skill · 50 stars
Use for Clerk in Next.js. PROACTIVELY activate for @clerk/nextjs setup, App Router auth()/currentUser(), clerkMiddleware(), proxy.ts/middleware.ts, createR
- clerk-sessions-webhooks-security · Skill · 50 stars
Use for Clerk sessions, tokens, webhooks, orgs, and security. PROACTIVELY activate for session tokens, JWT templates, getToken(), custom claims, pending se
- cloudflare-knowledge · Skill · 50 stars
Cloudflare platform knowledge — Workers, Pages, R2, D1, KV, Durable Objects, AI, and Zero Trust. PROACTIVELY activate for: (1) Cloudflare Workers (handlers
- cloudflare-master · Collection · 50 stars
- competition-workflows · Skill · 50 stars
Kaggle competition notebook workflows and submissions. PROACTIVELY activate for: (1) submitting notebook outputs to competitions, (2) `kaggle competitions
- compose-patterns-2025 · Skill · 50 stars
Docker Compose production patterns for 2025 (multi-environment, health checks, modern features). PROACTIVELY activate for: (1) production Docker Compose pa
- container-apps-gpu-2025 · Skill · 50 stars
Azure Container Apps with GPU support, serverless capabilities, and Foundry Models. PROACTIVELY activate for: (1) Container Apps GPU (serverless GPU worklo
- context-master · Skill · 50 stars
Universal context management and planning system. PROACTIVELY activate for: (1) ANY complex task requiring planning, (2) Multi-file projects/websites/apps,
- context-master · Collection · 50 stars
- data-cloud-2025 · Skill · 50 stars
Salesforce Data Cloud integration patterns and architecture (2025). PROACTIVELY activate for: (1) Data Cloud setup and ingestion, (2) Data Streams (cloud,
- databricks-2025 · Skill · 50 stars
ADF + Databricks 2025 integration patterns. PROACTIVELY activate for: (1) Databricks Job activity in ADF, (2) DatabricksJob (preview) vs DatabricksNotebook
- datasets-models-sources · Skill · 50 stars
Kaggle datasets, models, sources, and kagglehub workflows. PROACTIVELY activate for: (1) downloading datasets with kagglehub, (2) uploading datasets, (3) d
- dax-mastery · Skill · 50 stars
DAX (Data Analysis Expressions) mastery for Power BI semantic models. PROACTIVELY activate for: (1) writing DAX measures or calculated columns, (2) CALCULA
- debugging-troubleshooting-2025 · Skill · 50 stars
Comprehensive bash script debugging and troubleshooting techniques for 2025. PROACTIVELY activate for: (1) debugging a misbehaving bash script, (2) using s
- defender-for-devops · Skill · 50 stars
Microsoft Defender for DevOps integration with Azure Pipelines. PROACTIVELY activate for: (1) adding security scanning to a pipeline, (2) Microsoft Securit
- deployment-admin · Skill · 50 stars
Power BI deployment, CI/CD, governance, and administration. PROACTIVELY activate for: (1) Power BI deployment pipelines (Service deployment pipelines, fabr
- deployment-stacks-2025 · Skill · 50 stars
Azure Deployment Stacks for unified resource lifecycle management. PROACTIVELY activate for: (1) Azure Deployment Stacks (GA replacement for Azure Blueprin
- doc-diagnostic · Skill · 50 stars
This skill should be used when deciding whether a doc should exist, where it belongs, whether something is really an ADR, or whether an architectural decis
- doc-master · Collection · 50 stars
- docker-2025-features · Skill · 50 stars
Latest Docker features (2025-2026) including Docker AI, Enhanced Container Isolation, BuildKit improvements, and Moby. PROACTIVELY activate for: (1) Docker
- docker-best-practices · Skill · 50 stars
Comprehensive Docker best practices for images, containers, and production deployments. PROACTIVELY activate for: (1) writing production-ready Dockerfiles,
- docker-git-bash-guide · Skill · 50 stars
Docker on Windows with Git Bash / MINGW path conversion. PROACTIVELY activate for: (1) Docker commands failing on Windows Git Bash with path errors, (2) vo
- docker-master · Collection · 50 stars
- docker-platform-guide · Skill · 50 stars
Platform-specific Docker considerations for Windows, Linux, and macOS. PROACTIVELY activate for: (1) Docker Desktop on Windows (WSL2 vs Hyper-V backends),
- docker-security-guide · Skill · 50 stars
Comprehensive Docker security guidelines and threat mitigation. PROACTIVELY activate for: (1) container security review, (2) running as non-root user, (3)
- docker-watch-mode-2025 · Skill · 50 stars
Docker Compose Watch mode for hot reload during local development (2025 GA). PROACTIVELY activate for: (1) docker compose watch setup, (2) watch action typ
- dotnet-microservices-master · Collection · 50 stars
- execution-plan-analysis · Skill · 50 stars
This skill should be used when the user asks to analyze SQL Server execution plans, .sqlplan files, ShowPlan XML, actual vs estimated plans, plan warnings,
- fabric-integration · Skill · 50 stars
Microsoft Fabric integration with Power BI semantic models. PROACTIVELY activate for: (1) Microsoft Fabric platform tasks, (2) Direct Lake mode and OneLake
- fabric-onelake-2025 · Skill · 50 stars
ADF + Microsoft Fabric / OneLake 2025 integration. PROACTIVELY activate for: (1) Fabric Lakehouse connector in ADF, (2) Fabric Warehouse connector in ADF,
- fal-ai-master · Collection · 50 stars
- fal-api-reference · Skill · 50 stars
Complete fal.ai API reference system. PROACTIVELY activate for: (1) @fal-ai/client JavaScript setup, (2) fal_client Python setup, (3) fal.subscribe/run/str
- fal-audio · Skill · 50 stars
Complete fal.ai audio system. PROACTIVELY activate for: (1) Whisper speech-to-text, (2) Transcription with timestamps, (3) Translation to English, (4) F5-T
- fal-image-to-image · Skill · 50 stars
Complete fal.ai image-to-image system. PROACTIVELY activate for: (1) FLUX image-to-image transformation, (2) ControlNet (canny, depth, pose), (3) Inpaintin
- fal-image-to-video · Skill · 50 stars
Complete fal.ai image-to-video system. PROACTIVELY activate for: (1) Kling 2.5/2.6 Pro image animation, (2) MiniMax Hailuo with prompt optimizer, (3) LTX i
- fal-model-guide · Skill · 50 stars
Complete fal.ai model selection system. PROACTIVELY activate for: (1) Choosing image generation models (FLUX, SDXL), (2) Choosing video models (Kling, Sora
- fal-optimization · Skill · 50 stars
Complete fal.ai optimization system. PROACTIVELY activate for: (1) Queue vs run performance, (2) Parallel request batching, (3) Streaming for real-time UI,
- fal-serverless-guide · Skill · 50 stars
Complete fal.ai serverless deployment system. PROACTIVELY activate for: (1) Creating fal.App class, (2) GPU machine selection (T4/A10G/A100/H100), (3) setu
- fal-text-to-image · Skill · 50 stars
Complete fal.ai text-to-image system. PROACTIVELY activate for: (1) FLUX.1/2 Pro/Dev/Schnell generation, (2) SDXL and Fast SDXL, (3) Image size presets (sq
- fal-text-to-video · Skill · 50 stars
Complete fal.ai text-to-video system. PROACTIVELY activate for: (1) Kling 2.0/2.5/2.6 Pro video generation, (2) Sora 2 for creative videos, (3) LTX Video w
- fal-video-to-video · Skill · 50 stars
Complete fal.ai video-to-video system. PROACTIVELY activate for: (1) Kling O1 video editing, (2) Sora Remix transformation, (3) Video upscaling, (4) Frame
- ffmpeg-animation-timing-reference · Skill · 50 stars
Definitive reference for FFmpeg and ASS/SSA animation timing units, optimal durations, and best practices. PROACTIVELY activate for: (1) Animation timing q
- ffmpeg-audio-processing · Skill · 50 stars
Complete audio encoding and normalization system. PROACTIVELY activate for: (1) Audio codec selection (AAC, MP3, Opus, FLAC), (2) Loudness normalization (E
- ffmpeg-captions-subtitles · Skill · 50 stars
Complete subtitle and caption system for FFmpeg 7.1 LTS and 8.0.1 (latest stable, released 2025-11-20). PROACTIVELY activate for: (1) Burning subtitles (ha
- ffmpeg-cicd-runners · Skill · 50 stars
Complete CI/CD video processing system. PROACTIVELY activate for: (1) GitHub Actions FFmpeg setup, (2) GitLab CI video pipelines, (3) Jenkins declarative p
- ffmpeg-cloudflare-containers · Skill · 50 stars
Complete Cloudflare Container FFmpeg system. PROACTIVELY activate for: (1) Cloudflare Containers setup, (2) Native FFmpeg at edge, (3) GPU-accelerated cont
- ffmpeg-color-grading-chromakey · Skill · 50 stars
Complete color manipulation and green screen effects system. PROACTIVELY activate for: (1) Green screen/chromakey removal, (2) Color grading with LUTs, (3)
- ffmpeg-command-syntax · Skill · 50 stars
Complete FFmpeg command syntax reference covering option ordering, input vs output options, stream specifiers, and position-sensitive options. PROACTIVELY
- ffmpeg-core · Collection · 50 stars
- ffmpeg-deinterlacing-telecine · Skill · 50 stars
Complete FFmpeg deinterlacing, field processing, and telecine removal for broadcast and professional video. PROACTIVELY activate for: (1) Deinterlacing int
- ffmpeg-docker-containers · Skill · 50 stars
Complete Docker FFmpeg deployment system. PROACTIVELY activate for: (1) Docker FFmpeg image selection (jrottenberg, linuxserver), (2) GPU passthrough (NVID
- ffmpeg-effects · Collection · 50 stars
- ffmpeg-filter-complex-patterns · Skill · 50 stars
Complete guide to FFmpeg filter_complex syntax, multi-input/output pipelines, and composition patterns. PROACTIVELY activate for: (1) filter_complex syntax
- ffmpeg-fundamentals-2025 · Skill · 50 stars
Complete FFmpeg core knowledge system for FFmpeg 7.1 LTS and 8.0.1 (latest stable, released 2025-11-20). PROACTIVELY activate for: (1) Basic transcoding an
- ffmpeg-glitch-distortion-effects · Skill · 50 stars
Complete glitch art, datamosh, and video distortion effects system. PROACTIVELY activate for: (1) Datamosh/pixel bleeding effects, (2) VHS/analog glitch si
- ffmpeg-hardware-acceleration · Skill · 50 stars
Complete GPU-accelerated encoding/decoding system for FFmpeg 7.1 LTS and 8.0.1 (latest stable, released 2025-11-20). PROACTIVELY activate for: (1) NVIDIA N
- ffmpeg-karaoke-animated-text · Skill · 50 stars
Complete karaoke subtitle system and advanced animated text effects. PROACTIVELY activate for: (1) Karaoke-style highlighted lyrics, (2) ASS/SSA advanced s
- ffmpeg-kinetic-captions · Skill · 50 stars
Expert kinetic typography and animated caption system for viral video. PROACTIVELY activate for: (1) Kinetic captions with word-grow highlighting, (2) Kara
- ffmpeg-modal-containers · Skill · 50 stars
Complete Modal.com FFmpeg deployment system for serverless video processing. PROACTIVELY activate for: (1) Modal.com FFmpeg container setup, (2) GPU-accele
- ffmpeg-noise-reduction · Skill · 50 stars
Complete FFmpeg noise reduction and denoising for video and audio. PROACTIVELY activate for: (1) Video denoising (nlmeans, hqdn3d, vaguedenoiser), (2) Hard
- ffmpeg-opencv-integration · Skill · 50 stars
Complete FFmpeg + OpenCV + Python integration guide for video processing pipelines. PROACTIVELY activate for: (1) FFmpeg to OpenCV frame handoff, (2) cv2.V
- ffmpeg-platforms · Collection · 50 stars
- ffmpeg-pyav-integration · Skill · 50 stars
Complete PyAV (Python FFmpeg bindings) integration guide. PROACTIVELY activate for: (1) PyAV installation on Ubuntu/Windows/macOS, (2) Building PyAV agains
- ffmpeg-python · Collection · 50 stars
- ffmpeg-python-integration-reference · Skill · 50 stars
Authoritative Python-FFmpeg parameter integration reference ensuring type safety, accurate parameter mappings, and proper unit conversions. PROACTIVELY act
- ffmpeg-shapes-graphics · Skill · 50 stars
Complete shape and graphics overlay system. PROACTIVELY activate for: (1) Drawing rectangles (drawbox), (2) Grid overlays (drawgrid), (3) Circles and ellip
- ffmpeg-social-video · Collection · 50 stars
- ffmpeg-stabilization-360 · Skill · 50 stars
Complete FFmpeg video stabilization and 360/VR video processing. PROACTIVELY activate for: (1) Video stabilization (deshake, vidstab), (2) Hardware-acceler
- ffmpeg-streaming · Skill · 50 stars
Complete live streaming and protocol system for FFmpeg 7.1 LTS and 8.0.1 (latest stable, released 2025-11-20). PROACTIVELY activate for: (1) RTMP streaming
- ffmpeg-transitions-effects · Skill · 50 stars
Complete video transition system. PROACTIVELY activate for: (1) xfade transitions (40+ types), (2) Fade in/out effects, (3) Crossfades and dissolves, (4) W
- ffmpeg-video-analysis · Skill · 50 stars
Complete FFmpeg video analysis and quality control filters for automation and broadcast workflows. PROACTIVELY activate for: (1) Detecting black frames (bl
- ffmpeg-waveforms-visualization · Skill · 50 stars
Complete audio visualization system. PROACTIVELY activate for: (1) Animated waveforms (showwaves), (2) Static waveform images (showwavespic), (3) Spectrum
- ffmpeg-webassembly-workers · Skill · 50 stars
Complete browser-based FFmpeg system. PROACTIVELY activate for: (1) ffmpeg.wasm setup and loading, (2) Browser video transcoding, (3) React/Vue/Next.js int
- flow-orchestrator-2025 · Skill · 50 stars
Salesforce Flow Orchestrator for multi-user, multi-step business processes (2025). PROACTIVELY activate for: (1) building Flow Orchestrations (autolaunched
- framework-recipes · Skill · 50 stars
This skill should be used when the user asks for implementation recipes, examples, migration guidance, troubleshooting, or best practices for specific TUI
- git-2-49-features · Skill · 50 stars
Git 2.49 specific features and performance improvements. PROACTIVELY activate for: (1) git-backfill command (new in 2.49) for partial clones, (2) path-walk
- git-2025-features · Skill · 50 stars
Git 2.49+ features and modern Git workflows (2025-2026). PROACTIVELY activate for: (1) Git 2.49+ features (reftables, sparse-checkout, partial clone, workt
- git-master · Skill · 50 stars
Complete Git expertise system for ALL git operations. PROACTIVELY activate for: (1) ANY Git task (basic/advanced/dangerous), (2) Repository management, (3)
- git-master · Collection · 50 stars
- git-security-2025 · Skill · 50 stars
Git security best practices for 2025-2026 (signed commits, zero-trust, secret scanning). PROACTIVELY activate for: (1) configuring signed commits (GPG, SSH
- github-actions-2025 · Skill · 50 stars
GitHub Actions 2025-2026 features and modernization. PROACTIVELY activate for: (1) 1 vCPU Linux runners (October 2025 public preview), (2) immutable releas
- github-ai-features-2025 · Skill · 50 stars
GitHub AI-powered security and automation features (2025-2026). PROACTIVELY activate for: (1) GitHub Copilot in PRs (Copilot code review, Copilot autofix),
- hook-development · Skill · 50 stars
Canonical guide to authoring Claude Code hooks, both prompt-based and command-based. PROACTIVELY activate for: (1) creating a hook, (2) adding PreToolUse o
- hyperforce-2025 · Skill · 50 stars
Salesforce Hyperforce public cloud infrastructure and architecture (2025). PROACTIVELY activate for: (1) understanding Hyperforce architecture (multi-regio
- index-strategies · Skill · 50 stars
This skill should be used when the user asks to design, review, add, drop, consolidate, or tune SQL Server indexes. PROACTIVELY activate for clustered vs n
- input-handling · Skill · 50 stars
This skill should be used when the user asks about TUI input handling, raw mode, cbreak mode, terminal keyboard parsing, Esc vs Alt ambiguity, Ctrl-C, shor
- kaggle-environment · Skill · 50 stars
Kaggle runtime environment, paths, accelerators, and reproducibility. PROACTIVELY activate for: (1) `/kaggle/input` path errors, (2) `/kaggle/working` outp
- kaggle-master · Collection · 50 stars
- kernel-metadata · Skill · 50 stars
Kaggle `kernel-metadata.json` setup and repair. PROACTIVELY activate for: (1) creating kernel-metadata.json, (2) fixing metadata validation errors, (3) set
- lightning-2025-features · Skill · 50 stars
Salesforce Lightning Web Components and platform features (Winter '26 / 2025). PROACTIVELY activate for: (1) authoring Lightning Web Components (LWC), (2)
- markdown-style · Skill · 50 stars
This skill should be used to review, lint, or fix Markdown formatting in READMEs, ADRs, runbooks, how-tos, design docs, or any `.md` file. PROACTIVELY acti
- microsoft-guide · Skill · 50 stars
Microsoft .NET Microservices Architecture Guide reference. PROACTIVELY activate for: (1) reading or applying patterns from Microsoft .NET Microservices Arc
- ml-azureml-adf-automation · Skill · 50 stars
This skill should be used when the user asks to automate Azure ML and Azure Data Factory production workflows. PROACTIVELY activate for: (1) Azure ML code
- ml-cloud-deployment · Skill · 50 stars
This skill should be used when the user asks to deploy, scale, or cost-optimize ML workloads on cloud platforms. PROACTIVELY activate for: (1) AWS SageMake
- ml-data-pipeline · Skill · 50 stars
This skill should be used when the user asks to ingest, clean, validate, transform, version, monitor, or serve ML data and features. PROACTIVELY activate f
- ml-evaluation · Skill · 50 stars
This skill should be used when the user asks to evaluate, validate, compare, explain, or debug model performance. PROACTIVELY activate for: (1) metrics sel
- ml-fine-tuning · Skill · 50 stars
This skill should be used when the user asks to adapt pretrained, foundation, language, vision, multimodal, or embedding models. PROACTIVELY activate for:
- ml-hyperparameter-tuning · Skill · 50 stars
This skill should be used when the user asks to tune hyperparameters, run sweeps, optimize search spaces, or use AutoML. PROACTIVELY activate for: (1) Optu
- ml-inference-optimization · Skill · 50 stars
This skill should be used when the user asks to optimize, export, serve, compress, or accelerate ML inference. PROACTIVELY activate for: (1) latency, throu
- ml-master · Collection · 50 stars
- ml-mlops · Skill · 50 stars
This skill should be used when the user asks to productionize, track, version, govern, monitor, or automate ML systems. PROACTIVELY activate for: (1) MLflo
- ml-training · Skill · 50 stars
This skill should be used when the user asks to train, debug, scale, or improve ML models. PROACTIVELY activate for: (1) PyTorch, TensorFlow/Keras, JAX, Fl
- modal-compute · Collection · 50 stars
- modal-compute-knowledge · Skill · 50 stars
Modal.com serverless compute, GPU, autoscaling, batching, and deployment knowledge. PROACTIVELY activate for: (1) Modal app/function definitions (modal.App
- modal-sandboxes · Collection · 50 stars
- modal-sandboxes-knowledge · Skill · 50 stars
This skill should be used when the user asks to run isolated or untrusted code on Modal.com. PROACTIVELY activate for: modal.Sandbox, safe user code execut
- modal-storage · Collection · 50 stars
- modal-storage-knowledge · Skill · 50 stars
This skill should be used when the user asks to work with Modal.com persistence or shared state. PROACTIVELY activate for: Modal Volumes, vol.commit, Dict,
- modal-web-scheduling · Collection · 50 stars
- modal-web-scheduling-knowledge · Skill · 50 stars
This skill should be used when the user asks to expose Modal.com functions as APIs or schedule Modal jobs. PROACTIVELY activate for: FastAPI endpoints, @mo
- modern-automation-patterns · Skill · 50 stars
Modern DevOps and CI/CD bash automation patterns with containers and cloud (2025). PROACTIVELY activate for: (1) writing CI/CD scripts (GitHub Actions, Git
- nextjs-app-router · Skill · 50 stars
Complete Next.js App Router fundamentals system (Next.js 15.5/16). PROACTIVELY activate for: (1) App directory structure and conventions, (2) Layouts and t
- nextjs-authentication · Skill · 50 stars
Complete Next.js authentication system. PROACTIVELY activate for: (1) NextAuth.js (Auth.js) setup, (2) OAuth providers (GitHub, Google), (3) Credentials pr
- nextjs-caching · Skill · 50 stars
Complete Next.js caching system with 'use cache' directive (Next.js 16). PROACTIVELY activate for: (1) Understanding 4 caching layers (Request Memoization,
- nextjs-data-fetching · Skill · 50 stars
Complete Next.js data fetching system (Next.js 15.5/16). PROACTIVELY activate for: (1) Server Component data fetching, (2) Parallel and sequential fetching
- nextjs-deployment · Skill · 50 stars
Complete Next.js deployment system (Next.js 15.5/16). PROACTIVELY activate for: (1) Vercel deployment and configuration, (2) Self-hosted Node.js deployment
- nextjs-master · Collection · 50 stars
- nextjs-middleware · Skill · 50 stars
Complete Next.js Middleware system (Next.js 15.5/16). PROACTIVELY activate for: (1) Creating middleware.ts (Edge) or proxy.ts (Node.js), (2) Matcher config
- nextjs-modal-integration · Skill · 50 stars
Modal.com integration patterns for Next.js applications. PROACTIVELY activate for: (1) Next.js + Modal backend setup, (2) AI inference from Next.js (LLMs,
- nextjs-routing-advanced · Skill · 50 stars
Complete Next.js advanced routing system. PROACTIVELY activate for: (1) Dynamic routes with [slug], (2) Catch-all routes [...slug], (3) Route groups for or
- nextjs-server-actions · Skill · 50 stars
Complete Next.js Server Actions system (Next.js 15.5/16). PROACTIVELY activate for: (1) Defining Server Actions with 'use server', (2) Form handling with a
- notebook-lifecycle · Skill · 50 stars
Kaggle notebook/kernel lifecycle operations. PROACTIVELY activate for: (1) creating Kaggle notebooks or kernels, (2) `kaggle kernels init`, (3) pushing or
- opentofu-guide · Skill · 50 stars
OpenTofu (Terraform open-source fork) guide and migration. PROACTIVELY activate for: (1) OpenTofu installation and tofu CLI usage, (2) migrating from Terra
- parallel-processing-patterns · Skill · 50 stars
Parallel and concurrent processing patterns in bash including GNU Parallel, xargs -P, job pools, and async patterns (2025). PROACTIVELY activate for: (1) r
- performance-optimization · Skill · 50 stars
Power BI performance optimization for slow reports, models, and queries. PROACTIVELY activate for: (1) report is slow or visuals take forever to load, (2)
- platform-compatibility · Skill · 50 stars
This skill should be used when the user asks about terminal emulator compatibility, operating-system differences, tmux/screen/Zellij, SSH/remote terminals,
- plugin-master · Skill · 50 stars
Complete guide to Claude Code plugin development, architecture, directory layout, components, and marketplace publishing. PROACTIVELY activate for: (1) cre
- plugin-master · Collection · 50 stars
- plugins · Collection · 50 stars
- power-query-m · Skill · 50 stars
Power Query M language for ETL, transformations, and connector authoring. PROACTIVELY activate for: (1) writing Power Query M code, (2) query folding and N
- powerbi-core · Skill · 50 stars
Core Power BI data modeling, source connectivity, and platform fundamentals. PROACTIVELY activate for: (1) Power BI data modeling and star-schema design, (
- powerbi-master · Collection · 50 stars
- powershell-2025-changes · Skill · 50 stars
Critical PowerShell changes, deprecations, and migrations for 2025. PROACTIVELY activate for: (1) PowerShell 7.5 GA changes, (2) PowerShell 7.6 preview fea
- powershell-7.5-features · Skill · 50 stars
PowerShell 7.5/7.6 features and enhancements. PROACTIVELY activate for: (1) PowerShell 7.5 stable features, (2) PowerShell 7.6 preview features, (3) Conver
- powershell-master · Skill · 50 stars
Complete PowerShell expertise system across ALL platforms (Windows/Linux/macOS). PROACTIVELY activate for: (1) ANY PowerShell task (scripts/modules/cmdlets
- powershell-master · Collection · 50 stars
- powershell-security · Skill · 50 stars
Modern PowerShell security practices for 2025 — SecretManagement, JEA, WDAC, credential protection. PROACTIVELY activate for: (1) Microsoft.PowerShell.Secr
- powershell-shell-detection · Skill · 50 stars
PowerShell vs Git Bash/MSYS2 shell detection and cross-shell compatibility on Windows. PROACTIVELY activate for: (1) detecting whether script runs under Po
- process-substitution-fifos · Skill · 50 stars
Process substitution, named pipes (FIFOs), and advanced IPC patterns for efficient bash data streaming (2025). PROACTIVELY activate for: (1) using process
- programmatic-development · Skill · 50 stars
Programmatic Power BI development with PBIR, PBIP, TMDL, TOM, and fabric-cicd. PROACTIVELY activate for: (1) creating Power BI reports programmatically (PB
- python-asyncio · Skill · 50 stars
Complete Python asyncio system. PROACTIVELY activate for: (1) async/await syntax, (2) asyncio.gather for concurrent execution, (3) TaskGroup (3.11+), (4) S
- python-cloudflare · Skill · 50 stars
Complete Python Cloudflare deployment system. PROACTIVELY activate for: (1) Python Workers with Pyodide, (2) FastAPI on Workers, (3) Cloudflare Containers
- python-fastapi · Skill · 50 stars
Complete FastAPI production system. PROACTIVELY activate for: (1) Project structure (scalable layout), (2) Pydantic schemas (input/output separation), (3)
- python-ffmpeg · Skill · 50 stars
Expert guide to FFmpeg from Python for video/audio processing, encoding, streaming, and media manipulation. PROACTIVELY activate for: (1) Python+FFmpeg via
- python-fundamentals-313 · Skill · 50 stars
Complete Python 3.13+ fundamentals system. PROACTIVELY activate for: (1) Python 3.13 free-threading (no-GIL), (2) JIT compiler usage, (3) Pattern matching
- python-github-actions · Skill · 50 stars
Complete Python GitHub Actions system. PROACTIVELY activate for: (1) uv-based CI workflows (10-100x faster), (2) Matrix testing across Python versions, (3)
- python-gotchas · Skill · 50 stars
Complete Python gotchas reference. PROACTIVELY activate for: (1) Mutable default arguments, (2) Mutating lists while iterating, (3) is vs == comparison, (4
- python-master · Collection · 50 stars
- python-modal · Skill · 50 stars
Modern Python patterns for Modal.com serverless platform. PROACTIVELY activate for: (1) Modal function deployment, (2) Type-safe Modal with Pydantic, (3) A
- python-opencv · Skill · 50 stars
Complete OpenCV computer vision system for Python. PROACTIVELY activate for: (1) Image loading with cv2.imread (BGR format gotcha), (2) Video capture with
- python-package-management · Skill · 50 stars
Complete Python package management system. PROACTIVELY activate for: (1) uv package manager (10-100x faster), (2) pyproject.toml configuration, (3) Virtual
- python-testing · Skill · 50 stars
Complete Python testing system. PROACTIVELY activate for: (1) pytest fundamentals, (2) Fixtures and scopes, (3) Parameterized tests, (4) Mocking with pytes
- python-type-hints · Skill · 50 stars
Complete Python type hints system. PROACTIVELY activate for: (1) Built-in generics (list[str], dict[str, int]), (2) Union types (str | None), (3) Type para
- python-video-pipeline · Skill · 50 stars
Expert guide to end-to-end Python video pipelines combining FFmpeg, OpenCV, PyAV, ffmpegcv, Decord, VidGear, and Modal.com for scalable GPU-accelerated wor
- query-optimization · Skill · 50 stars
This skill should be used when the user asks to optimize slow T-SQL queries, fix SQL Server performance regressions, improve SARGability, rewrite joins, pr
- react-forms · Skill · 50 stars
Complete React forms system. PROACTIVELY activate for: (1) Controlled form patterns, (2) React Hook Form setup and validation, (3) Zod schema validation, (
- react-fundamentals-19 · Skill · 50 stars
Complete React 19 fundamentals system. PROACTIVELY activate for: (1) React 19 new features and changes, (2) Server vs Client Components, (3) Server Actions
- react-hooks-complete · Skill · 50 stars
Complete React hooks reference system. PROACTIVELY activate for: (1) useState and useReducer patterns, (2) useEffect and lifecycle, (3) useRef for DOM and
- react-master · Collection · 50 stars
- react-patterns · Skill · 50 stars
Complete React component patterns system. PROACTIVELY activate for: (1) Compound components with context, (2) Render props pattern, (3) Higher-Order Compon
- react-performance · Skill · 50 stars
Complete React performance optimization system. PROACTIVELY activate for: (1) React.memo and memoization, (2) useMemo and useCallback usage, (3) Code split
- react-state-management · Skill · 50 stars
Complete React state management system. PROACTIVELY activate for: (1) Context API patterns and optimization, (2) Zustand store setup and usage, (3) Jotai a
- react-testing · Skill · 50 stars
Complete React testing system. PROACTIVELY activate for: (1) Vitest/Jest setup and configuration, (2) React Testing Library patterns, (3) Component testing
- react-typescript · Skill · 50 stars
Complete React TypeScript system. PROACTIVELY activate for: (1) Component props typing, (2) Event handler types, (3) Hooks with TypeScript, (4) Generic com
- rendering-layout-performance · Skill · 50 stars
This skill should be used when the user asks to implement, optimize, debug, or review TUI rendering, layout, repainting, flicker, frame buffers, diff rende
- repo-health · Skill · 50 stars
This skill should be used when bootstrapping, auditing, or reviewing the community-health and repository-cornerstone files in a code repository: README, LI
- rest-api-automation · Skill · 50 stars
Power BI REST API and Fabric REST API automation. PROACTIVELY activate for: (1) calling Power BI REST APIs, (2) embed-token generation (App Owns Data, User
- salesforce-master · Collection · 50 stars
- security-first-2025 · Skill · 50 stars
Security-first bash scripting patterns for 2025 (mandatory validation, zero-trust). PROACTIVELY activate for: (1) reviewing or writing security-sensitive b
- shellcheck-cicd-2025 · Skill · 50 stars
ShellCheck validation as a non-negotiable 2025 workflow practice. PROACTIVELY activate for: (1) running ShellCheck on bash scripts, (2) interpreting and fi
- skill-development · Skill · 50 stars
Canonical guide to authoring SKILL.md files for Claude Code plugin skills. PROACTIVELY activate for: (1) creating a new skill, (2) adding a skill to a plug
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- skills · Collection · 50 stars
- sprint-254-features · Skill · 50 stars
Azure DevOps Sprint 254-262 new features and enhancements (2025). PROACTIVELY activate for: (1) checking what is new in recent Azure DevOps sprints, (2) us
- sql-server-2025 · Skill · 50 stars
SQL Server 2025 and SqlPackage 170.2.70 (October 2025) — vector databases, AI integration, and modern features. PROACTIVELY activate for: (1) SQL Server 20
- ssdt-cicd-best-practices-2025 · Skill · 50 stars
Modern SSDT CI/CD best practices for SQL Server database development (2025). PROACTIVELY activate for: (1) SSDT CI/CD pipeline design, (2) state-based depl
- ssdt-master · Collection · 50 stars
- string-manipulation-mastery · Skill · 50 stars
Advanced bash string manipulation including parameter expansion, pattern matching, regex, and text processing (2025). PROACTIVELY activate for: (1) paramet
- stripe-billing-master · Collection · 50 stars
- stripe-credit-audit-trail · Skill · 50 stars
credit_transactions audit trail invariants and daily reconciliation patterns. PROACTIVELY activate for: (1) Designing a credit / balance / entitlement ledg
- stripe-list-pagination-previous-attributes · Skill · 50 stars
Stripe list-API pagination and event.data.previous_attributes semantics. PROACTIVELY activate for: (1) invoice.lines.data / charge.refunds.data / subscript
- stripe-refund-dispute-lifecycle · Skill · 50 stars
Complete Stripe refund and dispute lifecycle handling. PROACTIVELY activate for: (1) charge.refunded handler design, (2) charge.dispute.created / charge.di
- stripe-webhook-idempotency · Skill · 50 stars
Server-side Stripe webhook idempotency patterns. PROACTIVELY activate for: (1) Stripe webhook handler design, (2) Transactional dedup via stripe_processed_
- tailwindcss-accessibility · Skill · 50 stars
Tailwind CSS accessibility patterns including WCAG 2.2 compliance, touch targets, focus management, and ARIA. PROACTIVELY activate for: (1) building access
- tailwindcss-advanced-components · Skill · 50 stars
Tailwind CSS advanced component patterns with CVA (class-variance-authority) and variant management. PROACTIVELY activate for: (1) building reusable compon
- tailwindcss-advanced-design-systems · Skill · 50 stars
Tailwind CSS advanced design systems with design tokens and @theme configuration. PROACTIVELY activate for: (1) building a design system on Tailwind v4, (2
- tailwindcss-advanced-layouts · Skill · 50 stars
Tailwind CSS advanced layout techniques including CSS Grid and Flexbox patterns. PROACTIVELY activate for: (1) building complex layouts with CSS Grid, (2)
- tailwindcss-animations · Skill · 50 stars
Tailwind CSS animations and transitions including built-in utilities and custom keyframes. PROACTIVELY activate for: (1) animate-* utilities (spin, ping, p
- tailwindcss-debugging · Skill · 50 stars
Tailwind CSS debugging and troubleshooting common issues. PROACTIVELY activate for: (1) classes not applying / no styles in browser, (2) JIT mode not picki
- tailwindcss-framework-integration · Skill · 50 stars
Tailwind CSS integration with React, Vue, Next.js, Svelte, Angular, and other frameworks. PROACTIVELY activate for: (1) Tailwind in React (Vite, CRA), (2)
- tailwindcss-fundamentals-v4 · Skill · 50 stars
Tailwind CSS v4 fundamentals — installation, CSS-first configuration, and 2025-2026 best practices. PROACTIVELY activate for: (1) installing Tailwind v4 (V
- tailwindcss-master · Collection · 50 stars
- tailwindcss-mobile-first · Skill · 50 stars
Mobile-first responsive design patterns with Tailwind CSS v4 (2025-2026). PROACTIVELY activate for: (1) mobile-first design with Tailwind breakpoints (sm:,
- tailwindcss-performance · Skill · 50 stars
Tailwind CSS performance optimization including v4 improvements. PROACTIVELY activate for: (1) Tailwind v4 Oxide engine performance, (2) Lightning CSS mini
- tailwindcss-plugins · Skill · 50 stars
Tailwind CSS plugins — official plugins and custom plugin development. PROACTIVELY activate for: (1) @tailwindcss/typography (prose), (2) @tailwindcss/form
- tailwindcss-responsive-darkmode · Skill · 50 stars
Tailwind CSS responsive design and dark mode patterns (2025-2026). PROACTIVELY activate for: (1) dark mode setup (class-based vs media-query, dark: variant
- terminal-standards · Skill · 50 stars
This skill should be used when the user asks about ANSI, VT100, VT220, ECMA-48, ISO 6429, xterm control sequences, terminal capability detection, terminfo,
- terraform-master · Collection · 50 stars
- terraform-tasks · Skill · 50 stars
Terraform task patterns — common workflows and pipeline steps. PROACTIVELY activate for: (1) terraform init/plan/apply/destroy workflows, (2) terraform fmt
- test-master · Collection · 50 stars
- tmdl-mastery · Skill · 50 stars
TMDL (Tabular Model Definition Language) mastery for Power BI semantic models. PROACTIVELY activate for: (1) writing or editing TMDL files, (2) TMDL syntax
- triggering-reliability · Skill · 50 stars
Catalog of common mistakes that break Claude Code agent and skill triggering, plus marketplace validation rules. PROACTIVELY activate for: (1) plugins inst
- tsql-functions · Skill · 50 stars
Complete T-SQL function reference for SQL Server and Azure SQL Database. PROACTIVELY activate for: (1) string functions (CONCAT_WS, STRING_SPLIT, STRING_AG
- tsql-master · Collection · 50 stars
- tui-fundamentals · Skill · 50 stars
This skill should be used when the user asks to design, create, choose, modernize, or review a terminal UI, text user interface, curses app, dashboard, wiz
- tui-master · Collection · 50 stars
- tui-testing-debugging · Skill · 50 stars
This skill should be used when the user asks to test, debug, snapshot, validate, reproduce, or automate terminal UIs, curses apps, raw ANSI output, PTY-dri
- tui-troubleshooting · Skill · 50 stars
Use this skill when a terminal UI freezes, hangs, shows a blank screen, corrupts terminal state, leaves raw mode stuck, stops responding to input, garbles
- tui-visual-design · Skill · 50 stars
This skill should be used when the user asks to make a terminal UI beautiful, polished, readable, premium, modern, branded, or visually distinctive; improv
- unicode-color-accessibility · Skill · 50 stars
This skill should be used when the user asks about Unicode rendering, wcwidth, grapheme clusters, emoji, combining marks, East Asian width, BiDi text, box
- unity-csharp-scripting · Skill · 50 stars
C# scripting in Unity for gameplay, behavior, and engine integration. PROACTIVELY activate for: (1) writing Unity C# scripts, (2) MonoBehaviour lifecycle (
- unity-editor-tooling · Skill · 50 stars
Unity Editor tooling, build automation, and asset pipeline customization. PROACTIVELY activate for: (1) writing custom Editor scripts, (2) custom inspector
- unity-master · Collection · 50 stars
- unity-modding · Skill · 50 stars
Unity game modding architecture and mod-loading systems. PROACTIVELY activate for: (1) adding modding support to a Unity game, (2) Asset Bundles for mods,
- unity-networking · Skill · 50 stars
Unity multiplayer networking with NGO, Mirror, Photon, and Fish-Net. PROACTIVELY activate for: (1) building Unity multiplayer games, (2) Netcode for GameOb
- unity-performance · Skill · 50 stars
Unity performance optimization for slow games, stutters, and FPS drops. PROACTIVELY activate for: (1) game is slow, stuttering, or has FPS drops, (2) Unity
- unity-shaders-rendering · Skill · 50 stars
Unity shaders, materials, and rendering pipelines (URP/HDRP/Built-in). PROACTIVELY activate for: (1) writing shaders in Shader Graph, HLSL, or ShaderLab, (
- unity-ui-development · Skill · 50 stars
Unity UI development with UGUI and UI Toolkit. PROACTIVELY activate for: (1) building Unity user interfaces, (2) UGUI (Canvas, RectTransform, anchors), (3)
- validation-testing · Skill · 50 stars
TMDL and PBIR validation, linting, and pre-deployment testing. PROACTIVELY activate for: (1) validating TMDL syntax before deploy, (2) validating PBIR sche
- viral-video-animated-captions · Skill · 50 stars
CapCut-style animated word-level captions for viral video with FFmpeg. PROACTIVELY activate for: (1) Word-by-word caption highlighting, (2) Animated subtit
- viral-video-hook-templates · Skill · 50 stars
10 proven viral video hook templates with FFmpeg implementations for maximum first-3-second retention. PROACTIVELY activate for: (1) Video hook creation, (
- viral-video-hooks-retention · Skill · 50 stars
Master hook creation and audience retention for viral video success. PROACTIVELY activate for: (1) Video hook optimization, (2) Opening second strategies,
- viral-video-long-form · Skill · 50 stars
Complete YouTube long-form video optimization for maximum watch time, SEO, and viral potential. PROACTIVELY activate for: (1) YouTube video strategy, (2) L
- viral-video-master · Collection · 50 stars
- viral-video-platform-algorithms · Skill · 50 stars
Deep understanding of TikTok, YouTube, Instagram, and Facebook algorithms for 2025-2026. PROACTIVELY activate for: (1) Algorithm optimization, (2) Platform
- viral-video-platform-specs · Skill · 50 stars
Complete platform upload specifications for viral video creation across TikTok, YouTube Shorts, Instagram Reels, Facebook Reels, Snapchat Spotlight, and Tw
- viral-video-short-form · Skill · 50 stars
Complete short-form video optimization for TikTok, Instagram Reels, YouTube Shorts, and Facebook Reels. PROACTIVELY activate for: (1) TikTok content strate
- vitest-3-features · Skill · 50 stars
Vitest 3 features and migration from Vitest 2 (2025). PROACTIVELY activate for: (1) Vitest 3 stable features, (2) workspace mode for monorepos, (3) test an
- widgets-state-security-distribution · Skill · 50 stars
This skill should be used when the user asks about TUI widgets, forms, dialogs, tables, trees, charts, command palettes, split panes, scrollbars, validatio
- windows-git-bash-compatibility · Skill · 50 stars
Windows and Git Bash compatibility for ADF tooling. PROACTIVELY activate for: (1) MSYS_NO_PATHCONV usage with ADF CLI tools, (2) Git Bash path conversion w
- windows-git-bash-paths · Skill · 50 stars
Windows and Git Bash path handling for SSDT, SqlPackage, and DACPAC files. PROACTIVELY activate for: (1) SqlPackage failing on Git Bash with path errors, (
- windows-git-bash-testing · Skill · 50 stars
Windows and Git Bash testing compatibility for Vitest, Playwright, and MSW. PROACTIVELY activate for: (1) Vitest tests failing on Windows but passing on Li
- windows-path-master · Collection · 50 stars
- windows-path-troubleshooting · Skill · 50 stars
Complete Windows file path troubleshooting knowledge for Claude Code on Git Bash and Windows environments. PROACTIVELY activate for: (1) file path errors o