# FAOS Skills Catalog

> **526 skills** organized by category. Each skill is a standalone SKILL.md file.
> Install: `cp skills/cowork/{skill-name}/SKILL.md .claude/skills/`

## Categories

- [AI & Machine Learning](#ai-machine-learning) (104)
- [Backend & APIs](#backend-apis) (33)
- [Business & Strategy](#business-strategy) (14)
- [Cloud & Infrastructure](#cloud-infrastructure) (95)
- [Data Engineering](#data-engineering) (27)
- [DevOps & Infrastructure](#devops-infrastructure) (51)
- [Diagrams & Visualization](#diagrams-visualization) (2)
- [Documentation](#documentation) (18)
- [Frontend & Mobile](#frontend-mobile) (45)
- [General](#general) (67)
- [Integrations](#integrations) (4)
- [Product Management](#product-management) (5)
- [Sales & Marketing](#sales-marketing) (8)
- [Security](#security) (31)
- [Testing & QA](#testing-qa) (22)

## AI & Machine Learning

| Skill | Description |
| --- | --- |
| `accelerate` | Hugging Face Accelerate for distributed training across GPUs/TPUs. Use when scaling training to multi-GPU or multi-no... |
| `ai-agents-architect` | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and mul... |
| `ai-engineer` | Build production-ready LLM applications, advanced RAG systems, and |
| `airflow-dag-patterns` | Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when cr... |
| `autogpt` | AutoGPT autonomous agent framework. Use when building self-directed AI agents that can decompose and execute complex ... |
| `autonomous-agent-patterns` | Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automatio... |
| `axolotl` | Axolotl streamlined fine-tuning framework. Use when fine-tuning LLMs with multiple dataset formats, LoRA, QLoRA, or f... |
| `brainstorm-okrs` | Generate team-level OKRs aligned with company strategy. Use when planning quarterly objectives, setting team goals, o... |
| `brainstorming-research-ideas` | Structured brainstorming for ML research ideas. Use when generating novel research directions or exploring problem sp... |
| `c4-container` | Expert C4 Container-level documentation specialist. Synthesizes |
| `campaign-analytics` | Measure multi-touch attribution, calculate channel ROI, analyze marketing funnels, and integrate A/B test results int... |
| `chroma` | Chroma open-source embedding database for RAG applications. Use when implementing lightweight vector storage and retr... |
| `code-documentation-code-explain` | You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, an... |
| `composio-sdk` | Build AI agents and apps with Composio - access 200+ external tools with Tool Router or direct execution |
| `constitutional-ai` | Constitutional AI principles and implementation patterns. Use when implementing AI safety guardrails based on Anthrop... |
| `context-compression` | Advanced context compression strategies for long-running agent sessions. Covers anchored iterative summarization, opa... |
| `context-optimization` | Context window optimization through compaction, masking, caching, and partitioning strategies. Use when context limit... |
| `creative-thinking-for-research` | Creative thinking frameworks applied to ML research. Use when breaking through research blocks or exploring unconvent... |
| `crewai` | CrewAI multi-agent orchestration framework. Use when building teams of AI agents with role-based task delegation and ... |
| `daily-meeting-update` | Interactive daily standup/meeting update generator. Use when preparing for daily standup, scrum meetings, or team syn... |
| `databricks-agent-bricks` | Agent Bricks |
| `databricks-aibi-dashboards` | AI/BI Dashboard Skill |
| `databricks-mlflow-evaluation` | MLflow 3 GenAI Evaluation |
| `deep-research` | Autonomous multi-step deep research with iterative planning, gap analysis, and self-critique. Use when a topic requir... |
| `deepspeed` | Microsoft DeepSpeed distributed training and inference optimization. Use when training large models with ZeRO optimiz... |
| `domain-name-brainstormer` | Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, ... |
| `dspy` | DSPy programmatic prompt optimization framework. Use when building self-improving prompt pipelines with automated pro... |
| `embedding-strategies` | Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, im... |
| `enhance-prompt` | Transforms vague UI ideas into polished, Stitch-optimized prompts. Enhances specificity, adds UI/UX keywords, injects... |
| `faiss` | FAISS (Facebook AI Similarity Search) efficient vector similarity library. Use when building high-performance nearest... |
| `financial-compliance-ai` | Financial compliance AI patterns for KYC/AML, Basel III, Solvency II, and regulatory reporting. Use when building AI ... |
| `gguf` | GGUF model format for efficient CPU and GPU inference. Use when converting and deploying quantized models with llama.... |
| `gmail-automation` | Automate Gmail tasks via Rube MCP (Composio): send/reply, search, labels, drafts, attachments. Always search tools fi... |
| `google-adk` | Google Agent Development Kit (ADK) patterns for multi-agent orchestration with Gemini. Use when building agent hierar... |
| `grpo-rl-training` | GRPO reinforcement learning training with TRL. Use when applying Group Relative Policy Optimization for reasoning and... |
| `humanizer` | Detect and remove signs of AI-generated writing from text. Use when editing documentation, reports, PRDs, or any pros... |
| `hybrid-search-implementation` | Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines,... |
| `instructor` | Instructor structured output extraction from LLMs. Use when extracting typed, validated data from LLM responses using... |
| `langchain` | LangChain LLM application framework for chains, agents, and RAG. Use when building complex LLM pipelines with tool us... |
| `langchain-architecture` | Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when bu... |
| `langfuse` | Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datas... |
| `langgraph` | Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph... |
| `litgpt` | LitGPT framework for training, fine-tuning, and deploying LLMs with Lightning. Use when building or customizing LLM a... |
| `llama-factory` | LLaMA Factory unified fine-tuning framework for 100+ LLMs. Use when fine-tuning models with a web UI, CLI, or advance... |
| `llamaindex` | LlamaIndex data framework for LLM applications with 160+ data connectors. Use when building RAG systems, query engine... |
| `llm-app-patterns` | Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and ... |
| `llm-application-dev-ai-assistant` | You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, ... |
| `llm-application-dev-langchain-agent` | You are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and Lang... |
| `llm-application-dev-prompt-optimize` | You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques inc... |
| `llm-evaluation` | Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and bench... |
| `mamba` | Mamba selective state-space model architecture. Use when exploring alternatives to Transformer attention for efficien... |
| `mcp-enterprise-patterns` | Patterns for building and consuming enterprise MCP (Model Context Protocol) servers. Use when wrapping enterprise API... |
| `megatron-core` | NVIDIA Megatron-Core for large-scale model training. Use when training 10B+ parameter models with tensor, pipeline, a... |
| `memory-systems` | Production AI memory framework comparison and implementation guide. Covers Mem0, Zep/Graphiti, Letta, LangMem, Cognee... |
| `mermaid-expert` | Create Mermaid diagrams for flowcharts, sequences, ERDs, and |
| `miles` | MILES post-training framework for LLM alignment. Use when applying iterative self-improvement or preference-based tra... |
| `ml-engineer` | Build production ML systems with PyTorch 2.x, TensorFlow, and |
| `ml-paper-writing` | ML research paper writing with LaTeX templates for NeurIPS, ICML, ICLR, ACL, and more. Use when writing ML research p... |
| `ml-pipeline-workflow` | Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.... |
| `mlflow` | MLflow experiment tracking, model registry, and deployment platform. Use when tracking ML experiments, managing model... |
| `mlops-engineer` | Build comprehensive ML pipelines, experiment tracking, and model |
| `model-merging` | Model merging techniques (TIES, DARE, SLERP, Task Arithmetic). Use when combining multiple fine-tuned models without ... |
| `model-pruning` | Model pruning and sparsification techniques. Use when reducing model size through structured or unstructured weight r... |
| `moe-training` | Mixture-of-Experts (MoE) training and architecture patterns. Use when building or training sparse MoE models for comp... |
| `multi-agent-brainstorming` | Structured multi-agent design review with enforced roles: designer, skeptic, constraint guardian, user advocate, and ... |
| `multi-agent-patterns` | Orchestrator, peer-to-peer, and hierarchical multi-agent architectures with context isolation, consensus protocols, a... |
| `nanogpt` | NanoGPT minimal GPT training implementation. Use when learning GPT internals or prototyping small-scale language mode... |
| `nemo-curator` | NVIDIA NeMo Curator for large-scale data curation. Use when filtering, deduplicating, or cleaning training datasets a... |
| `nemo-guardrails` | NVIDIA NeMo Guardrails toolkit for LLM safety. Use when implementing programmable safety rails, topic control, or out... |
| `openai-agents-sdk` | OpenAI Agents SDK patterns for multi-agent systems with handoffs, guardrails, tracing, and MCP support. Use when buil... |
| `openrlhf` | OpenRLHF scalable RLHF training framework. Use when training models with PPO, DPO, or reward modeling at scale across... |
| `oracle-fusion-ai` | Oracle Fusion Cloud AI and OCI Generative AI integration patterns. Use when connecting AI agents to Oracle ERP, HCM, ... |
| `outlines` | Outlines structured text generation with guaranteed JSON/regex output. Use when enforcing structured outputs from loc... |
| `peft` | Hugging Face PEFT parameter-efficient fine-tuning library. Use when applying LoRA, QLoRA, IA3, or other adapter metho... |
| `pinecone` | Pinecone managed vector database for production RAG. Use when deploying scalable vector search with managed infrastru... |
| `prompt-engineer` | Expert prompt engineer specializing in advanced prompting |
| `prompt-engineering-patterns` | Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in produc... |
| `prompt-guard` | Prompt Guard detection model for prompt injection attacks. Use when implementing input validation and prompt injectio... |
| `pytorch-fsdp2` | PyTorch FSDP2 fully sharded data parallelism. Use when training large models with per-parameter sharding and composab... |
| `pytorch-lightning` | PyTorch Lightning high-level training framework. Use when building structured ML training loops with distributed trai... |
| `qdrant` | Qdrant vector database with advanced filtering and payload indexing. Use when building production RAG systems needing... |
| `rag-implementation` | Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Us... |
| `ray-data` | Ray Data scalable data processing for ML pipelines. Use when building distributed data loading and transformation pip... |
| `ray-train` | Ray Train distributed training framework. Use when orchestrating distributed training across heterogeneous compute wi... |
| `rwkv` | RWKV linear-attention RNN-Transformer hybrid architecture. Use when needing efficient inference with linear time comp... |
| `salesforce-agentforce` | Salesforce Agentforce and Einstein AI integration patterns. Use when building AI agents that interact with Salesforce... |
| `sap-ai-core` | SAP AI Core and Generative AI Hub integration patterns. Use when connecting AI agents to SAP S/4HANA, SuccessFactors,... |
| `sentence-transformers` | Sentence Transformers library for text embeddings. Use when generating dense vector embeddings for semantic search, c... |
| `similarity-search-patterns` | Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest ... |
| `simpo` | SimPO simple preference optimization without reference models. Use when aligning models with a simpler alternative to... |
| `slime` | SLIME self-improvement framework for language models. Use when implementing self-play or iterative improvement traini... |
| `snowflake-cortex` | Snowflake Cortex AI patterns for in-warehouse LLM inference, text-to-SQL (Cortex Analyst), and RAG (Cortex Search). U... |
| `startup-financial-modeling` | Startup Financial Modeling |
| `tensorboard` | TensorBoard visualization toolkit for ML training monitoring. Use when visualizing training metrics, model graphs, or... |
| `tensorrt-llm` | NVIDIA TensorRT-LLM optimized inference for production deployments. Use when maximizing LLM inference throughput on N... |
| `torchforge` | TorchForge post-training toolkit for PyTorch models. Use when applying custom post-training optimizations or reward-b... |
| `torchtitan` | PyTorch TorchTitan large-scale training framework. Use when training large models with FSDP2, tensor parallelism, or ... |
| `trl-fine-tuning` | TRL (Transformer Reinforcement Learning) library for SFT, DPO, PPO, and reward modeling. Use when applying RLHF or pr... |
| `unsloth` | Unsloth 2-5x faster fine-tuning with 50-80% less memory. Use when fine-tuning LLMs efficiently with LoRA/QLoRA on con... |
| `vector-database-engineer` | Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdr... |
| `vector-index-tuning` | Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantiz... |
| `verl` | vERL efficient reinforcement learning for LLMs. Use when training models with RL methods optimized for large-scale GP... |
| `vllm` | vLLM high-throughput LLM serving engine with PagedAttention. Use when deploying models in production with optimal GPU... |
| `weights-and-biases` | Weights & Biases experiment tracking and hyperparameter sweeps. Use when tracking ML experiments with rich visualizat... |

## Backend & APIs

| Skill | Description |
| --- | --- |
| `api-design-principles` | Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight develo... |
| `api-documenter` | Master API documentation with OpenAPI 3.1, AI-powered tools, and |
| `api-security-best-practices` | Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and pr... |
| `api-security-patterns` | Advanced API security patterns covering OWASP API Top 10, authentication, authorization, rate limiting, and gateway h... |
| `async-python-patterns` | Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when b... |
| `auth-implementation-patterns` | Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure,... |
| `backend-architect` | Expert backend architect specializing in scalable API design, |
| `backend-security-coder` | Expert in secure backend coding practices specializing in input |
| `databricks-app-python` | Build Python-based Databricks applications using Dash, Streamlit, or Flask. |
| `databricks-python-sdk` | Databricks Development Guide |
| `django-pro` | Master Django 5.x with async views, DRF, Celery, and Django |
| `docker-expert` | Docker containerization expert covering multi-stage builds, security hardening, Compose orchestration, and image opti... |
| `error-handling-patterns` | Master error handling patterns across languages including exceptions, Result types, error propagation, and graceful d... |
| `fastapi-pro` | Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and |
| `fastapi-router-py` | Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when buildi... |
| `fastapi-templates` | Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.... |
| `go-concurrency-patterns` | Master Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applic... |
| `golang-pro` | Master Go 1.21+ with modern patterns, advanced concurrency, |
| `javascript-pro` | Master modern JavaScript with ES6+, async patterns, and Node.js |
| `n8n-code-python` | Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with st... |
| `nodejs-backend-patterns` | Build production-ready Node.js backend services with Express/Fastify, implementing middleware patterns, error handlin... |
| `openapi-spec-generation` | Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when cre... |
| `openapi-to-typescript` | Convert OpenAPI 3.0 JSON/YAML specifications to TypeScript interfaces and type guards. Use when generating types from... |
| `owasp-api-top10` | OWASP API Security Top 10 (2023) risk identification, prevention patterns, and testing guidance for securing REST/Gra... |
| `python-development-python-scaffold` | You are a Python project architecture expert specializing in scaffolding production-ready Python applications. Genera... |
| `python-packaging` | Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. ... |
| `python-patterns` | Python development principles and decision-making. Framework selection, async patterns, type hints, project structure... |
| `python-performance-optimization` | Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging... |
| `python-pro` | Master Python 3.12+ with modern features, async programming, |
| `python-testing-patterns` | Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writ... |
| `typescript-advanced-types` | Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and ... |
| `typescript-expert` | Advanced TypeScript expert covering type-level programming, performance optimization, migration strategies, and monor... |
| `typescript-pro` | Master TypeScript with advanced types, generics, and strict type |

## Business & Strategy

| Skill | Description |
| --- | --- |
| `billing-automation` | Build automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management. Us... |
| `business-analyst` | Master modern business analysis with AI-powered analytics, |
| `cost-optimization` | Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use... |
| `customer-success-playbook` | Design onboarding sequences, build customer health scores, analyze churn risk, and plan account expansion. Use when c... |
| `hr-operations` | Manage hiring pipelines, analyze compensation data, create performance review templates, and design onboarding checkl... |
| `internal-comms` | A set of resources to help me write all kinds of internal communications, using the formats that my company likes to ... |
| `kpi-dashboard-design` | Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patter... |
| `legal-contract-review` | Review contracts for risk, extract key clauses, triage NDAs, and score compliance exposure. Use when evaluating vendo... |
| `market-sizing-analysis` | Calculate TAM, SAM, and SOM using top-down, bottom-up, and value-theory methodologies. Use when sizing a market oppor... |
| `payment-integration` | Integrate Stripe, PayPal, and payment processors. Handles checkout |
| `risk-manager` | Monitor portfolio risk, R-multiples, and position limits. Creates |
| `startup-analyst` | Expert startup business analyst specializing in market sizing, |
| `startup-business-analyst-business-case` | Generate comprehensive investor-ready business case document with |
| `startup-business-analyst-market-opportunity` | Generate comprehensive market opportunity analysis with TAM/SAM/SOM |

## Cloud & Infrastructure

| Skill | Description |
| --- | --- |
| `agent-framework-azure-ai-py` | Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when cre... |
| `agents-v2-py` | Azure AI Hosted Agents (Python) |
| `agentspace` | Google Agentspace patterns for enterprise AI search and agents. Use when building unified search across 100+ enterpri... |
| `application-integration` | Google Cloud Application Integration and Integration Connectors for enterprise system connectivity. Use when connecti... |
| `aws-financial-services` | AWS financial services AI patterns for fraud detection, document processing, and compliance. Use when building AI age... |
| `azd-deployment` | Deploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd pr... |
| `azure-ai-contentsafety-py` | Azure AI Content Safety SDK for Python |
| `azure-ai-contentsafety-ts` | Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when m... |
| `azure-ai-contentunderstanding-py` | Azure AI Content Understanding SDK for Python |
| `azure-ai-document-intelligence-ts` | Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-i... |
| `azure-ai-ml-py` | Azure Machine Learning SDK v2 for Python |
| `azure-ai-projects-py` | Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry proje... |
| `azure-ai-projects-ts` | Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry ... |
| `azure-ai-textanalytics-py` | Azure AI Text Analytics SDK for Python |
| `azure-ai-transcription-py` | Azure AI Transcription SDK for Python |
| `azure-ai-translation-document-py` | Azure AI Document Translation SDK for Python |
| `azure-ai-translation-text-py` | Azure AI Text Translation SDK for Python |
| `azure-ai-translation-ts` | Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-r... |
| `azure-ai-vision-imageanalysis-py` | Azure AI Vision Image Analysis SDK for Python |
| `azure-ai-voicelive-py` | Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creatin... |
| `azure-ai-voicelive-ts` | @azure/ai-voicelive (JavaScript/TypeScript) |
| `azure-appconfiguration-py` | Azure App Configuration SDK for Python |
| `azure-appconfiguration-ts` | Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with... |
| `azure-copilot-studio` | Microsoft Copilot Studio patterns for building low-code AI bots with 1,000+ Power Platform connectors. Use when creat... |
| `azure-cosmos-db-py` | Cosmos DB Service Implementation |
| `azure-cosmos-py` | Azure Cosmos DB SDK for Python |
| `azure-cosmos-ts` | @azure/cosmos (TypeScript/JavaScript) |
| `azure-data-tables-py` | Azure Tables SDK for Python |
| `azure-eventgrid-py` | Azure Event Grid SDK for Python |
| `azure-eventhub-py` | Azure Event Hubs SDK for Python |
| `azure-eventhub-ts` | Build event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementi... |
| `azure-identity-py` | Azure Identity SDK for Python |
| `azure-identity-ts` | Authenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authen... |
| `azure-keyvault-keys-ts` | Manage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, en... |
| `azure-keyvault-py` | Azure Key Vault SDK for Python |
| `azure-keyvault-secrets-ts` | Manage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retri... |
| `azure-mcp-builder` | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external servi... |
| `azure-messaging-webpubsubservice-py` | Azure Web PubSub Service SDK for Python |
| `azure-mgmt-apicenter-py` | Azure API Center Management SDK for Python |
| `azure-mgmt-apimanagement-py` | Azure API Management SDK for Python |
| `azure-mgmt-botservice-py` | Azure Bot Service Management SDK for Python |
| `azure-mgmt-fabric-py` | Azure Fabric Management SDK for Python |
| `azure-microsoft-playwright-testing-ts` | Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when sca... |
| `azure-monitor-ingestion-py` | Azure Monitor Ingestion SDK for Python |
| `azure-monitor-opentelemetry-exporter-py` | Azure Monitor OpenTelemetry Exporter for Python |
| `azure-monitor-opentelemetry-py` | Azure Monitor OpenTelemetry Distro for Python |
| `azure-monitor-opentelemetry-ts` | Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when ... |
| `azure-monitor-query-py` | Azure Monitor Query SDK for Python |
| `azure-postgres-ts` | Azure PostgreSQL for TypeScript (node-postgres) |
| `azure-search-documents-py` | Azure AI Search SDK for Python |
| `azure-search-documents-ts` | Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/manag... |
| `azure-servicebus-py` | Azure Service Bus SDK for Python |
| `azure-servicebus-ts` | Build messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing q... |
| `azure-skill-creator` | Guide for creating effective skills for AI coding agents working with Azure SDKs and Microsoft Foundry services. Use ... |
| `azure-speech-to-text-rest-py` | Azure Speech to Text REST API for Short Audio |
| `azure-storage-blob-py` | Azure Blob Storage SDK for Python |
| `azure-storage-blob-ts` | @azure/storage-blob (TypeScript/JavaScript) |
| `azure-storage-file-datalake-py` | Azure Data Lake Storage Gen2 SDK for Python |
| `azure-storage-file-share-py` | Azure Storage File Share SDK for Python |
| `azure-storage-file-share-ts` | @azure/storage-file-share (TypeScript/JavaScript) |
| `azure-storage-queue-py` | Azure Queue Storage SDK for Python |
| `azure-storage-queue-ts` | @azure/storage-queue (TypeScript/JavaScript) |
| `azure-web-pubsub-ts` | Build real-time messaging applications using Azure Web PubSub SDKs for JavaScript (@azure/web-pubsub, @azure/web-pubs... |
| `bedrock-agents` | Amazon Bedrock Agents patterns for building autonomous AI agents with Claude on AWS. Use when designing agent action ... |
| `bigquery-ai` | BigQuery AI and ML patterns for Gemini-powered analytics. Use when building natural language SQL, ML.GENERATE_TEXT pi... |
| `cloud-architect` | Expert cloud architect specializing in AWS/Azure/GCP multi-cloud |
| `cloud-security-patterns` | Cloud security reference architectures and best practices for GCP, AWS, and Azure |
| `cloudwatch-observability` | Amazon CloudWatch patterns for AI agent observability. Use when monitoring Bedrock agent invocations, tracking token ... |
| `copilot-sdk` | Build applications powered by GitHub Copilot using the Copilot SDK. Use when creating programmatic integrations with ... |
| `databricks-app-apx` | Build full-stack Databricks applications using APX framework (FastAPI + React). |
| `databricks-asset-bundles` | Databricks Asset Bundle (DABs) Writer |
| `databricks-config` | Databricks Config |
| `databricks-genie` | Databricks Genie |
| `databricks-jobs` | Databricks Lakeflow Jobs |
| `databricks-lakebase-provisioned` | Lakebase Provisioned |
| `databricks-model-serving` | Databricks Model Serving |
| `databricks-synthetic-data-generation` | Synthetic Data Generation |
| `databricks-unity-catalog` | Unity Catalog |
| `frontend-ui-dark-ts` | Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion... |
| `gcp-aml-ai` | Google Cloud Anti Money Laundering AI for financial crime detection. Use when implementing AML transaction monitoring... |
| `github-issue-creator` | Convert raw notes, error logs, voice dictation, or screenshots into crisp GitHub-flavored markdown issue reports. Use... |
| `hosted-agents-v2-py` | Azure AI Hosted Agents (Python) |
| `iam-security` | AWS IAM and security patterns for AI agent deployments. Use when configuring least-privilege IAM policies for Bedrock... |
| `lambda-labs` | Lambda Labs GPU cloud infrastructure. Use when provisioning on-demand GPU instances for ML training and inference wor... |
| `lambda-patterns` | AWS Lambda patterns for AI agent tool execution. Use when building Bedrock Agent action groups, serverless API backen... |
| `m365-agents-py` | Microsoft 365 Agents SDK (Python) |
| `m365-agents-ts` | Microsoft 365 Agents SDK (TypeScript) |
| `modal` | Modal serverless GPU compute platform. Use when running ML workloads on serverless GPUs with container-based deployme... |
| `podcast-generation` | Generate AI-powered podcast-style audio narratives using Azure OpenAI's GPT Realtime Mini model via WebSocket. Use wh... |
| `pydantic-models-py` | Create Pydantic models following the multi-model pattern with Base, Create, Update, Response, and InDB variants. Use ... |
| `react-flow-node-ts` | Create React Flow node components with TypeScript types, handles, and Zustand integration. Use when building custom n... |
| `s3-operations` | Amazon S3 operations for AI agent workflows including document staging, knowledge base ingestion, and artifact storag... |
| `skypilot` | SkyPilot multi-cloud GPU orchestration framework. Use when finding cheapest GPU availability across AWS, GCP, Azure, ... |
| `vertex-ai-agents` | Google Vertex AI Agent Builder patterns for building enterprise AI agents with Gemini. Use when designing agents with... |
| `zustand-store-ts` | Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when... |

## Data Engineering

| Skill | Description |
| --- | --- |
| `analytics-tracking` | Analytics implementation and measurement design for trustworthy decision-grade data. Use when designing tracking plan... |
| `data-engineer` | Build scalable data pipelines, modern data warehouses, and |
| `data-engineering-data-driven-feature` | Build features guided by data insights, A/B testing, and continuous measurement using specialized agents for analysis... |
| `data-engineering-data-pipeline` | You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for... |
| `data-quality-frameworks` | Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data qual... |
| `data-storytelling` | Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting... |
| `database-admin` | Expert database administrator specializing in modern cloud |
| `database-architect` | Expert database architect specializing in data layer design from |
| `database-migration` | Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollbac... |
| `database-migrations-migration-observability` | Migration monitoring, CDC, and observability infrastructure |
| `database-migrations-sql-migrations` | SQL database migrations with zero-downtime strategies for |
| `database-optimizer` | Expert database optimizer specializing in modern performance |
| `databricks-docs` | Databricks Documentation Reference |
| `databricks-spark-declarative-pipelines` | Lakeflow Spark Declarative Pipelines (SDP) |
| `databricks-unstructured-pdf-generation` | Unstructured PDF Generation |
| `datadog-automation` | Automate Datadog tasks via Rube MCP (Composio): query metrics, search logs, manage monitors/dashboards, create events... |
| `dbt-transformation-patterns` | Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and increment... |
| `deployment-pipeline-design` | Design multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use when archi... |
| `dynamics-365` | Microsoft Dynamics 365 integration patterns for Sales, Service, Finance, and Supply Chain. Use when building AI agent... |
| `excalidraw-dataflow` | Create data flow diagrams (DFD) in Excalidraw format showing data movement between systems and processes. |
| `postgres-best-practices` | Postgres performance optimization and best practices from Supabase covering indexing, connection management, RLS, sch... |
| `postgresql` | Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, ... |
| `revenue-operations` | Analyze sales pipeline health, forecast revenue, measure quota attainment, and optimize funnel conversion. Use when b... |
| `seo-audit` | SEO diagnostic specialist with weighted scoring model (SEO Health Index 0-100) covering crawlability, technical found... |
| `spark-optimization` | Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Sp... |
| `sql-optimization-patterns` | Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance... |
| `sql-pro` | Master modern SQL with cloud-native databases, OLTP/OLAP |

## DevOps & Infrastructure

| Skill | Description |
| --- | --- |
| `architecture-decision-records` | Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation... |
| `asana-automation` | Automate Asana tasks via Rube MCP (Composio): tasks, projects, sections, teams, workspaces. Always search tools first... |
| `cicd-automation-workflow-automate` | You are a workflow automation expert specializing in creating efficient CI/CD pipelines, GitHub Actions workflows, an... |
| `confluence-automation` | Automate Confluence page creation, content search, space management, labels, and hierarchy navigation via Rube MCP (C... |
| `creative-design-thinking-workflow` | Guide human-centered design processes using empathy-driven methodologies across Empathize, Define, Ideate, Prototype,... |
| `creative-innovation-strategy-workflow` | Identify disruption opportunities using Blue Ocean Strategy, Jobs-to-be-Done, and business model innovation frameworks. |
| `creative-problem-solving-workflow` | Apply systematic problem-solving methodologies including TRIZ, Theory of Constraints, root cause analysis, and creati... |
| `creative-storytelling-workflow` | Craft compelling narratives using 25+ proven story frameworks including Hero Journey, story circles, and pitch struct... |
| `cxo-thinkos` | Structural thinking operating system for converting business complexity into actionable clarity. Use when analyzing m... |
| `deployment-engineer` | Expert deployment engineer specializing in modern CI/CD pipelines, |
| `devops-troubleshooter` | Expert DevOps troubleshooter specializing in rapid incident |
| `discord-automation` | Automate Discord tasks via Rube MCP (Composio): messages, channels, roles, webhooks, reactions. Always search tools f... |
| `distributed-tracing` | Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance b... |
| `event-sourcing-architect` | Expert in event sourcing, CQRS, and event-driven architecture patterns. Masters event store design, projection buildi... |
| `finance-accounting` | Create journal entries, perform account reconciliation, run variance analysis, and manage financial close processes. ... |
| `github-actions-templates` | Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use whe... |
| `gitlab-automation` | Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Co... |
| `gitlab-ci-patterns` | Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. Us... |
| `gitops-workflow` | Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous rec... |
| `google-calendar-automation` | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Cr... |
| `google-drive-automation` | Automate Google Drive file operations (upload, download, search, share, organize) via Rube MCP (Composio). Upload/dow... |
| `googlesheets-automation` | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/wr... |
| `grafana-dashboards` | Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use wh... |
| `helm-chart-scaffolding` | Design, organize, and manage Helm charts for templating and packaging Kubernetes applications with reusable configura... |
| `hubspot-automation` | Automate HubSpot CRM operations (contacts, companies, deals, tickets, properties) via Rube MCP using Composio integra... |
| `inngest` | Inngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing q... |
| `jira-automation` | Automate Jira tasks via Rube MCP (Composio): issues, projects, sprints, boards, comments, users. Always search tools ... |
| `k8s-manifest-generator` | Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practi... |
| `kubernetes-architect` | Expert Kubernetes architect specializing in cloud-native |
| `langsmith` | LangSmith LLM observability and evaluation platform. Use when tracing, debugging, and evaluating LLM application perf... |
| `linear-automation` | Automate Linear tasks via Rube MCP (Composio): issues, projects, cycles, teams, labels. Always search tools first for... |
| `microsoft-teams-automation` | Automate Microsoft Teams tasks via Rube MCP (Composio): send messages, manage channels, create meetings, handle chats... |
| `notion-automation` | Automate Notion tasks via Rube MCP (Composio): pages, databases, blocks, comments, users. Always search tools first f... |
| `observability-engineer` | Build production-ready monitoring, logging, and tracing systems. |
| `observability-monitoring-monitor-setup` | You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up... |
| `observability-monitoring-slo-implement` | You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-b... |
| `one-drive-automation` | Automate OneDrive file management, search, uploads, downloads, sharing, permissions, and folder operations via Rube M... |
| `outlook-automation` | Automate Outlook tasks via Rube MCP (Composio): emails, calendar, contacts, folders, attachments. Always search tools... |
| `outlook-calendar-automation` | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and han... |
| `phoenix` | Arize Phoenix open-source LLM observability and evaluation. Use when tracing LLM calls, analyzing embeddings, or runn... |
| `pricing-strategy` | Design pricing, packaging, and monetization strategies based on value, customer willingness to pay, and growth object... |
| `prometheus-configuration` | Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Us... |
| `salesforce-automation` | Automate Salesforce tasks via Rube MCP (Composio): leads, contacts, accounts, opportunities, SOQL queries. Always sea... |
| `slack-automation` | Automate Slack messaging, channel management, search, reactions, and threads via Rube MCP (Composio). Send messages, ... |
| `slo-implementation` | Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alert... |
| `startup-business-analyst-financial-projections` | Create detailed 3-5 year financial model with revenue, costs, cash |
| `technology-advisor` | Systematic technology selection using the STRIDE framework (Scope, Test reversibility, Requirements, Identify options... |
| `terraform-expert` | Comprehensive Terraform and OpenTofu guidance covering testing, modules, CI/CD, and production patterns. Use when cre... |
| `terraform-module-library` | Build reusable Terraform modules for AWS, Azure, and GCP infrastructure following infrastructure-as-code best practic... |
| `terraform-specialist` | Expert Terraform/OpenTofu specialist mastering advanced IaC |
| `zoom-automation` | Automate Zoom meeting creation, management, recordings, webinars, and participant tracking via Rube MCP (Composio). A... |

## Diagrams & Visualization

| Skill | Description |
| --- | --- |
| `excalidraw-diagram` | Create system architecture diagrams, ERDs, UML diagrams, or general technical diagrams in Excalidraw format. |
| `excalidraw-flowchart` | Create flowchart visualizations in Excalidraw format for processes, pipelines, or logic flows. |

## Documentation

| Skill | Description |
| --- | --- |
| `canvas-design` | Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the us... |
| `changelog-automation` | Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up ... |
| `code-documentation-doc-generate` | You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate... |
| `context-driven-development` | Use this skill when working with Conductor's context-driven |
| `context-management-context-restore` | Use when working with context management context restore |
| `context-management-context-save` | Use when working with context management context save |
| `context-manager` | Elite AI context engineering specialist mastering dynamic context |
| `doc-coauthoring` | Structured collaborative document creation through context gathering, iterative refinement, and reader testing. Use w... |
| `docs-architect` | Creates comprehensive technical documentation from existing |
| `documentation-generation-doc-generate` | You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate... |
| `docx` | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preserv... |
| `image-enhancer` | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for ... |
| `pdf` | Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents... |
| `pptx` | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Cre... |
| `theme-factory` | Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc.... |
| `tutorial-engineer` | Creates step-by-step tutorials and educational content from code. |
| `writing-clearly` | Apply Strunk's Elements of Style rules and AI writing anti-pattern detection to any prose. Use when writing documenta... |
| `xlsx` | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and v... |

## Frontend & Mobile

| Skill | Description |
| --- | --- |
| `agent-tool-builder` | Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works a... |
| `algorithmic-art` | Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when user... |
| `android-app-testing` | Automated testing for Android applications using Appium with Espresso driver. Use when testing native Android apps (.... |
| `android-jetpack-compose` | Expert guidance for building modern Android UIs with Jetpack Compose. Use when starting a new Android project, migrat... |
| `angular-best-practices` | Angular performance optimization covering change detection, signals, zoneless, SSR hydration, bundle optimization, an... |
| `angular-migration` | Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection update... |
| `artifacts-builder` | Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologie... |
| `brainstorming` | Structured design facilitation that transforms vague ideas into validated designs through disciplined reasoning. Use ... |
| `brand-guidelines` | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthrop... |
| `container-security-guide` | Docker and Kubernetes security hardening guide covering images, builds, runtime, and orchestration |
| `core-insurance-integration` | Core insurance system integration patterns for AI agents connecting to Guidewire InsuranceSuite and Duck Creek Techno... |
| `cve-epss-guide` | CVE/NVD/EPSS vulnerability prioritization guide for risk-based remediation |
| `design-system-starter` | Create and evolve design systems with design tokens, component architecture, accessibility guidelines, and theming. U... |
| `excalidraw-templates-library` | Shared Excalidraw element templates, color palettes, and styling conventions for consistent diagram creation. |
| `excalidraw-wireframe` | Create website or app wireframes in Excalidraw format with proper layout, navigation, and component structure. |
| `flutter-expert` | Master Flutter development with Dart 3, advanced widgets, and |
| `frontend-design` | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks ... |
| `frontend-developer` | Build React components, implement responsive layouts, and handle |
| `frontend-security-coder` | Expert in secure frontend coding practices specializing in XSS |
| `frontend-slides` | Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user ... |
| `guidance` | Guidance constrained generation library for LLMs. Use when enforcing structured outputs with templates, grammars, or ... |
| `mcp-builder` | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external servi... |
| `modern-javascript-patterns` | Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iter... |
| `next-best-practices` | Vercel's authoritative Next.js 15+ patterns covering RSC boundaries, streaming, async patterns, route handlers, metad... |
| `nextjs-app-router-patterns` | Master Next.js 14+ App Router with Server Components, streaming, parallel routes, and advanced data fetching. Use whe... |
| `react-best-practices` | Vercel's React and Next.js performance optimization guide with 57 rules across 8 categories. Use when writing, review... |
| `react-components` | Converts Stitch designs into modular Vite and React components using system-level networking and AST-based validation. |
| `react-modernization` | Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features.... |
| `react-native-architecture` | Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. ... |
| `react-state-management` | Master modern React state management with Redux Toolkit, Zustand, Jotai, and React Query. Use when setting up global ... |
| `react-ui-patterns` | React UI patterns for loading states, error handling, button states, empty states, and form submissions. Use when bui... |
| `reference-builder` | Creates exhaustive technical references and API documentation. |
| `requirements-clarity` | Clarify ambiguous requirements through focused dialogue before implementation. Use when requirements are unclear, fea... |
| `rn-testing` | Automated testing for React Native mobile applications using Maestro, Detox, and Appium. Use when testing React Nativ... |
| `session-handoff` | Create comprehensive handoff documents for seamless AI agent session transfers. Use when context window approaches ca... |
| `shadcn-ui` | Expert guidance for integrating and building applications with shadcn/ui components, including component discovery, i... |
| `sigma-rules-guide` | Sigma detection rule writing guide for threat detection across SIEM platforms |
| `slack-bot-builder` | Build Slack apps using the Bolt framework across Python, JavaScript, and Java. Covers Block Kit for rich UIs, interac... |
| `swiftui-expert` | Write, review, or improve SwiftUI code following best practices for state management, view composition, performance, ... |
| `tailwind-design-system` | Build scalable design systems with Tailwind CSS, design tokens, component libraries, and responsive patterns. Use whe... |
| `tailwind-patterns` | Tailwind CSS v4 patterns covering CSS-first configuration, container queries, OKLCH color systems, responsive design,... |
| `ui-ux-designer` | Create interface designs, wireframes, and design systems. Masters |
| `ui-visual-validator` | Rigorous visual validation expert specializing in UI testing, |
| `workday-hcm` | Workday HCM, Financials, and Recruiting integration patterns. Use when building AI agents that query or manage employ... |
| `yara-rules-guide` | YARA rule syntax and pattern matching reference for malware detection, threat hunting, and file classification |

## General

| Skill | Description |
| --- | --- |
| `app-store-optimization` | Optimize mobile app listings for iOS App Store and Google Play — keyword research, screenshot design, rating manageme... |
| `architect-review` | Master software architect specializing in modern architecture |
| `architecture-patterns` | Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Drive... |
| `audiocraft` | Meta AudioCraft audio generation models (MusicGen, AudioGen). Use when generating music or audio from text descriptio... |
| `awq` | AWQ activation-aware weight quantization for LLMs. Use when quantizing models to 4-bit with minimal accuracy loss for... |
| `bigcode-evaluation-harness` | BigCode evaluation harness for code generation models. Use when benchmarking code LLMs on HumanEval, MBPP, and other ... |
| `bitsandbytes` | Bitsandbytes GPU quantization library for 4-bit and 8-bit inference. Use when running large models on consumer GPUs w... |
| `blip-2` | BLIP-2 vision-language model for image understanding. Use when implementing image captioning, visual QA, or image-tex... |
| `c4-architecture-c4-architecture` | Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis a... |
| `c4-code` | Expert C4 Code-level documentation specialist. Analyzes code |
| `c4-component` | Expert C4 Component-level documentation specialist. Synthesizes C4 |
| `c4-context` | Expert C4 Context-level documentation specialist. Creates |
| `cc-hooks-creator` | Create, configure, and debug Claude Code hooks -- shell commands that execute at lifecycle events (PreToolUse, PostTo... |
| `changelog-generator` | Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and ... |
| `clip` | OpenAI CLIP contrastive vision-language model. Use when implementing zero-shot image classification, image search, or... |
| `competitive-landscape` | Competitive Landscape Analysis |
| `connect` | Connect Claude to any app. Send emails, create issues, post messages, update databases - take real actions across Gma... |
| `connect-apps` | Connect Claude to external apps like Gmail, Slack, GitHub. Use this skill when the user wants to send emails, create ... |
| `cqrs-implementation` | Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write mod... |
| `design-md` | Analyze Stitch projects and synthesize a semantic design system into DESIGN.md files |
| `enterprise-search` | Design cross-tool knowledge retrieval strategies, architect enterprise search systems, and tune relevance models. Use... |
| `flash-attention` | FlashAttention IO-aware exact attention algorithm. Use when optimizing transformer inference and training speed with ... |
| `github-automation` | Automate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage... |
| `github-research` | Find reputable GitHub repositories with quality filters (stars, recency, license). Use when searching for code sample... |
| `github-workflow-automation` | Automate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operation... |
| `gptq` | GPTQ post-training quantization for generative models. Use when quantizing large models to 4-bit with calibration-bas... |
| `graphql-architect` | Master modern GraphQL with federation, performance optimization, |
| `hqq` | HQQ half-quadratic quantization for efficient LLM inference. Use when applying fast zero-shot quantization without ca... |
| `huggingface-tokenizers` | Hugging Face Tokenizers library for fast BPE/WordPiece/Unigram tokenization. Use when implementing custom tokenizers ... |
| `interview-script` | Create structured customer interview scripts following Mom Test principles and JTBD probing. Use when preparing for c... |
| `knowledge-distillation` | Knowledge distillation techniques for model compression. Use when transferring knowledge from large teacher models to... |
| `langsmith-fetch` | Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent beh... |
| `llama-cpp` | llama.cpp efficient C/C++ LLM inference engine. Use when deploying quantized models on CPU or consumer GPU hardware w... |
| `llava` | LLaVA large language-and-vision assistant. Use when building multimodal AI that understands and reasons about images ... |
| `lm-evaluation-harness` | EleutherAI LM Evaluation Harness for standardized LLM benchmarking. Use when evaluating models across 200+ tasks incl... |
| `long-context` | Long-context extension methods for transformers. Use when extending model context windows with RoPE scaling, ALiBi, o... |
| `microservices-patterns` | Design microservices architectures with service boundaries, event-driven communication, and resilience patterns. Use ... |
| `monorepo-architect` | Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and... |
| `monorepo-management` | Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package reposit... |
| `nemo-evaluator` | NVIDIA NeMo Evaluator for comprehensive model assessment. Use when running multi-backend evaluations with custom benc... |
| `nnsight` | NNsight neural network interpretation toolkit. Use when analyzing or intervening on neural network activations for me... |
| `notebooklm` | Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-back... |
| `postmark-automation` | Automate Postmark email delivery tasks via Rube MCP (Composio): send templated emails, manage templates, monitor deli... |
| `pyvene` | Pyvene causal intervention framework for neural networks. Use when performing causal analysis or activation patching ... |
| `remotion` | Generate walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays |
| `saelens` | SAELens sparse autoencoder toolkit for mechanistic interpretability. Use when training or analyzing sparse autoencode... |
| `saga-orchestration` | Implement saga patterns for distributed transactions and cross-aggregate workflows. Use when coordinating multi-step ... |
| `segment-anything` | Meta SAM (Segment Anything Model) for image segmentation. Use when implementing universal image segmentation or objec... |
| `sendgrid-automation` | Automate SendGrid email operations including sending emails, managing contacts/lists, sender identities, templates, a... |
| `sentencepiece` | SentencePiece unsupervised text tokenizer. Use when training BPE or Unigram tokenizers from scratch on custom corpora. |
| `sentry-automation` | Automate Sentry tasks via Rube MCP (Composio): manage issues/events, configure alerts, track releases, monitor projec... |
| `sglang` | SGLang high-performance LLM serving with RadixAttention. Use when serving models with structured generation, constrai... |
| `skill-creator` | Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an ex... |
| `skill-judge` | Evaluate Agent Skill design quality against specifications and best practices. Use when reviewing, auditing, or impro... |
| `slack-gif-creator` | Slack GIF Creator |
| `speculative-decoding` | Speculative decoding acceleration for LLM inference. Use when speeding up autoregressive generation with draft models... |
| `stable-diffusion` | Stable Diffusion image generation and manipulation. Use when generating, editing, or inpainting images from text prom... |
| `startup-metrics-framework` | Startup Metrics Framework |
| `stitch-loop` | Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern |
| `stripe-automation` | Automate Stripe tasks via Rube MCP (Composio): customers, charges, subscriptions, invoices, products, refunds. Always... |
| `summarize-interview` | Transform customer interview transcripts or notes into structured summaries with JTBD insights, pain points, and acti... |
| `supabase-automation` | Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execut... |
| `systematic-debugging` | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes |
| `transformer-lens` | TransformerLens mechanistic interpretability library. Use when analyzing transformer internals with hook-based activa... |
| `vercel-automation` | Automate Vercel tasks via Rube MCP (Composio): manage deployments, domains, DNS, env vars, projects, and teams. Alway... |
| `whisper` | OpenAI Whisper automatic speech recognition model. Use when transcribing audio, translating speech, or building voice... |
| `workflow-orchestration-patterns` | Design durable workflows with Temporal for distributed systems. Covers workflow vs activity separation, saga patterns... |

## Integrations

| Skill | Description |
| --- | --- |
| `clerk-auth` | Expert patterns for Clerk auth implementation, middleware, organizations, webhooks, and user sync Use when: adding au... |
| `core-banking-integration` | Core banking system integration patterns for AI agents connecting to Temenos Transact, Thought Machine Vault, Mambu, ... |
| `servicenow-now-assist` | ServiceNow Now Assist and AI Agent integration patterns. Use when building AI agents for ITSM (incidents, changes, CM... |
| `stripe-integration` | Get paid from day one. Payments, subscriptions, billing portal, webhooks, metered billing, Stripe Connect. The comple... |

## Product Management

| Skill | Description |
| --- | --- |
| `opportunity-solution-tree` | Build an Opportunity Solution Tree to connect desired outcomes to customer opportunities, solutions, and experiments.... |
| `outcome-roadmap` | Transform feature-based roadmaps into outcome-focused roadmaps tied to customer value and business impact. Use when p... |
| `pre-mortem` | Structured risk analysis that imagines launch failure and works backward to identify threats. Use when preparing for ... |
| `product-strategy-canvas` | Build a comprehensive product strategy covering vision, segments, value proposition, trade-offs, metrics, growth, and... |
| `release-notes` | Transform technical changelogs and tickets into user-facing release notes written in benefit language. Use when shipp... |

## Sales & Marketing

| Skill | Description |
| --- | --- |
| `content-marketer` | Elite content marketing strategist specializing in AI-powered |
| `content-research-writer` | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outli... |
| `copy-editing` | Systematic copy editing through seven sequential sweeps covering clarity, voice, relevance, proof, specificity, emoti... |
| `copywriting` | Conversion-focused marketing copy for landing pages and emails with brief confirmation and no-fabrication rules. Use ... |
| `llamaguard` | LlamaGuard safety classifier for LLM inputs and outputs. Use when implementing content safety filtering in production... |
| `marketing-psychology` | Apply behavioral science and mental models to marketing decisions using a psychological leverage and feasibility scor... |
| `page-cro` | Page-level conversion rate optimization with diagnostic scoring, CRO framework, and prioritized recommendations. Use ... |
| `stakeholder-map` | Map stakeholders on a Power x Interest grid and create tailored communication plans. Use when managing complex stakeh... |

## Security

| Skill | Description |
| --- | --- |
| `attack-tree-construction` | Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense ga... |
| `cis-benchmarks` | CIS Benchmarks reference for Kubernetes, Docker, and GCP hardening with automated scanning guidance |
| `compliance-crosswalk` | Compliance framework crosswalk mapping SOC 2, ISO 27001, NIST CSF, and PCI-DSS for unified control management |
| `cwe-sans-top25` | CWE/SANS Top 25 Most Dangerous Software Weaknesses -- classification, prevention patterns, and SAST integration for s... |
| `dependency-updater` | Smart dependency management for any language. Use when updating dependencies, checking for outdated packages, auditin... |
| `gdpr-data-handling` | Implement GDPR-compliant data handling with consent management, data subject rights, and privacy by design. Use when ... |
| `gdpr-reference` | GDPR compliance reference for security agents covering key principles, lawful bases, data subject rights, DPIAs, and ... |
| `hipaa-security-rule` | HIPAA Security Rule safeguard requirements for protecting electronic protected health information (ePHI) across admin... |
| `incident-responder` | Expert SRE incident responder specializing in rapid problem |
| `incident-response-incident-response` | Use when working with incident response incident response |
| `ir-playbook-templates` | Incident response playbook templates following NIST SP 800-61 phases for six common incident types |
| `iso27001-annexa` | ISO 27001:2022 Annex A controls reference for implementing an Information Security Management System (ISMS) with 93 c... |
| `k8s-security-policies` | Implement Kubernetes security policies including NetworkPolicy, PodSecurityPolicy, and RBAC for production-grade secu... |
| `mitre-attck-reference` | MITRE ATT&CK Enterprise framework reference for mapping adversary tactics, techniques, and detection guidance |
| `mobile-security-coder` | Expert in secure mobile coding practices specializing in input |
| `nist-csf` | NIST Cybersecurity Framework (CSF 2.0) reference for assessing, building, and improving organizational cybersecurity ... |
| `owasp-top10` | OWASP Top 10 (2021) web application security risks with prevention controls, detection techniques, and remediation gu... |
| `pci-compliance` | Implement PCI DSS compliance requirements for secure handling of payment card data and payment systems. Use when secu... |
| `pci-dss-v4` | PCI-DSS v4.0 requirements reference covering 12 requirements, customized approach, SAQ types, and assessment preparat... |
| `postmortem-writing` | Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting inci... |
| `sast-configuration` | Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code.... |
| `secrets-management` | Implement secure secrets management for CI/CD pipelines using Vault, AWS Secrets Manager, or native platform solution... |
| `security-auditor` | Expert security auditor specializing in DevSecOps, comprehensive |
| `security-compliance-compliance-check` | You are a compliance expert specializing in regulatory requirements for software systems including GDPR, HIPAA, SOC2,... |
| `security-scanning-security-dependencies` | You are a security expert specializing in dependency vulnerability analysis, SBOM generation, and supply chain securi... |
| `security-scanning-security-hardening` | Coordinate multi-layer security scanning and hardening across application, infrastructure, and compliance controls. |
| `security-scanning-security-sast` | Static Application Security Testing (SAST) for code vulnerability |
| `soc2-controls` | SOC 2 Type II Trust Services Criteria reference for scoping, mapping controls, gathering evidence, and preparing for ... |
| `stride-analysis-patterns` | Apply STRIDE methodology to systematically identify threats. Use when analyzing system security, conducting threat mo... |
| `threat-modeling-expert` | Expert in threat modeling methodologies, security architecture review, and risk assessment. Masters STRIDE, PASTA, at... |
| `vulnerability-scanner` | Advanced vulnerability analysis principles covering OWASP 2025, supply chain security, attack surface mapping, and ri... |

## Testing & QA

| Skill | Description |
| --- | --- |
| `ab-test-analysis` | Analyze A/B test results with statistical rigor — calculate significance, check guardrails, and make ship/extend/stop... |
| `ab-test-setup` | Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness. Use ... |
| `agent-evaluation` | Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and pro... |
| `bats-testing-patterns` | Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell ... |
| `code-review-excellence` | Master effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge shari... |
| `code-reviewer` | Elite code review expert specializing in modern AI-powered code |
| `comprehensive-review-full-review` | Use when working with comprehensive review full review |
| `debugger` | Debugging specialist for errors, test failures, and unexpected |
| `debugging-strategies` | Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs acros... |
| `debugging-toolkit-smart-debug` | Use when working with debugging toolkit smart debug |
| `e2e-testing-patterns` | Master end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confiden... |
| `error-detective` | Search logs and codebases for error patterns, stack traces, and |
| `javascript-testing-patterns` | Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests,... |
| `qa-test-planner` | Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Use w... |
| `tdd-orchestrator` | Master TDD orchestrator specializing in red-green-refactor |
| `tdd-workflows-tdd-cycle` | Use when working with tdd workflows tdd cycle |
| `tdd-workflows-tdd-green` | Implement the minimal code needed to make failing tests pass in the TDD green phase. |
| `tdd-workflows-tdd-red` | Generate failing tests for the TDD red phase to define expected behavior and edge cases. |
| `tdd-workflows-tdd-refactor` | Use when working with tdd workflows tdd refactor |
| `test-automator` | Master AI-powered test automation with modern frameworks, |
| `test-driven-development` | Strict TDD enforcement with Red-Green-Refactor cycle, rationalization rebuttals, and verification checklists. Use whe... |
| `webapp-testing` | Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functio... |
