wshobson/agents

这个仓库里有 183 个技能，GitHub 星标 ★ 39,721。

• screen-reader-testingTest web applications with screen readers including VoiceOver, NVDA, and JAWS. U
• wcag-audit-patternsConduct WCAG 2.2 accessibility audits with automated testing, manual verificatio
• multi-reviewer-patternsCoordinate parallel code reviews across multiple quality dimensions with finding
• parallel-debuggingDebug complex issues using competing hypotheses with parallel investigation, evi
• parallel-feature-developmentCoordinate parallel feature development with file ownership strategies, conflict
• task-coordination-strategiesDecompose complex tasks, design dependency graphs, and coordinate multi-agent wo
• team-communication-protocolsStructured messaging protocols for agent team communication including message ty
• team-composition-patternsDesign optimal agent team compositions with sizing heuristics, preset configurat
• fastapi-templatesCreate production-ready FastAPI projects with async patterns, dependency injecti
• avoid-ai-writingAudit and rewrite prose so it stops reading as machine-generated. Use this skill
• api-design-principlesMaster REST and GraphQL API design principles to build intuitive, scalable, and
• architecture-patternsImplement proven backend architecture patterns including Clean Architecture, Hex
• cqrs-implementationImplement Command Query Responsibility Segregation for scalable architectures. U
• event-store-designDesign and implement event stores for event-sourced systems. Use when building e
• microservices-patternsDesign microservices architectures with service boundaries, event-driven communi
• projection-patternsBuild read models and projections from event streams. Use when implementing CQRS
• saga-orchestrationImplement saga patterns for distributed transactions and cross-aggregate workflo
• temporal-python-testingTest Temporal workflows with pytest, time-skipping, and mocking strategies. Cove
• workflow-orchestration-patternsDesign durable workflows with Temporal for distributed systems. Covers workflow
• before-you-buildPre-build product and feature risk review for founders, product managers, and AI
• block-no-verify-hookConfigure a PreToolUse hook to prevent AI agents from skipping git pre-commit ho
• defi-protocol-templatesImplement DeFi protocols with production-ready templates for staking, AMMs, gove
• nft-standardsImplement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minti
• solidity-securityMaster smart contract security best practices to prevent common vulnerabilities
• web3-testingTest smart contracts comprehensively using Hardhat and Foundry with unit tests,
• brand-landingpage>
• data-storytellingTransform data into compelling narratives using visualization, context, and pers
• kpi-dashboard-designDesign effective KPI dashboards with metrics selection, visualization best pract
• deployment-pipeline-designDesign multi-stage CI/CD pipelines with approval gates, security checks, and dep
• github-actions-templatesCreate production-ready GitHub Actions workflows for automated testing, building
• gitlab-ci-patternsBuild GitLab CI/CD pipelines with multi-stage workflows, caching, and distribute
• secrets-managementImplement secure secrets management for CI/CD pipelines using Vault, AWS Secrets
• cost-optimizationOptimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizin
• hybrid-cloud-networkingConfigure secure, high-performance connectivity between on-premises infrastructu
• istio-traffic-managementConfigure Istio traffic management including routing, load balancing, circuit br
• linkerd-patternsImplement Linkerd service mesh patterns for lightweight, security-focused servic
• mtls-configurationConfigure mutual TLS (mTLS) for zero-trust service-to-service communication. Use
• multi-cloud-architectureDesign multi-cloud architectures using a decision framework to select and integr
• service-mesh-observabilityImplement comprehensive observability for service meshes including distributed t
• terraform-module-libraryBuild reusable Terraform modules for AWS, Azure, GCP, and OCI infrastructure fol
• context-driven-development>-
• track-managementUse this skill when creating, managing, or working with Conductor tracks - the l
• workflow-patternsUse this skill when implementing tasks according to Conductor's TDD workflow, ha
• airflow-dag-patternsBuild production Apache Airflow DAGs with best practices for operators, sensors,
• data-quality-frameworksImplement data quality validation with Great Expectations, dbt tests, and data c
• dbt-transformation-patternsMaster dbt (data build tool) for analytics engineering with model organization,
• spark-optimizationOptimize Apache Spark jobs with partitioning, caching, shuffle optimization, and
• postgresql-table-designUse this skill when designing or reviewing a PostgreSQL-specific schema. Covers
• auth-implementation-patternsMaster authentication and authorization patterns including JWT, OAuth2, session
• bazel-build-optimizationOptimize Bazel builds for large-scale monorepos. Use when configuring Bazel, imp
• code-review-excellenceMaster effective code review practices to provide constructive feedback, catch b
• debugging-strategiesMaster systematic debugging techniques, profiling tools, and root cause analysis
• e2e-testing-patternsMaster end-to-end testing with Playwright and Cypress to build reliable test sui
• error-handling-patternsMaster error handling patterns across languages including exceptions, Result typ
• git-advanced-workflowsMaster advanced Git workflows including rebasing, cherry-picking, bisect, worktr
• monorepo-managementMaster monorepo management with Turborepo, Nx, and pnpm workspaces to build effi
• nx-workspace-patternsConfigure and optimize Nx monorepo workspaces. Use when setting up Nx, configuri
• sql-optimization-patternsMaster SQL query optimization, indexing strategies, and EXPLAIN analysis to dram
• turborepo-cachingConfigure Turborepo for efficient monorepo builds with local and remote caching.
• spark-environment-setupSet up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aa
• spark-memory-thermal-opsManage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spa
• spark-training-gotchasPreflight and diagnose the ten known failure modes for ML training on NVIDIA DGX
• architecture-decision-recordsWrite and maintain Architecture Decision Records (ADRs) following best practices
• changelog-automationAutomate changelog generation from commits, PRs, and releases following Keep a C
• openapi-spec-generationGenerate and maintain OpenAPI 3.1 specifications from code, design-first specs,
• grounded-vaultUse when maintaining a durable Markdown knowledge store that agents compile from
• hadsUse when writing technical documentation that needs to be readable by both human
• dotnet-backend-patternsMaster C#/.NET backend development patterns for building robust APIs, MCP server
• file-conversionConvert files between formats — PDF to Word, HEIC to JPG, MP4 to MP3, CSV to JSO
• angular-migrationMigrate from AngularJS to Angular using hybrid mode, incremental component rewri
• database-migrationExecute database migrations across ORMs and platforms with zero-downtime strateg
• dependency-upgradeManage major dependency version upgrades with compatibility analysis, staged rol
• react-modernizationUpgrade React applications to latest versions, migrate from class components to
• nextjs-app-router-patternsMaster Next.js 14+ App Router with Server Components, streaming, parallel routes
• react-native-architectureBuild production React Native apps with Expo, navigation, native modules, offlin
• react-state-managementMaster modern React state management with Redux Toolkit, Zustand, Jotai, and Rea
• tailwind-design-systemBuild scalable design systems with Tailwind CSS v4, design tokens, component lib
• godot-gdscript-patternsMaster Godot 4 GDScript patterns including signals, scenes, state machines, and
• unity-ecs-patternsMaster Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-p
• hermes-tweet>
• employment-contract-templatesCreate employment contracts, offer letters, and HR policy documents following le
• gdpr-data-handlingImplement GDPR-compliant data handling with consent management, data subject rig
• incident-runbook-templatesCreate structured incident response runbooks with step-by-step procedures, escal
• on-call-handoff-patternsMaster on-call shift handoffs with context transfer, escalation procedures, and
• postmortem-writingWrite effective blameless postmortems with root cause analysis, timelines, and a
• javascript-testing-patternsImplement comprehensive testing strategies using Jest, Vitest, and Testing Libra
• modern-javascript-patternsMaster ES6+ features including async/await, destructuring, spread operators, arr
• nodejs-backend-patternsBuild production-ready Node.js backend services with Express/Fastify, implementi
• typescript-advanced-typesMaster TypeScript's advanced type system including generics, conditional types,
• gitops-workflowImplement GitOps workflows with ArgoCD and Flux for automated, declarative Kuber
• helm-chart-scaffoldingDesign, organize, and manage Helm charts for templating and packaging Kubernetes
• k8s-manifest-generatorCreate production-ready Kubernetes manifests for Deployments, Services, ConfigMa
• k8s-security-policiesImplement Kubernetes security policies including NetworkPolicy, PodSecurityPolic
• embedding-strategiesSelect and optimize embedding models for semantic search and RAG applications. U
• hybrid-search-implementationCombine vector and keyword search for improved retrieval. Use when implementing
• langchain-architectureDesign LLM applications using LangChain 1.x and LangGraph for agents, memory, an
• llm-evaluationImplement comprehensive evaluation strategies for LLM applications using automat
• prompt-engineering-patterns>-
• rag-implementationBuild Retrieval-Augmented Generation (RAG) systems for LLM applications with vec
• similarity-search-patternsImplement efficient similarity search with vector databases. Use when building s
• vector-index-tuningOptimize vector index performance for latency, recall, and memory. Use when tuni
• checkpoint-promotionGate fine-tuned checkpoints with drift budgets, paired comparison, and forgettin
• dataset-curationPrepare, format, and validate datasets for supervised fine-tuning and preference
• eval-harness-firstBuild the evaluation harness that gates every fine-tuning run — golden sets, per
• finetuning-method-selectionDecide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO
• grpo-rlvr-trainingTrain reasoning and verifiable-task behavior with GRPO and reinforcement learnin
• lora-qlora-recipesConfigure LoRA and QLoRA supervised fine-tuning with current best-practice hyper
• preference-optimizationAlign a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Us
• quantized-exportExport a promoted fine-tuned model in the right deployment format — merged safet
• trace-to-training-dataConvert evaluation traces and production logs into SFT examples and preference p
• vision-sftFine-tune vision-language models (VLMs) with supervised learning on image+text d
• ml-pipeline-workflowBuild end-to-end MLOps pipelines from data preparation through model training, v
• recsys-pipeline-architectDesign composable recommendation, ranking, and feed pipelines using the six-stag
• distributed-tracingImplement distributed tracing with Jaeger and Tempo to track requests across mic
• grafana-dashboardsCreate and manage production Grafana dashboards for real-time visualization of s
• prometheus-configurationSet up Prometheus for comprehensive metric collection, storage, and monitoring o
• slo-implementationDefine and implement Service Level Indicators (SLIs) and Service Level Objective
• billing-automationBuild automated billing systems for recurring payments, invoicing, subscription
• paypal-integrationIntegrate PayPal payment processing with support for express checkout, subscript
• pci-complianceImplement PCI DSS compliance requirements for secure handling of payment card da
• stripe-integrationImplement Stripe payment processing for robust, PCI-compliant payment flows incl
• evaluation-methodologyPluginEval quality methodology — dimensions, rubrics, statistical methods, and s
• pptx-deck-contextUse when preparing the narrative, sources, and design context for a new editable
• pptx-quality-gatesUse when validating or repairing an editable PPTX deck for geometry, accessibili
• pptx-reference-deck-analysisUse when analyzing a reference PPTX for read-only structure, theme, typography,
• pptx-slide-specificationUse when authoring or repairing a coordinate-explicit JSON specification for an
• pptx-visual-assetsUse when selecting and placing approved supporting icons, images, SVGs, diagrams
• protect-mcp-setupConfigure Cedar policy enforcement and Ed25519 signed receipts for Claude Code t
• async-python-patternsMaster Python asyncio, concurrent programming, and async/await patterns for high
• python-anti-patternsUse this skill when reviewing Python code for common anti-patterns to avoid. Use
• python-background-jobsPython background job patterns including task queues, workers, and event-driven
• python-code-stylePython code style, linting, formatting, naming conventions, and documentation st
• python-configurationPython configuration management via environment variables and typed settings. Us
• python-design-patternsPython design patterns including KISS, Separation of Concerns, Single Responsibi
• python-error-handlingPython error handling patterns including input validation, exception hierarchies
• python-observabilityPython observability patterns including structured logging, metrics, and distrib
• python-packagingCreate distributable Python packages with proper project structure, setup.py/pyp
• python-performance-optimizationProfile and optimize Python code using cProfile, memory profilers, and performan
• python-project-structurePython project organization, module architecture, and public API design. Use whe
• python-resiliencePython resilience patterns including automatic retries, exponential backoff, tim
• python-resource-managementPython resource management with context managers, cleanup patterns, and streamin
• python-testing-patternsImplement comprehensive testing strategies with pytest, fixtures, mocking, and t
• python-type-safetyPython type safety with type hints, generics, protocols, and strict type checkin
• uv-package-managerMaster the uv package manager for fast Python dependency management, virtual env
• backtesting-frameworksBuild robust backtesting systems for trading strategies with proper handling of
• risk-metrics-calculationCalculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawd
• anti-reversing-techniquesUnderstand anti-reversing, obfuscation, and protection techniques encountered du
• binary-analysis-patternsMaster binary analysis patterns including disassembly, decompilation, control fl
• memory-forensicsMaster memory forensics techniques including memory acquisition, process analysi
• protocol-reverse-engineeringMaster network protocol reverse engineering including packet analysis, protocol
• review-agent-setupConfigure human-in-the-loop gating for AI agent review actions in Claude Code. U
• attack-tree-constructionBuild comprehensive attack trees to visualize threat paths. Use when mapping att
• sast-configurationConfigure Static Application Security Testing (SAST) tools for automated vulnera
• security-requirement-extractionDerive security requirements from threat models and business context. Use when t
• stride-analysis-patternsApply STRIDE methodology to systematically identify threats. Use when analyzing
• threat-mitigation-mappingMap identified threats to appropriate security controls and mitigations. Use whe
• bash-defensive-patternsMaster defensive Bash programming techniques for production-grade scripts. Use w
• bats-testing-patternsMaster Bash Automated Testing System (Bats) for comprehensive shell script testi
• shellcheck-configurationMaster ShellCheck static analysis configuration and usage for shell script quali
• scanScans the codebase to generate project-doc.md and AGENTS.md. Use when bootstrapp
• signed-audit-trails-recipeStep-by-step cookbook for setting up cryptographically signed audit trails on Cl
• ai-debt-detector>-
• session-guard>-
• visual-edit-precision>-
• social-publishing>
• competitive-landscapeAnalyze competition, identify differentiation opportunities, and develop winning
• market-sizing-analysisCalculate TAM/SAM/SOM for market opportunities using top-down, bottom-up, and va
• startup-financial-modelingBuild comprehensive 3-5 year financial models with revenue projections, cost str
• startup-metrics-frameworkTrack, calculate, and optimize key performance metrics for SaaS, marketplace, co
• team-composition-analysisDesign optimal team structures, hiring plans, compensation strategies, and equit
• superselfUse when a project keeps its state in Superself (a `<!-- superself:begin` block
• go-concurrency-patternsMaster Go concurrency with goroutines, channels, sync primitives, and context. U
• memory-safety-patternsImplement memory-safe programming with RAII, ownership, smart pointers, and reso
• rust-async-patternsMaster Rust async programming with Tokio, async traits, error handling, and conc
• accessibility-complianceImplement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive des
• design-system-patternsBuild scalable design systems with design tokens, theming infrastructure, and co
• interaction-designDesign and implement microinteractions, motion design, transitions, and user fee
• mobile-android-designMaster Material Design 3 and Jetpack Compose patterns for building native Androi
• mobile-ios-designMaster iOS Human Interface Guidelines and SwiftUI patterns for building native i
• react-native-designMaster React Native styling, navigation, and Reanimated animations for cross-pla
• responsive-designImplement modern responsive layouts using container queries, fluid typography, C
• visual-design-foundationsApply typography, color theory, spacing systems, and iconography principles to c
• web-component-designMaster React, Vue, and Svelte component patterns including CSS-in-JS, compositio